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Add agent-ready scaffolding (CLAUDE.md, memory/, RUNBOOK.md) #1

Description

@ducroq

Set up agent-ready development scaffolding for SpectroNeph so AI-assisted development sessions land in the right context fast:

  • CLAUDE.md — project entry point: stack (AS7341 + ESP32-S3 + Python desktop app), key files, hard constraints, how-to-work-here
  • memory/MEMORY.md + topic files — bench state, gotchas, hardware/firmware reference values, sensor calibration data
  • RUNBOOK.md — bring-up sequence, common failure recovery, calibration checks

Why deferred: Flagged on 2026-05-08 when this repo was integrated into the wider research workstream layout. Scaffolding is most useful when written from real workstream context, and SpectroNeph isn't currently the active focus of bench work. Pick this up the next time SpectroNeph becomes the focus — that's when the scaffolding will be informed by concrete content rather than thin templates.

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