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4 items- Build Your Own Legs Before the Crutches FailMar 9, 2026 · 13 min
How I use AI drafts to build engineering judgment through inspection, regression tests, code review, and repeatable release checks.
- Repo Design Patterns for AI-Assisted Dev: Control Loops, Hooks, and MemoryFeb 9, 2026 · 6 min
Treat the repository as a control system: versioned instructions, explicit workflows, fast hooks, durable context, and visible failure states.
- Loom: One Registry, Many AI Coding AssistantsFeb 9, 2026 · 7 min
How Loom generates and checks MCP configuration across nine client profiles from one canonical registry.
- Building Practical AI AgentsNov 15, 2025 · 5 min
A source-backed guide to agent reliability: explicit state, bounded tools, verification gates, and visible failure.