<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
<url>
<loc>https://moftah.dev/</loc>
<priority>1</priority>
</url>
<url>
<loc>https://moftah.dev/work</loc>
<priority>0.9</priority>
</url>
<url>
<loc>https://moftah.dev/writing</loc>
<priority>0.85</priority>
</url>
<url>
<loc>https://moftah.dev/library</loc>
<priority>0.75</priority>
</url>
<url>
<loc>https://moftah.dev/about</loc>
<priority>0.7</priority>
</url>
<url>
<loc>https://moftah.dev/work/prospecto</loc>
<lastmod>2025-10-01T00:00:00.000Z</lastmod>
<priority>0.8</priority>
</url>
<url>
<loc>https://moftah.dev/work/compliance-agent</loc>
<lastmod>2024-03-12T00:00:00.000Z</lastmod>
<priority>0.8</priority>
</url>
<url>
<loc>https://moftah.dev/work/legal-drift</loc>
<lastmod>2024-01-28T00:00:00.000Z</lastmod>
<priority>0.8</priority>
</url>
<url>
<loc>https://moftah.dev/work/diff-ddl</loc>
<lastmod>2024-07-19T00:00:00.000Z</lastmod>
<priority>0.8</priority>
</url>
<url>
<loc>https://moftah.dev/work/dora-kan-adapters</loc>
<lastmod>2025-02-14T00:00:00.000Z</lastmod>
<priority>0.8</priority>
</url>
<url>
<loc>https://moftah.dev/work/graph-agentic-rag</loc>
<lastmod>2025-05-06T00:00:00.000Z</lastmod>
<priority>0.8</priority>
</url>
<url>
<loc>https://moftah.dev/work/speculative-multi-agent-reasoning</loc>
<lastmod>2025-08-25T00:00:00.000Z</lastmod>
<priority>0.8</priority>
</url>
<url>
<loc>https://moftah.dev/work/deterministic-gate-multi-agent-validation</loc>
<lastmod>2025-04-16T00:00:00.000Z</lastmod>
<priority>0.8</priority>
</url>
<url>
<loc>https://moftah.dev/work/eval-gated-deploy-pipeline</loc>
<lastmod>2025-11-11T00:00:00.000Z</lastmod>
<priority>0.8</priority>
</url>
<url>
<loc>https://moftah.dev/writing/agents-fail-at-orchestration-not-reasoning</loc>
<lastmod>2025-02-25T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/rag-systems-decay-silently</loc>
<lastmod>2025-06-06T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/evals-are-compressed-production-failures</loc>
<lastmod>2025-07-22T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/graphrag-solves-a-different-problem-than-rag</loc>
<lastmod>2025-10-28T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/mcp-is-a-context-budget-protocol</loc>
<lastmod>2025-12-15T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/observability-is-the-primitive</loc>
<lastmod>2025-09-03T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/cheap-generation-expensive-verification</loc>
<lastmod>2025-03-19T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/context-engineering-is-memory-management</loc>
<lastmod>2025-01-14T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/compliance-stack-is-the-engineering-stack</loc>
<lastmod>2026-02-09T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/rules-should-be-learnable-not-hard-coded</loc>
<lastmod>2026-04-27T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/your-model-never-reads-text-it-reads-tokens</loc>
<lastmod>2023-11-14T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/embeddings-are-coordinates-not-encodings</loc>
<lastmod>2024-01-09T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/attention-is-weighted-averaging-and-thats-enough</loc>
<lastmod>2024-03-04T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/temperature-is-not-a-creativity-dial</loc>
<lastmod>2024-04-22T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/llm-knowledge-has-three-shapes</loc>
<lastmod>2024-06-17T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/hallucination-is-architectural-not-a-bug</loc>
<lastmod>2024-07-30T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/small-model-behavior-does-not-predict-large-model-behavior</loc>
<lastmod>2024-09-11T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/fine-tuning-is-a-last-resort-not-a-first-move</loc>
<lastmod>2024-10-21T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/chunking-is-choosing-the-unit-of-meaning</loc>
<lastmod>2025-04-30T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/chain-of-thought-rents-computation-with-tokens</loc>
<lastmod>2024-12-03T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/gemini-and-the-shape-of-multimodal-evaluation</loc>
<lastmod>2024-02-15T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
<url>
<loc>https://moftah.dev/writing/rag-quality-is-a-data-problem-first</loc>
<lastmod>2024-08-19T00:00:00.000Z</lastmod>
<priority>0.72</priority>
</url>
</urlset>
