Your Code Knowledge Graph Needs Four Layers, Not One
Memory should be a graph. The graph should be four layers. The middle one carries navigation. The top one turns navigation into action.
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Architecture
8 posts
Stop Putting Decisions in CLAUDE.md. Put Them Where the Agent Won't Always Read Them.
Two 2026 studies disagree about whether AGENTS.md helps coding agents. The fight makes sense once you separate push context from pull context.
Open postA Sablier Bug That Wasn't Sablier: 4 Gotchas from Tracing a Traefik Plugin Failure
Tracing a sporadic 'invalid middleware' error in Sablier to a hidden startup dependency introduced by a Traefik 3.5.3 refactor.
Open postStreaming UI from AI Agents: 5 Tools Ranked
AG-UI, A2UI, Vercel AI SDK, TanStack AI, and Kombai take different bets on how agents should build interfaces. The architectural question decides which wins.
Open postStop Designing Your AI System. Design Its Environment.
Self-evolving AI harnesses fail when they optimize a fixed evaluator. The biological model is right: what needs to evolve is the selection pressure, not just the genome.
Open postPatanjali Had the Filtering Spec. We Just Wrote the Tests.
Memory consolidation made retrieval worse. Three design principles from agent memory benchmarks, and their unexpected parallels in yogic attention theory.
Open postWhy AI Agents Need Sleep
AI agents capture memories but never consolidate them. Here's how MuninnDB's Dream Engine borrows from neuroscience to fix that.
Open postStop Putting AI in Your Apps. Put Your Apps in AI.
Why AI features inside traditional apps are backwards, and how MCP flips the architecture.
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