Build the ultimate AI stack today! 💪 #programmer #ai #coder

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The agent found 88% dead code in a repo used by millions. It remembered what it found. It improved its own score from 62 to 92 in one retry. Here is how it works.

Series finale of The Context Layer. This video wires all four cognitive layers into one complete agent built from scratch — Skills (Depwire), Episodic Memory (Neo4j), Semantic Memory (in-memory cache), and Evaluation (LLM-as-judge).

The agent analyses real codebases. Demo targets: honojs/hono and drizzle-team/drizzle-orm. Real dependency graph data, real health scores, real cross-repo comparison across sessions.

WHAT YOU'LL BUILD:
→ Skills layer — Depwire CLI wired as agent tools
→ Episodic memory — Neo4j with full-text index, timestamped findings
→ Semantic cache — in-memory Map with TTL for stable facts
→ Evaluation layer — LLM-as-judge, threshold 70, retry with feedback
→ Complete agent loop — all five steps connected

Видео Build the ultimate AI stack today! 💪 #programmer #ai #coder канала Atef Ataya