docs(handoff): remote-work brief for ChatGPT connector (audit GB-1/GB-2 + ADR-0179 sealed extraction)
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docs/handoff/CHATGPT-REMOTE-BRIEF.md
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# CHATGPT REMOTE BRIEF — work to do while Shay is away from the library
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**Audience:** ChatGPT, acting through its GitHub connector (read repo + open PRs).
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**Reviewer:** Claude Code (Opus), at the library. Claude ratifies and fixes minor issues.
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**Date scoped:** 2026-05-28. **Status:** active.
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> **You (ChatGPT) read this file directly from the repo.** Shay will send a short
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> dispatch line from a phone (see §8). Each line points you back here. Do **only**
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> the task named, open **one PR**, and **stop**. Do not merge. Claude verifies with
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> the CLI (which you cannot run) and merges.
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---
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## 1. The one rule that overrides everything: `wrong=0`
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CORE is a deterministic engine that **refuses rather than guesses**. The serving
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math lane is frozen at exactly **3 solved / 47 refused / 0 wrong** (`3/47/0`). A
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single wrong answer is a worse outcome than a thousand refusals. Your job never
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makes the engine answer *more confidently*; it makes the engine *read more of the
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text* so the existing gate has better inputs to either verify or refuse.
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You **cannot run the test suite or the `core` CLI** from the connector. That is
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fine, because every task in this brief is scoped to a lane where **the worst case
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of a mistake is "more refusals," never "a wrong answer."** Claude runs the
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invariant gate before anything merges.
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---
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## 2. The safety boundary (why these tasks are safe to hand you)
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There are two lanes in this codebase:
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- **Sealed practice lane** — `generate/derivation/*`. Experimental composition.
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`chat/` (serving) does **not** import it. Changes here **cannot** move the
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`3/47/0` serving number. **All your build work lives here.**
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- **Serving lane** — `chat/`, and the shared grounding helper
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`generate/math_roundtrip.py::_value_grounds`. wrong=0-sensitive. **Off-limits
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to you** (see §6).
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`generate/derivation/extract.py` is in the sealed lane (confirmed: `extract_quantities`
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is imported only within `generate/derivation/*`). Over-extraction there is caught
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downstream by the self-verification gate, which is **refuse-preferring**. That is
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the property that makes this delegable.
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---
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## 3. State of play (what just shipped — context for your audit)
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- **ADR-0176** (merged): multi-step chain model, question-targeting, comparatives
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pack, self-verification gate (`generate/derivation/verify.py`).
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- **ADR-0178 / Gap B** (active, multi-phase): comprehension-guided sequential
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composer. **GB-1** = `generate/derivation/clauses.py` (clause segmentation).
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**GB-2** = `generate/derivation/compose.py` (sequential combination). Both
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**just merged as a 2-PR stack**. GB-3 (lookback), GB-4 (held hypotheses), GB-5
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(DAG), GB-6 (measurement) are **not yet built**.
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- **ADR-0179** (proposed, doc-only, open PR #446): diagnoses that the structure
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machinery is **built but starved** — `extract.py`'s `digit + single word` regex
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loses word-numbers, multi-word units, currency/decimals, sentence-final numbers,
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and mis-attributes units. Sub-phases EX-1…EX-6. **This is your build work.**
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Read these before starting:
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- `docs/decisions/ADR-0178-compositional-structure.md` (esp. §"wrong=0 obligations", §"Sub-phases")
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- `docs/decisions/ADR-0179-extraction-richness.md` (the full extraction plan)
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- `generate/derivation/extract.py` (~40 lines — the file you mostly edit)
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- `generate/derivation/clauses.py`, `generate/derivation/compose.py` (GB-1/GB-2)
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- `tests/test_adr_0178_gb1_clauses.py`, `tests/test_adr_0178_gb2_compose.py` (test style to mirror)
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- Gold cases: `evals/gsm8k_math/train_sample/v1/cases.jsonl` (grep ids `0003 0019 0021 0024 0033 0041`)
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---
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## 4. STREAM A — the double-check (do this FIRST, it's read-only)
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CLAUDE.md mandates a **lookback review** before the next phase of a multi-phase
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ADR. GB-1 and GB-2 are a 2-PR stack on `generate/derivation/` and GB-3 is next, so
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this is owed. You are well-suited to the **read-only** half: you read, you report,
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you cannot break anything.
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**Task:** audit GB-1 (`clauses.py`) + GB-2 (`compose.py`) against the ADR-0178
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claims and produce a findings report. **Do not change any code in this stream.**
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Check, and write down findings for, each of:
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1. **Doc-vs-impl drift.** Does `clauses.py` / `compose.py` actually do what
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ADR-0178 §"Sub-phases" GB-1/GB-2 says? Note any signature/scope differences,
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anything the ADR promised that isn't there, anything present that the ADR
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didn't scope.
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2. **wrong=0 obligation coverage** (ADR-0178 §"wrong=0 obligations", items 1–5).
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For each obligation, find the test in `tests/test_adr_0178_gb*` that would
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**fail if the obligation were violated**. If you can construct an input where a
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*spurious / unlicensed structure* (obligation #4) or an *irreducible hold*
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(#2) might be admitted/resolved, write it down as a candidate hazard — **do not
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fix it**, just flag it with the exact input string and why.
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3. **Refuse-preferring on ambiguity.** Trace: when a clause's local op is
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ambiguous, does `clause_local_results` (GB-1) and `compose_sequential` (GB-2)
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resolve to a hold (`None` / refuse) rather than guess? Cite the line.
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4. **Determinism.** Any iteration over a `set`/`dict` without ordering, any
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reliance on insertion order that isn't guaranteed, any nondeterministic tie-break?
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5. **Cross-PR consistency.** GB-2 builds on GB-1's `ClauseResult`. Do the dataclass
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shapes, `None`/hold conventions, and unit handling compose cleanly?
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**Output:** create a branch `audit/adr-0178-gb1-gb2-lookback`, add **one** markdown
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file `docs/handoff/AUDIT-ADR-0178-GB1-GB2.md`, and open a PR titled
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`audit: ADR-0178 GB-1/GB-2 lookback (findings only — no code change)`. Categorise
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findings as **solid / gaps (no risk) / drift (need amendment) / hazards (live
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wrong=0 risk)**. Every hazard must quote the exact triggering input. **No code edits
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in this PR.**
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---
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## 5. STREAM B — the build (ADR-0179 extraction, sealed lane only)
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The composer is starved by `extract.py`. Enrich it. **One sub-phase = one PR.**
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Each sub-phase only touches `generate/derivation/extract.py` and its test file
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`tests/test_adr_0179_extract.py` (create it; mirror the style of
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`tests/test_adr_0178_gb2_compose.py` — plain input-string → `assert`). Stay
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**lexeme-level / orthographic** (ADR-0165): patterns for "what a number-piece looks
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like," **never** grammar templates for "how words combine to mean X" (combining is
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the search's job, not the extractor's).
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Do these four, in this order. Each is independent; each can ship alone:
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- **EX-1 — word-numbers.** `"three"`, `"twelve"`, `"twenty-four"` should extract as
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values. Reuse the existing `WORD_NUMBERS` mapping / `en_numerics_v1` if present
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(grep for `WORD_NUMBERS`); do **not** hand-roll a new number table if one exists.
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Tests: `"three apples"` → value `3.0`; a sentence mixing digit and word numbers
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extracts both, left-to-right.
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- **EX-3 — multi-word units.** `"12 jumping jacks"` should attach unit
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`"jumping jacks"`, not just `"jumping"`. Lexeme-level: a number followed by one
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or more lowercase word tokens. Be conservative — over-greedy units cause
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*refusals* (safe) not wrong answers, but keep it tight. Tests: `"12 jumping jacks"`
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→ unit `"jumping jacks"`; single-word units still work (don't regress GB-1/GB-2 tests).
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- **EX-4 — list-unit inheritance** *(highest payoff — unblocks gold case 0024).*
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In a same-unit list like `"20, 36, 40 and 50 push-ups"`, the trailing unit
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attaches to **every** number in the list, so GB-2's same-unit list-sum can fire.
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Tests: that list extracts four quantities all with unit `"push-ups"`. Verify
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against case `0024` in `cases.jsonl`.
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- **EX-5 — sentence-final numbers.** A number with no following unit word (end of
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sentence, or followed by punctuation) should still extract, with an empty/None
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unit. Tests: `"She had 5."` extracts value `5.0`.
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For each PR: branch `feat/adr-0179-exN-<slug>`, title
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`ADR-0179 EX-N: <what> (sealed lane, do-not-merge until Claude verifies)`. In the
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PR body, state: which gold case(s) it targets, that it touches only `extract.py` +
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its test, and that **serving is untouched** (you did not edit `chat/` or
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`math_roundtrip.py`).
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---
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## 6. HARD RULES — forbidden, non-negotiable
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- **Never merge a PR.** Leave every PR open. Claude merges after CLI verification.
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- **Never touch** any of: `chat/**`, `generate/math_roundtrip.py` (esp.
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`_value_grounds`), `algebra/**`, `field/**`, `vault/**`, `generate/stream.py`,
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`ingest/gate.py`, `language_packs/compiler.py`, identity/safety/ethics packs, CI
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workflow files, or any test that currently passes (don't "fix" green tests).
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- **Do EX-1, EX-3, EX-4, EX-5 only.** **Do NOT do EX-2** (currency/decimal) — it is
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entangled with a wrong=0-sensitive grounding change in `_value_grounds` that
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**only Claude does**. **Do NOT do EX-6** (measurement — needs the CLI). If you
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think EX-2 is needed, write a note in the PR body; don't touch the grounding.
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- **No new dependencies, no network calls, no config/threshold changes.** Do not
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weaken any numeric threshold (e.g. `1e-6`) to make something pass.
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- **No grammar templates, no ML, no fuzzy/approximate matching.** Lexeme/orthographic
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patterns only.
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- **Determinism:** left-to-right order, no unordered-set iteration affecting output,
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no randomness, no timestamps in output.
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- **One sub-phase per PR. Small diffs.** If a change grows beyond `extract.py` + its
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test, stop and leave a note instead.
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- **If unsure, refuse the change and write a note** in the PR body. A note Claude
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reads is worth more than a guess Claude has to revert.
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---
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## 7. What Claude does when back at the library (so you know the handoff)
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For each open PR, Claude will: read the diff → run `core test --suite full -q`
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and the relevant `tests/test_adr_0179_extract.py` → run the **lane-SHA gate** to
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prove serving stays `3/47/0` byte-identical → run `core eval` on the gold cases to
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see if any extraction-blocked case (0003/0024) now flips under self-verification →
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fix minor issues (naming, a missed edge token, a test assertion) → merge or leave
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review comments. Your audit report (Stream A) feeds Claude's GB-3 lookback.
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---
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## 8. MOBILE DISPATCH LINES (copy-paste one at a time from the phone)
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Send these to ChatGPT one at a time. Each is self-contained; ChatGPT pulls the full
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brief from the repo itself.
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```
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Read docs/handoff/CHATGPT-REMOTE-BRIEF.md in the AssetOverflow/core repo, then do STREAM A exactly as written. Read-only audit, one findings PR, do not change code, do not merge.
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```
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```
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Read docs/handoff/CHATGPT-REMOTE-BRIEF.md, then do STREAM B EX-4 (list-unit inheritance) exactly as written. Only edit generate/derivation/extract.py and its test. One PR. Do not merge.
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```
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```
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Read docs/handoff/CHATGPT-REMOTE-BRIEF.md, then do STREAM B EX-1 (word-numbers). Reuse WORD_NUMBERS if it exists. Only extract.py + its test. One PR. Do not merge.
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```
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```
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Read docs/handoff/CHATGPT-REMOTE-BRIEF.md, then do STREAM B EX-3 (multi-word units). Only extract.py + its test. Keep units tight. One PR. Do not merge.
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```
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```
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Read docs/handoff/CHATGPT-REMOTE-BRIEF.md, then do STREAM B EX-5 (sentence-final numbers). Only extract.py + its test. One PR. Do not merge.
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```
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**Suggested order:** Stream A first (it's owed and risk-free), then EX-4 (best
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payoff), then EX-1 / EX-3 / EX-5 in any order. They don't depend on each other.
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---
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## 9. If ChatGPT gets confused or asks to do more
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Tell it: *"Stop. Do only the one task. Leave a note in the PR body for anything
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else. Do not merge, do not touch serving, do not touch `_value_grounds`."* Then
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move to the next dispatch line, or save it for Claude.
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