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docs(chit): math pipeline walkthrough, CGP encoding reference, calibration guide - #875

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POWERFULMOVES merged 2 commits into
PMOVES.AI-Edition-Hardenedfrom
ref/docs/chit-geometry-math
Mar 12, 2026
Merged

POWERFULMOVES merged 2 commits into
PMOVES.AI-Edition-Hardenedfrom
ref/docs/chit-geometry-math

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Summary

  • MATH_PIPELINE_WALKTHROUGH.md: End-to-end 10-stage encoding pipeline narrative (content → Dirichlet → hyperbolic → zeta → CGP → sign → NATS → decode → swarm feedback)
  • CGP_ENCODING_REFERENCE.md: Field-by-field CGP v1.0 construction guide with JSON schema examples and validation checklist
  • CALIBRATION_GUIDE.md: KL/JS divergence calibration procedures, codebook sandboxing, parameter tuning

Test plan

  • All crosslinks point to existing files
  • CGP field validation rules match cgp.v1.schema.json
  • Mathematical formulas render correctly in GitHub markdown
  • No broken relative links between the 3 new documents

🤖 Generated with Claude Code

…d calibration guide

Three new documents completing the CHIT mathematical pipeline narrative:
- MATH_PIPELINE_WALKTHROUGH.md: end-to-end encoding pipeline (10 stages)
- CGP_ENCODING_REFERENCE.md: field-by-field CGP v1.0 construction guide
- CALIBRATION_GUIDE.md: KL/JS divergence calibration and codebook sandboxing

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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💡 Codex Review

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Reviewed commit: 485d2374e7

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import json
import numpy as np
from datetime import datetime, timezone
from pmoves.tools.chr import ConstellationHarvest

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P2 Badge Use a valid CHR module path in Python example

The “Full CGP Construction” snippet imports from pmoves.tools.chr import ConstellationHarvest, but this module is not present in the repo (pmoves/tools/chr.py does not exist), so following the documented workflow fails immediately with ModuleNotFoundError before any encoding steps run. This makes the primary construction example non-executable for users trying to reproduce the pipeline.

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POWERFULMOVES pushed a commit that referenced this pull request Mar 12, 2026
- BRANCH_STRATEGY.md: add ref/docs/* long-lived reference documentation pattern
- DOCUMENTATION_MAP.md: crosslink all 14 new docs across L1-L4 taxonomy layers

New docs live on 4 ref/docs/* branches (PRs #875-#878 → Hardened):
- chit-geometry-math: math pipeline, CGP encoding, calibration
- graphiti-protocol: trail signing, agent registry, integration
- evoswarm-rl: operations, AgentGym-RL, parameter catalog
- tokenism-economics: economic model, developer guide, Cataclysm crosslinks

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
The Python example uses planned modules (ConstellationHarvest,
ZetaSpectralFilter) that are not yet implemented. Add a note directing
readers to the pipeline walkthrough for current status.

Addresses Codex review comment on PR #875.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
@POWERFULMOVES
POWERFULMOVES merged commit be03f1b into PMOVES.AI-Edition-Hardened Mar 12, 2026
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POWERFULMOVES deleted the ref/docs/chit-geometry-math branch March 15, 2026 18:20
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