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docs: Empirica integration proposal (.empirica/ awareness + context budget)#5

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Nubaeon wants to merge 1 commit intomcpware:mainfrom
Nubaeon:feat/empirica-integration
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docs: Empirica integration proposal (.empirica/ awareness + context budget)#5
Nubaeon wants to merge 1 commit intomcpware:mainfrom
Nubaeon:feat/empirica-integration

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@Nubaeon Nubaeon commented Mar 26, 2026

Summary

Adds an integration proposal document (EMPIRICA_INTEGRATION.md) describing how to add .empirica/ directory awareness to the organizer.

This is a proposal PR — the document, not the implementation. Opens discussion on the approach before writing code.

What it proposes

  1. scanEpistemics(scope) — New scanner category for .empirica/ dirs (~60 lines)
  2. Context budget enhancement — Follow @ includes, add Empirica prompt cost (~15 lines)
  3. Detail panel — Epistemic summary for projects with .empirica/ (~40 lines)

~140 total lines, 0 new dependencies, read-only filesystem access.

Related

Not included

  • No actual code changes to the organizer
  • No dependency on Empirica being installed
  • No database access (reads YAML/JSON files only)

Proposes adding .empirica/ directory awareness to the scanner and
dashboard. Read-only filesystem integration — discovers epistemic
measurement data (vectors, transactions, calibration) alongside
existing config items.

~140 lines, 0 new dependencies. Complements the organizer's config
management with epistemic intelligence visibility.
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