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docs: clarify context-efficiency evidence - #94

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Coding-Dev-Tools merged 2 commits into
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codex/context-evidence-and-benefit-flow
Jul 30, 2026
Merged

docs: clarify context-efficiency evidence#94
Coding-Dev-Tools merged 2 commits into
mainfrom
codex/context-evidence-and-benefit-flow

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Summary

  • make the README's reproducible context-efficiency evidence easier to find and interpret
  • align the documented performance command with the 10-iteration, 260-recall measurement it cites
  • include the approved readable benefit-flow image and compact the README while preserving tested privacy, licensing, and Cloud Sync disclosures

Evidence

  • long-document fixture: 73.0% less retrieved context at Recall@5 1.000
  • compact MCP fixture: 55.38% smaller serialized response with unchanged retrieval scores
  • each measurement has a separate boundary and is not a billing, latency, customer-savings, or external-benchmark claim

Validation

  • python -m pytest tests/ -q
  • ruff check .
  • python -m eval.harness --dataset eval/datasets/codemem.jsonl --k 5
  • python -m eval.chunking_eval
  • python -m eval.performance --dataset eval/datasets/codemem.jsonl --k 5 --iterations 10 --json
  • python scripts/check_commercial_manifest.py

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Comment thread README.md Outdated
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Coding-Dev-Tools merged commit c7684c4 into main Jul 30, 2026
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Coding-Dev-Tools deleted the codex/context-evidence-and-benefit-flow branch July 31, 2026 06:48
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