<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials</loc>
    <changefreq>weekly</changefreq>
    <priority>0.9</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/courses</loc>
    <changefreq>weekly</changefreq>
    <priority>0.9</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/frameworks</loc>
    <changefreq>weekly</changefreq>
    <priority>0.9</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/roadmaps</loc>
    <changefreq>weekly</changefreq>
    <priority>0.9</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/interview-prep</loc>
    <changefreq>weekly</changefreq>
    <priority>0.9</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agent-governance-toolkit</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentops</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/apis-for-ai</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/installation</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/agent-loop</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/codebase-search</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/permissions</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/plan-mode</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/rewind-and-checkpoints</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/context-window-and-compaction</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/interrupt-and-steer</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/sessions</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/claude-md</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/memory</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/custom-slash-commands</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/skills</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/statusline-and-output-styles</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/permission-modes</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/settings-json</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/sandboxing</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/hooks</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/pretooluse-hook</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/subagents</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/worktrees</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/background-sessions-and-agent-view</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/agent-teams</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/headless-mode-and-json-output</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/code-review-and-github-actions</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/mcp</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/plugins</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/routines-and-scheduled-tasks</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/large-codebases</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/models-cost-and-fast-mode</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/project-setup</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/quiz/start-here</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/quiz/steering-a-session</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/quiz/teaching-it-your-project</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/quiz/permissions-safety-and-rules</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/quiz/more-than-one-claude</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/quiz/outside-the-terminal</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-code/quiz/making-it-real</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-cowork</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/codex</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/composio</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deepeval</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/docling</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/dspy</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/e2b</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/garak</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/install-google-adk</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/python-functions</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/tool-declaration</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/basellm</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/runner-and-sessions</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/events</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/function-tools</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/tool-return-values</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/multiple-tools</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/tool-context</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/built-in-tools</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/instruction-templates-and-state</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/output-schema</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/callbacks</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/max-llm-calls</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/sub-agents</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/sequential-agent</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/parallel-agent</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/loop-agent</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/workflow</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/state</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/state-prefixes</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/memory-service</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/adk-web-adk-run-and-api-server</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/gemini-models</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/safety-and-guardrails</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/support-desk-agent</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/quiz/start-here</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/quiz/tools</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/quiz/shaping-what-it-does</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/quiz/more-than-one-agent</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/quiz/what-it-remembers</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/quiz/running-it-for-real</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/google-adk/quiz/making-it-real</loc>
    <lastmod>2026-10-05</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/guardrails-ai</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/haystack</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/setup</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/langgraph-state</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/stategraph</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/nodes</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/add-edge</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/draw-mermaid</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/conditional-edges</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/reducers</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/parallel-nodes</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/command</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/loops-and-recursion</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/send</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/subgraphs</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/messages</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/messages-state</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/chat-models</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/toolnode</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/with-structured-output</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/agent-loop</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/create-agent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/checkpointer</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/store</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/runtime-context</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/trim-and-remove</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/interrupt</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/review-and-edit</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/streaming</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/time-travel</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/retry-policies</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/multi-agent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/support-agent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/retrieval</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/rag</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/integrations</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/deploy</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/langsmith</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/quiz/build-a-graph</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/quiz/combine-branch-scale</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/quiz/models-messages-tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/quiz/memory-and-control</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/quiz/build-a-real-agent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langgraph/quiz/ship-it</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/setup</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/first-memories</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/the-request</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/models</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/collections</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/updates-and-deletes</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/profiles</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/episodic-memory</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/store</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/semantic-search</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/store-manager</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/memory-tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/agent-memory</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/background</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/summaries</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/prompt-optimization</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/integrations</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/support-assistant-project</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/quiz/first-memories</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/quiz/extracting</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/quiz/storing</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langmem/quiz/beyond-extraction</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/litellm</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/setup</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/why-retrieval</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/embeddings</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/vectorstoreindex</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/simpledirectoryreader</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/chunking</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/metadata</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/ingestion-pipeline</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/retrievers</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/query-engine</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/answers-with-sources</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/similarity-cutoff</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/metadata-filters</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/structured-output</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/chat-engine</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/bm25</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/hybrid-search</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/reranking</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/measuring-retrieval</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/function-agent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/agent-tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/long-term-memory</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/workflows</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/multi-agent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/observability</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/persisting</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/updating-documents</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/integrations</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/llamaindex-project</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/quiz/retrieval-from-first-principles</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/quiz/loading-and-chunking</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/quiz/querying</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/quiz/better-retrieval</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/quiz/agents-and-workflows</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llamaindex/quiz/shipping-a-rag-app</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/setup</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/load-a-model</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/tokens</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/next-token-prediction</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/generating-text</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/temperature</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/top-p</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/max-new-tokens</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/seeds</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/chat-templates</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/system-prompts</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/few-shot-prompting</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/structured-output</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/evaluating-prompts</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/context-window</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/llm-cost</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/llm-latency</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/llm-project</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/quiz/how-a-model-writes</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/quiz/controlling-the-output</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/quiz/prompts</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals/quiz/in-production</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/setup</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/tools-without-mcp</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/mcpserver</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/mcp-client</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/inspecting-with-mcp-dev</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/tool-arguments</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/structured-output</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/tool-errors</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/tool-annotations</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/resources</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/resource-templates</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/prompts</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/context</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/lifespan</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/progress</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/elicitation</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/stdio</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/streamable-http</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/mcp-fastapi</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/mcp-hosts</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/mcp-tools-for-a-model</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/stand-in-model</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/agent-loop</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/testing-mcp-servers</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/integrations</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/mcp-project</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/quiz/what-mcp-is</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/quiz/tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/quiz/resources-and-prompts</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/quiz/inside-a-handler</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/quiz/running-it</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mcp/quiz/an-agent-over-mcp</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/mem0</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/setup</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/an-assistant-that-answers-anything</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/blocking-a-message-with-an-if</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/install-and-the-config</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/a-model-with-no-api-key</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/a-stand-in-that-decides</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/rails-explain</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/define-user-and-define-bot</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/define-flow</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/stacking-flows</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/the-embedding-model</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/the-prompt-behind-the-intent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/one-llm-call-or-three</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/the-first-input-rail</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/yes-blocks-no-allows</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/stop-and-refuse-to-respond</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/which-rail-fired</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/action-and-register-action</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/what-an-action-is-given</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/an-input-rail-you-wrote</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/railoutcome</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/output-rails</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/bot-message-and-a-leak</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/changing-the-answer</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/dialog-rails</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/embeddings-only</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/execution-rails</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/rails-exceptions</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/config-on-disk</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/generation-options</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/logfire-tracing</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/groq-or-gemini</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/server-cli-and-rail-library</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/every-rail-in-one-config</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/four-refusals</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/guarded-shop-assistant</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/quiz/before-the-guardrails</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/quiz/the-runtime-and-a-model</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/quiz/colang</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/quiz/input-rails</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/quiz/actions</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/quiz/output-rails</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/quiz/dialog-and-execution-rails</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/quiz/running-it-for-real</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/nemo-guardrails/quiz/the-guarded-it-assistant</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/setup</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/agent-object</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/custom-model</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/runner-and-result</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/function-tool</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/the-agent-loop</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/structured-output</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/run-context</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/dynamic-instructions</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/handoffs</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/agents-as-tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/handoff-vs-tool</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/input-guardrails</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/output-guardrails</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/sessions</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/streaming</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/tracing</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/model-settings</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/max-turns</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/desk-tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/desk-handoff</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/desk-guardrails</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/desk-memory</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/desk-run</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/real-model</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/whats-next</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/quiz/your-first-agent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/quiz/answers-you-can-trust</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/quiz/more-than-one-agent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/quiz/keeping-it-safe</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/quiz/memory</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/quiz/watching-a-run</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/quiz/the-project</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/openai-agents-sdk/quiz/off-the-stand-in</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/promptfoo</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/setup</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/first-agent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/agent-run</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/function-model</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/instructions</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/models</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/structured-output</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/output-retries</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/output-validators</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/output-functions</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/dependencies</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/tool-errors</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/usage-limits</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/message-history</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/trim-history</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/save-messages</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/streaming</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/tool-approval</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/fallback-model</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/multi-agent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/mcp-servers</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/harness-coder</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/testing</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/evals</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/observability</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/integrations</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/support-desk-project</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/quiz/first-agent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/quiz/typed-output</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/quiz/tools-and-dependencies</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/quiz/conversations-and-control</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/quiz/more-than-one-agent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pydantic-ai/quiz/testing-and-evals</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/pyrit</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/setup</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/print</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/variables</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/strings</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/numbers</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/if-else</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/lists</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/for-loops</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/dictionaries</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/list-of-dictionaries</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/list-comprehensions</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/functions</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/function-arguments</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/functions-as-values</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/import</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/files</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/json</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/stand-in-model</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/try-except</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/classes</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/methods</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/dataclasses</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/inheritance</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/type-hints</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/pydantic</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/model-validate-json</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/async-await</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/asyncio-gather</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/timeouts-and-retries</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/virtual-environments</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/pytest</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/pytest-raises</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/ticket-triage-project</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/quiz/first-lines-of-python</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/quiz/many-values</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/quiz/functions</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/quiz/files-json-and-errors</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/quiz/classes-and-objects</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/quiz/types-and-validation</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/quiz/waiting-on-models</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/python-for-ai/quiz/a-real-project</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/setup</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/llm-evaluation</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/rag-app</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/goldens</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/single-turn-sample</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/exact-match</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/id-based-context-metrics</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/real-judge</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/ragas-metrics</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/rate-limits</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/faithfulness</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/answer-relevancy</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/context-precision</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/context-recall</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/answer-correctness</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/factual-correctness</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/custom-metrics</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/discrete-metric</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/evaluation-dataset</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/experiment</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/scoring-an-experiment</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/results</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/evaluate</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/metrics-api</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/evals-in-ci</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/integrations</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/support-bot-evaluation</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/quiz/evaluating-a-rag-app</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/quiz/metrics-without-a-judge</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/quiz/llm-as-a-judge</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/quiz/the-five-rag-metrics</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/quiz/your-own-metrics</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/quiz/running-the-evaluation</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ragas/quiz/shipping-the-evaluation</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/unstructured</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/vercel-ai</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/browser-use</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/claude-agent-sdk</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/setup</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/plain-python</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/custom-llm</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/first-crew</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/agent-prompt</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/inputs</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/watching</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/tool-calls</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/tool-failures</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/max-iter</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/tool-hooks</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/model-hooks</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/sequential</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/structured-output</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/guardrails</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/conditional-tasks</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/delegation</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/hierarchical</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/first-flow</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/flow-state</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/router</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/crew-in-flow</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/human-feedback</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/streaming</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/knowledge</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/memory</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/mcp</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/real-model</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/integrations</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/desk-state</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/desk-crew-and-flow</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/desk-three-tickets</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/desk-refund</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/quiz/your-first-crew</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/quiz/tools-and-hooks</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/quiz/tasks-and-teams</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/quiz/flows</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/quiz/knowledge-memory-and-production</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/crewai/quiz/the-support-desk</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/setup</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/messages</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/content-blocks</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/custom-chat-model</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/invoke-batch-stream</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/bind-tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/create-agent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/streaming-steps</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/runtime-context</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/structured-output</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/structured-output-errors</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/parallel-tool-calls</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/short-term-memory</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/trim-and-remove</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/long-term-memory</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/semantic-memory-search</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/custom-state</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/middleware</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/middleware-order</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/wrap-model-call</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/tool-errors</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/call-limits</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/model-retry-fallback</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/summarization</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/built-in-middleware</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/human-in-the-loop</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/edit-and-respond</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/guardrails</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/documents-and-splitting</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/embeddings-vector-store</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/retrieval-tool</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/mcp-tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/subagents</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/router</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/testing</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/desk-tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/desk-guards</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/desk-morning</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/desk-threads</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/desk-tests</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/integrations</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/real-model</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/real-vector-store</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/real-checkpointer</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/quiz/your-first-agent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/quiz/tools-in-depth</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/quiz/memory</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/quiz/middleware</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/quiz/safety</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/quiz/knowledge-and-tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/quiz/projects</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langchain/quiz/going-real</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/langfuse</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/setup</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/create-deep-agent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/built-in-tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/system-prompt</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/streaming</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/write-todos</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/virtual-filesystem</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/checkpointer</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/context-offloading</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/filesystem-backend</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/store-backend</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/composite-backend</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/memory</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/skills</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/runtime-context</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/subagents</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/structured-output</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/compiled-subagent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/human-in-the-loop</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/edit-decisions</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/permissions</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/fault-tolerance</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/custom-middleware</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/mcp-tools</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/trip-planner</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/integrations</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/quiz/first-deep-agent</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/quiz/plans-and-files</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/quiz/backends-and-memory</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/quiz/subagents</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/quiz/approval-and-limits</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/quiz/middleware-and-mcp</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-agents/quiz/trip-planner-project</loc>
    <lastmod>2026-10-02</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/ai-vs-ml-vs-dl</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/why-deep-learning</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/installing-tensorflow</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/perceptron</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/weights-and-bias</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/forward-propagation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/how-neural-networks-learn</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/backpropagation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/chain-rule</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/vanishing-gradient</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/activation-functions</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/relu</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/softmax</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/choosing-activation-functions</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/loss-functions</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/regression-loss-functions</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/binary-cross-entropy</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/categorical-cross-entropy</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/choosing-loss-functions</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/gradient-descent</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/sgd</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/momentum</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/adagrad</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/rmsprop</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/adam</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/weight-initialization</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/dropout</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/ann-data-preparation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/ann-keras</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/ann-training</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/keras-tuner</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/black-box-vs-white-box</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/cnn</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/convolution</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/padding-and-stride</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/pooling</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/cnn-architecture</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/cnn-keras</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/transfer-learning</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/neural-network-from-scratch</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/quiz/what-deep-learning-is</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/quiz/perceptron-and-neuron</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/quiz/learning-by-backpropagation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/quiz/activations</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/quiz/losses</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/quiz/optimizers</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/quiz/deeper-networks</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/quiz/ann-in-keras</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/quiz/cnns</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/deep-learning/quiz/putting-it-together</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/ai-vs-ml-vs-dl</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/supervised-and-unsupervised-learning</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/instance-based-vs-model-based-learning</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/installing-scikit-learn</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/train-test-split</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/linear-regression</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/cost-function</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/gradient-descent</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/ordinary-least-squares</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/r-squared</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/mse-mae-rmse</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/multiple-linear-regression</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/polynomial-regression</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/cross-validation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/overfitting-and-underfitting</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/bias-and-variance</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/ridge-regression</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/lasso-regression</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/elasticnet-regression</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/hyperparameter-tuning</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/linear-regression-assumptions</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/logistic-regression</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/log-loss</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/confusion-matrix</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/precision-and-recall</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/logistic-regression-practical</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/one-vs-rest</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/naive-bayes</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/naive-bayes-example</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/knn</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/decision-tree</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/entropy-and-gini</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/information-gain</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/decision-tree-regression</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/decision-tree-practical</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/bagging-and-boosting</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/random-forest</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/adaboost</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/gradient-boosting</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/xgboost-classifier</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/xgboost-regressor</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/svm</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/support-vector-regression</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/svm-kernels</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/k-means-clustering</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/hierarchical-clustering</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/silhouette-score</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/dbscan</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/curse-of-dimensionality</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/pca</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/machine-learning-workflow</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/quiz/what-machine-learning-is</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/quiz/linear-regression</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/quiz/overfitting-and-regularization</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/quiz/logistic-regression-and-metrics</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/quiz/naive-bayes-and-knn</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/quiz/decision-trees</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/quiz/ensemble-methods</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/quiz/support-vector-machines</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/quiz/unsupervised-learning</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/machine-learning/quiz/putting-it-together</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.6</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/ai-agent-vs-chatbot</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/react-pattern</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/tool-calling-function-calling</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/workflow-vs-agent</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-core-components</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/short-term-vs-long-term-agent-memory</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/mcp-model-context-protocol</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/tool-definition-for-agents</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-system-prompt</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/structured-outputs-for-agents</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/human-in-the-loop-hitl</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-stopping-conditions</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agentic-rag-vs-classic-rag</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agentic-design-patterns</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/single-agent-vs-multi-agent</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-planning-strategies</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/context-window-management</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-tool-call-loops</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/tool-selection-many-tools</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/tool-failures-and-retries</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/multi-agent-architectures</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-evaluation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-observability</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-checkpointing</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/prompt-injection</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/refund-policy-violation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-latency</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-cost</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-long-term-memory</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/parallel-tool-calls</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-fails-in-production</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/idempotency-agent-tools</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/llm-as-judge-pitfalls</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/sub-agents-coding-research</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/choose-agent-framework</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/customer-support-agent-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/coding-agent-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/deep-research-agent-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-authorization-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/email-agent-prompt-injection</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/multi-agent-cost-overrun</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-reliability-compounding-errors</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/llm-model-migration</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-eval-harness-cicd</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-tool-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/long-horizon-agent-tasks</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/agent-false-success-claims</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/multi-tenant-agent-platform</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/fine-tuning-vs-prompting-agents</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/agentic-ai-interview-questions/invoice-approval-agent</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/forward-deployed-engineer-role</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/fde-engagement-lifecycle</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/customer-discovery-session</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/first-ai-use-case-selection</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/ai-project-success-metrics</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/customer-eval-set</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/poc-scoping</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/ai-prototype-to-production</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/explaining-llm-limitations</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/customer-data-access-security</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/configure-vs-custom-code</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/solution-proposal-design-doc</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/customer-demo</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/prioritising-customer-requests</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/fde-product-feedback-loop</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/vague-ai-agent-request</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/messy-data-two-week-poc</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/poc-accuracy-below-expectations</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/fully-autonomous-ai-pushback</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/security-blocks-external-llm-apis</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/demo-fails-in-customer-environment</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/stakeholders-disagree-on-launch</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/feature-not-on-roadmap</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/scope-creep-mid-project</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/slow-ai-assistant-latency</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/debug-ai-assistant-failing-for-some-users</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/customer-champion-leaves-project</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/llm-enterprise-systems-integration</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/sme-data-labelling-review-workflow</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/ai-project-roi-estimate</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/llm-model-usage-cost-estimate</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/ai-hallucination-incident-response</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/ai-vendor-bake-off</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/ai-tool-user-adoption</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/ai-regulated-industries-deployment</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/ai-contract-review-assistant-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/sales-call-to-crm-agent-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/it-helpdesk-automation-servicenow</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/ai-procurement-assistant-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/ambient-clinical-scribe-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/reduce-support-costs-ai-case</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/scale-ai-pilot-90-day-plan</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/on-prem-vpc-ai-deployment</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/agent-deletes-records-uat-security</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/bespoke-solution-to-product</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/estimate-ai-savings-limited-pilot-data</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/tool-calling-agent-live-coding</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/rag-take-home-prototype-submission</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/pushed-back-on-customer-behavioural</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-fde-interview-questions/project-that-failed-behavioural</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/ai-system-design-interview-framework</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-application-building-blocks</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/ai-non-functional-requirements</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-back-of-the-envelope-estimation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-streaming-sync-async-batch</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-caching</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-gateway</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-model-routing-cascading</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-rate-limits-quotas</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/ai-guardrails</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/ai-data-flywheel-feedback</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/prompt-management-production</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/classical-ml-vs-llm</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-non-determinism-failure-handling</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/ai-product-metrics-offline-online</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/semantic-cache-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/invoice-data-extraction-pipeline</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-content-moderation-system</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/ai-smart-reply-suggestions</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/meeting-summarisation-system</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/text-to-sql-analytics-assistant</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/semantic-product-search</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/ab-testing-llm-features</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-provider-outage-failover</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/ai-traffic-spike-preparation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-cost-overrun-investigation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-batch-classification-pipeline</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-token-streaming</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/chat-conversation-storage-memory</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/ai-writing-assistant-document-editor</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/pii-protection-llm-apis</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/data-residency-multi-region-ai</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-quality-drift-investigation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/real-time-voice-ai-agent</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-recommendation-system</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/chatgpt-like-chat-app-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/ai-code-completion-copilot</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/ai-tutor-platform-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/enterprise-ai-platform-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/fraud-detection-investigation-copilot</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/customer-feedback-analytics-system</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/self-service-fine-tuning-platform</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-localisation-pipeline</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/ai-personalised-notifications</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/insurance-claims-ai-system</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-latency-under-500ms</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/build-vs-buy-llm-stack</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/generative-ai-safety-architecture</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/llm-observability-tracing-platform</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/ai-system-design-interview-questions/bank-ai-assistant-mock-round</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/rag-retrieval-augmented-generation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/rag-pipeline-indexing-querying</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/embeddings-semantic-similarity</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/chunking-strategies</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/chunk-size-overlap</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/vector-database-hnsw-ann</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/hybrid-search-bm25-vs-semantic</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/reranking-bi-encoder-cross-encoder</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/top-k-lost-in-the-middle</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/metadata-filtering-retrieval</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/rag-grounded-prompting-citations</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/rag-vs-fine-tuning-vs-long-context</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/rag-evaluation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/rag-failure-points-hallucination</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/rag-document-parsing-ingestion</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/query-transformation-hyde-multi-query</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/embedding-model-selection-rag</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/rag-retrieval-debugging-missing-answer</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/rag-generation-hallucination-fixes</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/reciprocal-rank-fusion-hybrid-search</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/parent-child-retrieval-sentence-window</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/contextual-retrieval</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/tables-structured-data-rag</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/conversational-rag-follow-up-questions</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/rag-evaluation-dataset</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/ragas-metrics</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/outdated-answers-rag-freshness</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/multilingual-rag-hinglish</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/rag-latency</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/rag-cost</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/vector-quantization-matryoshka-embeddings</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/conflicting-documents-rag</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/colbert-late-interaction</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/multimodal-rag</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/corrective-rag-self-rag-adaptive-rag</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/enterprise-knowledge-assistant-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/permission-aware-acl-retrieval</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/scaling-rag-billions-of-chunks</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/graphrag-knowledge-graph-rag</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/trustworthy-rag-legal-medical</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/indirect-prompt-injection-rag</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/fine-tune-embedding-model-reranker</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/long-context-vs-rag</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/documentation-assistant-version-aware-rag</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/embedding-model-migration-rag</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/rag-monitoring-production</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/rag-aggregation-questions-structured-extraction</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/real-time-rag-system-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/rag-privacy-compliance-pii-multi-tenancy</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/rag-interview-questions/improve-rag-accuracy-two-week-plan</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llmops-vs-mlops-devops</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-application-lifecycle</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-versioning</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-dev-staging-production</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-deployment-options</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-production-metrics</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-slos</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-tracing-opentelemetry</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-api-keys-secrets</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-containerisation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-testing-strategy</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-feature-flags</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-cost-tracking</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/model-deprecation-version-changes</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/prompt-log-retention-access-governance</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-cicd-pipeline-eval-gates</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/shadow-canary-blue-green-ab-deployments</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-rollback-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/gpu-inference-kubernetes</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-autoscaling-metrics</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/model-weights-artifact-management</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/multi-lora-serving</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/p95-latency-regression-after-deploy</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/vllm-out-of-memory-preemption</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-provider-tail-latency-timeouts</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/rag-data-pipeline-operations</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/batch-inference-jobs</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-load-testing</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-capacity-planning</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-alerting-alert-fatigue</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-incident-response</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-security-supply-chain-runtime</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/multi-tenancy-noisy-neighbours</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/provider-model-update-drift</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/prompt-change-management</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/release-management-system-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/kubernetes-inference-cluster-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/continuous-fine-tuning-pipeline</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/multi-region-llm-service-failover</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/migrate-llm-api-to-self-hosted-model</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/cut-llm-inference-costs</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/ai-disaster-recovery-business-continuity</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/long-running-autonomous-agents-production</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/gpu-cost-optimisation-llm-inference</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/debug-gradual-latency-degradation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/ai-compliance-auditability</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/llm-incident-post-mortem</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/on-device-edge-llms</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/build-vs-buy-llmops-stack</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llmops-interview-questions/first-90-days-llmops-engineer</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/evals-for-llm-applications</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/types-of-evals</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/reference-based-vs-reference-free-evaluation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/bleu-rouge-bertscore-metrics</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/golden-dataset</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/error-analysis-llm-evals</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/guardrails-types</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/owasp-top-10-llm-security</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/jailbreak-vs-prompt-injection</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/pii-detection-llm-applications</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/content-moderation-classifier-thresholds</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/hallucination-detection</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/evaluate-llm-classification</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/llm-evaluation-guardrail-tools</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/vibe-checks-eval-driven-development</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/llm-as-judge-prompt-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/llm-judge-validation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/pointwise-vs-pairwise-evaluation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/eval-statistical-significance</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/synthetic-test-data-evals</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/multi-turn-conversation-evaluation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/agent-tool-use-trajectory-metrics</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/summarisation-evaluation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/structured-data-extraction-evaluation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/code-generation-evaluation-pass-at-k</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/offline-eval-vs-user-complaints</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/llm-judge-expert-disagreement</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/guardrail-over-refusal</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/prompt-injection-defences</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/guardrail-frameworks-comparison</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/bot-scope-control</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/streaming-output-guardrails</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/red-teaming-program</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/viral-jailbreak-incident</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/llm-bias-fairness-evaluation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/evaluation-platform-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/online-evaluation-monitoring-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/bank-chatbot-guardrails-latency</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/ai-compliance-evidence</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/reduce-hallucination-rate</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/goodharts-law-evals</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/agent-safety-evaluation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/llm-data-exfiltration</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/eval-set-new-domain</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/llm-model-selection</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/multilingual-llm-evaluation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/agent-action-guardrails</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/human-annotation-at-scale</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/guardrail-bypass-resistance</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/evals-guardrails-interview-questions/ai-launch-readiness-review</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/large-language-model-next-token-prediction</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/tokenization-subword-tokens</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/token-counts-cost-hindi-tokenization</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/token-embeddings-positional-encodings</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/self-attention-queries-keys-values</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/transformer-block-components</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/encoder-only-decoder-only-encoder-decoder</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/temperature-top-k-top-p-sampling</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/context-window-limits</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/llm-training-lifecycle-pretraining-sft-alignment</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/llm-hallucination</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/zero-shot-few-shot-chain-of-thought-prompting</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/llm-parameters-memory-requirements</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/open-weight-vs-closed-api-models</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/reasoning-models-test-time-compute</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/scaled-dot-product-attention-causal-mask</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/multi-head-attention-mqa-gqa</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/kv-cache-memory-calculation</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/flashattention-long-context-attention</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/prefill-decode-ttft-tpot</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/quantization-int8-int4-gptq-awq-gguf</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/lora-qlora</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/prompting-vs-rag-vs-fine-tuning</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/rlhf-reward-model-ppo</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/dpo-vs-rlhf-ppo</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/scaling-laws-chinchilla</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/mixture-of-experts-moe</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/llm-evaluation-perplexity-benchmarks</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/repetitive-llm-outputs</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/catastrophic-forgetting-fine-tuning</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/constrained-decoding-structured-outputs</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/speculative-decoding</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/continuous-batching-pagedattention-vllm</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/knowledge-distillation-llms</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/temperature-zero-nondeterminism</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/gpu-memory-estimate-70b-model</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/llm-inference-platform-design</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/pretrain-llm-from-scratch</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/data-tensor-pipeline-parallelism-zero-fsdp</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/context-window-extension-rope-scaling</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/llm-counting-arithmetic-reversal-failures</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/hindi-legal-qa-llm-plan</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/rlvr-grpo-reward-hacking</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/in-context-learning-how-it-works</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/llm-safety-alignment-jailbreaks-red-teaming</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/benchmarks-vs-real-task-model-selection</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/modern-llm-architecture-rmsnorm-swiglu-rope-gqa</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/llm-api-vs-self-hosting</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/multimodal-llm-vision-architecture</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/llm-fundamentals-interview-questions/llm-request-lifecycle-prompt-to-stream</loc>
    <lastmod>2026-10-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/roadmap/agentic-ai-engineer</loc>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/roadmap/ai-forward-deployed-engineer</loc>
    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/topics/discovery-and-scoping</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/topics/golden-datasets</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/topics/sso-oauth-and-rbac</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/topics/customer-data-and-pii</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/topics/handover-and-runbooks</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/topics/fde-case-study-novasure</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/projects/document-qa-api</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/projects/48-hour-prototype</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/projects/support-triage-agent</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/projects/ops-workflow-agent</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/projects/policy-assistant-with-citations</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/projects/approval-gated-agent</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/projects/crm-assistant-over-mcp</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/projects/release-gate</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/projects/deployed-agent-platform</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/projects/client-capstone</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/projects/red-team-report</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/projects/assistant-that-remembers</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/projects/ai-trust-report</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/projects/agentic-support-capstone</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://www.krishnaik.in/ai-tutorials/projects/secure-enterprise-copilot</loc>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
</urlset>
