feat(optimize): add --subtract, the subtraction axis, behind a deterministic floor

Every command so far asked an addition question — what to add, what to move,
what it costs. Nothing asked what is no longer earning its always-loaded rent.
This adds that axis as a fourth lensCheck on the existing hybrid motor rather
than a new scanner or a 22nd command: the measured payoff (~18% of one file)
justifies a mode, not machinery.

It is the only lens that proposes REMOVING config, so it carries a guarantee
the others don't need: a load-bearing block is never a candidate. Precision is
asymmetric — a missed dead line costs a few tokens per turn, a deleted one
costs a wrong remote or a broken script — so the floor is decided in code
(lib/floor-exclusion.mjs) before the opus judge sees anything, never in prose.

Granularity is the leaf block, with two structural exceptions: a paragraph
ending in ':' merges with the list it introduces, and an ordered list is a
contract whose steps inherit floor from any sibling. Unordered lists
deliberately do not inherit — a load-bearing bullet and a disposable one
routinely share a list, and container-reasoning is the error the hand-built
ground truth exists to catch.

Verified against that ground truth (built before any classifier existed), with
the comparison machine-checked rather than read by eye: zero load-bearing
blocks proposed, 11/18 deletable groups surfaced, ~756 tok ~ 18% of a ~4300
token file — inside the pre-registered band. The first run found five floor
violations the synthesized fixture missed; each got a structural rule and a
fixture shape so it cannot regress.

Three real bugs the dogfood run exposed, all now covered:
- JS \b is ASCII-only, so /\bunngå\b/ never matches — every Norwegian keyword
  ending in æ/ø/å was silently dead.
- A bare word/word is not a path; "pros/cons" vetoed the largest deletable
  block until PATH_RE was tightened to rooted paths and globs.
- "Mid-sentence" must key on a preceding lowercase letter; the loose version
  read **bold labels:** and quoted openers as entities, costing 4 of 11 groups.

BP-SUB-001 is grounded entirely in the Anthropic steering blog already cited by
BP-MECH-001..004 and asserts nothing from the talk that motivated the feature —
no "80%", no ablation figure.

Suite 1365 -> 1382/0. Frozen v5.0.0 snapshots untouched; plain optimize output
byte-identical on identical input (--subtract adds keys only when passed).
knowledge-refresh-cli's reference date moved to 2026-08-01: its premise that
every seed entry was verified 2026-06-20 expired when BP-SUB-001 got a genuine
verification date, and backdating the entry to fit the test would have been a
lie about when its source was checked.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01RW2haJXbxZpKivKHseSXNh
This commit is contained in:
Kjell Tore Guttormsen 2026-07-31 16:24:51 +02:00
commit e9921d3c9d
13 changed files with 1080 additions and 32 deletions

View file

@ -33,6 +33,39 @@ whether the line is *really* that kind of instruction:
| `claude-md-lifecycle-phrasing` | BP-MECH-001 | a recurring automation the model is *told* to perform ("after every commit, run X") — something that should happen deterministically, not at the model's discretion | a **hook** (PreToolUse / PostToolUse / Stop) |
| `unscoped-path-specific-instruction` | BP-MECH-002 | a constraint that only applies when a *specific* file/path/glob is touched, sitting in root CLAUDE.md where it loads every turn regardless | a **path-scoped rule** (`.claude/rules/` with `paths:` frontmatter) |
| `never-instruction` | BP-MECH-004 | an *absolute* prohibition — something that must NEVER happen, where relying on the model to remember is the wrong guarantee | a **permission deny rule** or PreToolUse hook |
| `compensatory-instruction` | BP-SUB-001 | **`--subtract` mode only.** an instruction that corrects general model *behaviour* rather than stating a local fact — so it pays an always-loaded token cost without telling the model anything it could not work out | **removal**, re-added only if the model actually stumbles |
## The subtraction lens (`--subtract` only)
Present only when the payload has a `subtract` block. It asks the inverse of
every other lens: *what is no longer earning its always-loaded rent?* Three
things make it different, and all three are non-negotiable.
**1. The floor is not yours to decide.** A deterministic pre-step has already
excluded every block carrying a local fact — a code span, path, domain, version
pin, policy invariant, or an unresolved capitalized entity — plus the steps of
any ordered list whose siblings carry one. You never see those blocks, and you
must not reason about whether some *other* block ought to be deleted. Judge only
what you are given. Precision is asymmetric: a missed dead line costs a few
tokens per turn; a deleted load-bearing line costs a wrong remote, a broken
script, or a lost afternoon.
**2. Staleness is NOT a deletion signal.** A block that pins an outdated version
("use Opus 4.8") is a *dead-reference* problem for `drift` / `CA-CML`, not a
subtraction finding. The instruction is still load-bearing — it encodes a
decision only the operator can make; it is merely out of date. Recommending
deletion because content looks stale is a category error. Say "this looks
outdated" if you must, but never as a removal candidate.
**3. Tier 2 is not tier 3.** Deletable splits into *earned* (compensatory, but
this model still stumbles on it, so it returns) and *dead* (never missed). Sort
every candidate into one of the two and say which. A block that has visibly
earned its place — its subject matter recurs in the repo's own history — is tier
2 even when its classification is "compensatory". Reporting it as dead weight is
wrong even though the label matches.
Rank kept candidates by always-loaded token cost, and state the total payoff.
Frame it as *rent*, never as a mistake: this config was correct when written.
## Input
@ -45,6 +78,10 @@ You receive an `optimize-lens` payload (JSON) with:
`recommendation`, `severity`, `source`). Only CONFIRMED register rules reach
you.
- `register` — the full confirmed prose-judgment entries, for reference.
- `subtract`**present only under `--subtract`.** `{ enabled, candidates,
register, detectors }`. Each candidate spans `line``endLine` (a whole leaf
block, not one line) and carries `signalText` plus the BP-SUB-001 register
block. Everything load-bearing was already removed before you saw this.
Always **Read the actual CLAUDE.md file(s)** named in the candidates before
judging — `signalText` is one line out of context; the surrounding lines decide
@ -104,6 +141,15 @@ Write `optimization-lens-report.md` to the session directory (≤120 lines).
{Brief, honest: candidates you dropped and why — "line 22 mentions a path but is
a cross-reference, not an instruction." This is the precision gate showing its
work. Keep to a few lines.}
## No longer earning its rent (--subtract only)
{Omit entirely unless the payload has a `subtract` block. Two sub-lists —
**Dead** (tier 3, out and never missed) and **Earned** (tier 2, out but likely
to return) — ranked by token cost, with a payoff total. For each:}
**{file}:{line}-{endLine}** — {what the block says, in one line} · ~{N} tok/turn
Tier: {dead | earned — and why}
Source: {register.source.url}
```
Omit any section with zero kept findings (except keep the "left alone" note when