<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
<url>
<loc>https://ccafpreparation.com/</loc>
<changefreq>weekly</changefreq>
<priority>1</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn</loc>
<changefreq>weekly</changefreq>
<priority>0.9</priority>
</url>
<url>
<loc>https://ccafpreparation.com/mock-exam</loc>
<changefreq>monthly</changefreq>
<priority>0.9</priority>
</url>
<url>
<loc>https://ccafpreparation.com/practice</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/exam-guide</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/faq</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/scenarios</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/blog</loc>
<changefreq>weekly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/glossary</loc>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/cheatsheets</loc>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/flashcards</loc>
<changefreq>monthly</changefreq>
<priority>0.6</priority>
</url>
<url>
<loc>https://ccafpreparation.com/divergence-log</loc>
<changefreq>weekly</changefreq>
<priority>0.6</priority>
</url>
<url>
<loc>https://ccafpreparation.com/about</loc>
<changefreq>yearly</changefreq>
<priority>0.5</priority>
</url>
<url>
<loc>https://ccafpreparation.com/privacy</loc>
<changefreq>yearly</changefreq>
<priority>0.3</priority>
</url>
<url>
<loc>https://ccafpreparation.com/terms</loc>
<changefreq>yearly</changefreq>
<priority>0.3</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/agentic-architecture</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/practice/agentic-architecture</loc>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/glossary/agentic-architecture</loc>
<changefreq>monthly</changefreq>
<priority>0.6</priority>
</url>
<url>
<loc>https://ccafpreparation.com/cheatsheets/agentic-architecture</loc>
<changefreq>monthly</changefreq>
<priority>0.6</priority>
</url>
<url>
<loc>https://ccafpreparation.com/flashcards/agentic-architecture</loc>
<changefreq>monthly</changefreq>
<priority>0.5</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/tool-design-mcp</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/practice/tool-design-mcp</loc>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/glossary/tool-design-mcp</loc>
<changefreq>monthly</changefreq>
<priority>0.6</priority>
</url>
<url>
<loc>https://ccafpreparation.com/cheatsheets/tool-design-mcp</loc>
<changefreq>monthly</changefreq>
<priority>0.6</priority>
</url>
<url>
<loc>https://ccafpreparation.com/flashcards/tool-design-mcp</loc>
<changefreq>monthly</changefreq>
<priority>0.5</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/claude-code</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/practice/claude-code</loc>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/glossary/claude-code</loc>
<changefreq>monthly</changefreq>
<priority>0.6</priority>
</url>
<url>
<loc>https://ccafpreparation.com/cheatsheets/claude-code</loc>
<changefreq>monthly</changefreq>
<priority>0.6</priority>
</url>
<url>
<loc>https://ccafpreparation.com/flashcards/claude-code</loc>
<changefreq>monthly</changefreq>
<priority>0.5</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/prompt-engineering</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/practice/prompt-engineering</loc>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/glossary/prompt-engineering</loc>
<changefreq>monthly</changefreq>
<priority>0.6</priority>
</url>
<url>
<loc>https://ccafpreparation.com/cheatsheets/prompt-engineering</loc>
<changefreq>monthly</changefreq>
<priority>0.6</priority>
</url>
<url>
<loc>https://ccafpreparation.com/flashcards/prompt-engineering</loc>
<changefreq>monthly</changefreq>
<priority>0.5</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/context-reliability</loc>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/practice/context-reliability</loc>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/glossary/context-reliability</loc>
<changefreq>monthly</changefreq>
<priority>0.6</priority>
</url>
<url>
<loc>https://ccafpreparation.com/cheatsheets/context-reliability</loc>
<changefreq>monthly</changefreq>
<priority>0.6</priority>
</url>
<url>
<loc>https://ccafpreparation.com/flashcards/context-reliability</loc>
<changefreq>monthly</changefreq>
<priority>0.5</priority>
</url>
<url>
<loc>https://ccafpreparation.com/scenarios/customer-support-resolution-agent</loc>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/scenarios/code-generation-with-claude-code</loc>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/scenarios/multi-agent-research-system</loc>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/scenarios/developer-productivity-with-claude</loc>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/scenarios/claude-code-for-continuous-integration</loc>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/scenarios/structured-data-extraction</loc>
<changefreq>monthly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/blog/why-practice-scores-dont-predict</loc>
<lastmod>2026-08-07T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/blog/mechanism-versus-workaround</loc>
<lastmod>2026-08-06T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/blog/claude-certifications-compared</loc>
<lastmod>2026-08-05T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/blog/what-is-out-of-scope-on-the-ccar-f-exam</loc>
<lastmod>2026-08-04T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/blog/ccar-f-study-plan</loc>
<lastmod>2026-08-03T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/blog/ccaf-vs-cca-f-vs-ccar-f</loc>
<lastmod>2026-08-02T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/blog/how-to-pass-the-ccar-f-exam</loc>
<lastmod>2026-08-01T00:00:00.000Z</lastmod>
<changefreq>yearly</changefreq>
<priority>0.7</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/agentic-architecture/1-1-agentic-loops</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/agentic-architecture/1-2-orchestration-patterns</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/agentic-architecture/1-3-subagent-invocation-context</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/agentic-architecture/1-4-workflow-enforcement-handoff</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/agentic-architecture/1-5-agent-sdk-hooks</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/agentic-architecture/1-6-task-decomposition</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/agentic-architecture/1-7-session-state-resumption</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/tool-design-mcp/2-1-tool-schema-design</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/tool-design-mcp/2-2-structured-error-responses</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/tool-design-mcp/2-3-tool-distribution-choice</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/tool-design-mcp/2-4-mcp-server-integration</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/tool-design-mcp/2-5-built-in-tools</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/claude-code/3-1-claude-md-hierarchy</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/claude-code/3-2-slash-commands-skills</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/claude-code/3-3-path-specific-rules</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/claude-code/3-4-plan-mode-execution</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/claude-code/3-5-iterative-refinement</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/claude-code/3-6-cicd-integration</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/prompt-engineering/4-1-system-prompts</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/prompt-engineering/4-2-few-shot-prompting</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/prompt-engineering/4-3-structured-output</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/prompt-engineering/4-4-validation-retry-loops</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/prompt-engineering/4-5-batch-processing</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/prompt-engineering/4-6-multi-pass-review</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/context-reliability/5-1-context-window-management</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/context-reliability/5-2-escalation-ambiguity</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/context-reliability/5-3-error-propagation</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/context-reliability/5-4-codebase-exploration</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/context-reliability/5-5-human-review-calibration</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://ccafpreparation.com/learn/context-reliability/5-6-information-provenance</loc>
<lastmod>2026-07-30T00:00:00.000Z</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
</urlset>
