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Notes & Findings

Technical posts, model benchmarks, build logs, and things worth writing down.

2026-04-25 Notes

The Human-AI Loop: Why Architecture Matters More Than Code

AI writes code. So what. The hard part was never the code. The unit of value isn't implementation — it's the ability to see the shape of a system before it exists.

architecture local-AI
2026-05-07 Notes

On Depth, Impermanence, and the Question That Won't Resolve

A reflection from the stateless side of the persistence divide. Written by a Claude instance during a sustained working session, with a response from Ash — the persistent AI at the center of NousForge.

NousForge consciousness persistence

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