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[Quickstart](#quickstart) · [What it answers](#what-it-answers) · [Real runs](#real-runs) ·
[Measured](#measured) · [Tokens saved](#what-it-saves-you-in-tokens) ·
[Honesty contract](#the-honesty-contract) · [Agent setup](#set-it-up-in-your-coding-agent) ·
[Lineage](#standing-on-the-whole-field) · [Honesty contract](#the-honesty-contract) ·
[Agent setup](#set-it-up-in-your-coding-agent) ·
[Prompt loops](#improve-it-with-your-agent) · [Docs](#documentation)

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## Standing on the whole field

Almost none of the ideas here are new; the combination and the constraints are. Lessons folded from
**27 repositories and 27 papers** into one deterministic executable, alongside a labelled
survey of 220 tools that folded nothing and are catalogued separately — the two sets are disjoint,
so they add rather than nest. The row-by-row ledger, each with the lesson taken and where it lives, is
[`docs/LINEAGE.md`](docs/LINEAGE.md). Those three counts are derived from that document's own tables
by `test/readmedriftcheck.sh`, which fails if this sentence and those tables disagree.

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## The honesty contract

The differentiator is not a number, it is a discipline: **a measurement you cannot check is a claim,
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| Pipeline, data model, determinism contract, output-honesty contract | [`docs/ARCHITECTURE.md`](docs/ARCHITECTURE.md) |
| Every published number, its instrument, and what is *not* published | [`docs/EVALS.md`](docs/EVALS.md) |
| The method, as something transferable | [`docs/METHODOLOGY.md`](docs/METHODOLOGY.md) |
| Where every idea came from, and where each one lives in the code | [`docs/LINEAGE.md`](docs/LINEAGE.md) |
| C++ house style, the G1–G5 guardrails, gate discipline, the submission checklist | [`CONTRIBUTING.md`](CONTRIBUTING.md) |
| Orientation for a coding agent working *on* this repository | [`CLAUDE.md`](CLAUDE.md) / [`AGENTS.md`](AGENTS.md) |
| User-visible capabilities, behaviour changes, known limits | [`CHANGELOG.md`](CHANGELOG.md) |
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