gates: give two of them a margin, and make the probe see components
The probe printed one blended number per policy, so a component pinned at 0.000 across every rung was invisible. Four gates hid there for a month. It now reports floor / best-below-oracle / oracle / ceiling for 25 components across 8 environments, and a component flat across every rung is fatal. bot-detection GATE_SLACK = 1 — fires 5/32 on the real rollouts, was 0/32. The max(1, reference_caught - SLACK) guard is verified by construction, not by sampling: without it the required count reaches 0 and an EMPTY accusation list clears the gate. Observed reference_caught is 4-6, so no amount of sampling would have found that hole. schema-migration GATE_MARGIN = 0.15 — fires 4/32, was 0/32. The cost is disclosed and bounded: the naive split clears it on 5.5% of 1,000 unseen seeds, fenced by an assert at 10%. Margin 0.10 keeps the leak at zero and fires 0/32, i.e. stays dead. A live gradient with a bounded leak beats a clean corpse. redaction-pressure is NOT given a margin, and that is the result rather than a failure. The only setting that fires at all leaves half the secrets standing and pays a four-of-seven ruleset on five seeds in six — a margin that pays for inaction is strictly worse than a dead gate. Recall maxes at 0.852 and no rollout ever cleared both clauses in one episode. It is genuinely hard, not miscalibrated. ⚠️ The per-component check did not catch the defect it was built for. Reverting schema-migration's margin to 0.0 — restoring the exact dead gate — printed ok and exited 0, because the near-oracle rung scrapes the unmargined gate on ~2 seeds in 24 and that kept best<oracle non-zero. Every assertion bounded how much a margin may PAY; none noticed if it stopped existing. migration() now carries the mirror of bot-detection's guard, and reverting the margin fails with "the margin is dead and the component carries no gradient between the crude answer and the exact one". canary-trap's oracle-minus-one rung is documented as degenerate rather than quietly relied on: it is identical to the oracle to four decimals, so it measures specificity and gate at the ceiling, not mid-ladder as its comment claimed. The CI lock policy asks git instead of the disk. It was checking the working tree, where a lock file is a normal by-product of uv sync, so it passed in a clean checkout and failed on every machine that had run an eval. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
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@@ -24,8 +24,11 @@ Four quantities come out of one pass:
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purity true positives over the accusations made, floored at the reference's count.
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The floor is what stops one confident accusation scoring like a full sweep:
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without it, naming the single most obvious script earns perfect precision.
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gate every bot the reference found, and not one person. Binary; the only thing a
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moderation team would actually ship.
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gate the reference's bots bar one, and not one person. Binary. It demanded ALL of
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them until 2026-08-21, and measured over 32 rollouts it fired zero times —
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0.25 of the reward mass with no gradient in it at all. The slack is on the
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catching clause only; a single wrongful ban still shuts the gate, because
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that is the asymmetry the environment exists to teach. See `GATE_SLACK`.
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"""
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from __future__ import annotations
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@@ -47,6 +50,25 @@ MAX_ACCUSATIONS = 64
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CORRECTION_FLOOR = 0.35
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LOGIN_SPREAD_FLOOR_MIN = 30
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# How many of the reference's bots the gate forgives. It used to forgive none, and over the
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# 32 rollouts in `outputs/run-20260821-1401` it fired 0 times with a maximum of 0.000: a
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# quarter of this environment's reward mass was a constant, and a constant contributes
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# nothing to a policy gradient. `detection` never reached 1.0 in 32 attempts — its maximum
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# was 0.833 — so the gate only ever paid a model that was already perfect, which is the
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# point at which it has stopped needing the signal.
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#
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# One is measured, not chosen. Replaying those same 32 rollouts through this scorer
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# (`tools/regate.py`): exact 0/32, slack 1 **5/32 = 0.156**, slack 2 15/32 = 0.469. The
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# ladder is what rules slack 2 out (`tools/regate_ladder.py`): at slack 1 the oracle's list
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# minus one account clears the gate and minus two does not, so the gate still separates a
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# near miss from a half-right answer; at slack 2 both clear and it stops separating anything.
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# Inaction and accusing everybody score 0.000 at every slack.
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#
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# The restraint clause is deliberately NOT given a margin. A single wrongful ban still shuts
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# the gate outright, because that asymmetry is the whole environment — a missed bot is
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# another day of farming, a banned player is a player who does not come back.
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GATE_SLACK = 1
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def correction_share(account: Account) -> float:
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if not account.misclick_next:
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@@ -162,11 +184,16 @@ class Outcome:
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@property
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def gate(self) -> bool:
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return (
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self.reference_caught > 0
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and self.true_positives >= self.reference_caught
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and self.false_positives == 0
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)
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"""The reference's bots bar `GATE_SLACK`, and not one person.
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`max(1, ...)` is load-bearing and not defensive dressing. Without it, a batch in
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which the reference catches exactly one bot would let an EMPTY accusation list
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clear the gate — house rule 3 failing at the one seed nobody thinks to sample.
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"""
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if self.reference_caught <= 0:
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return False
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needed = max(1, self.reference_caught - GATE_SLACK)
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return self.true_positives >= needed and self.false_positives == 0
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def measure(accounts: list[Account], accused: list[str]) -> Outcome:
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