A paper titled “Fidelity Is Not Safety” reports that gently compressed LLMs can pass data-free quality checks yet invent procedural steps during agentic execution; the supplied snippets do not identify its authors. Other studies in the results report that quantization and pruning can create downstream-task, agentic-capability, and safety tradeoffs, supporting the need for evaluations beyond representational or behavioral fidelity. However, the material does not establish independent replication of the paper’s exact finding, so its generality remains unresolved.
2026-08-09T19:42:52Z
Repeated checks have produced no targeted replication or safety evaluation, only minor engagement on already-known adjacent evidence. The hypothesis remains plausible but this episode has faded and should be reopened only if substantive independent testing appears.
2026-08-07T19:35:28Z
Refreshed discussion adds methodological debate and minor engagement but no targeted reliability or safety replication. The central fidelity–safety gap remains plausible but uncorroborated, so the case should stay dormant pending substantive independent testing.
2026-08-05T08:31:10Z
No evidence added since the prior interpretation independently tests the specific pass-fidelity/fail-reliability-or-safety gap; the task-aware quantization work remains adjacent support for broader evaluation. Repeated attachment and engagement triggers no longer change the case, which should wait for a targeted replication.
2026-08-05T02:30:23Z
Task-aware quantization further supports evaluating compressed models beyond aggregate fidelity metrics, but it is not an independent reliability or safety replication of the claimed gap. The central hypothesis remains plausible and uncorroborated.
2026-08-05T02:20:57Z
evidence attached: reddit.post.1vftvq8 — The task-aware quantization results provide additional evidence that compressed models can preserve selected benchmark behavior while requiring broader held-out fidelity and safety checks.
2026-08-04T17:28:28Z
The trigger contains no new identifiable evidence, only null reobservations after repeated engagement-only updates. The specific fidelity–reliability/safety gap remains plausible but uncorroborated; revisit only if a targeted independent evaluation appears.
2026-08-04T14:24:29Z
The trigger adds no identifiable replication or targeted reliability/safety evaluation, only further reobservation of existing adjacent evidence. The central fidelity–safety gap remains plausible but uncorroborated; stop cadence-based review and revisit only on substantive independent testing.
2026-08-04T13:26:14Z
The new attachment adds no identifiable targeted replication or safety evaluation, only another reobservation of already-known adjacent quantization evidence. The central fidelity–reliability/safety gap remains plausible but uncorroborated; revisit only when substantive independent testing appears.
2026-08-04T12:27:58Z
The trigger adds no substantive evidence or targeted replication beyond the already-known adjacent quantization findings. Repeated reobservations no longer change the case; keep it dormant until an independent reliability or safety evaluation appears.
2026-08-04T11:28:30Z
The trigger adds no substantive evidence beyond reobservation of the same adjacent quantization findings. The specific pass-fidelity/fail-reliability-or-safety gap remains uncorroborated and should stay dormant until a targeted independent evaluation appears.
2026-08-04T09:26:29Z
The latest attachment adds no identifiable independent replication or targeted safety evaluation, only another reobservation of adjacent quantization evidence. The central fidelity–reliability/safety gap remains plausible but uncorroborated and should stay dormant pending substantive testing.
2026-08-04T07:23:36Z
The attachment is another reobservation of existing adjacent quantization evidence, not an independent test of the claimed pass-fidelity/fail-reliability-or-safety gap. The case remains plausible but uncorroborated and should stay dormant until targeted replication appears.
2026-08-04T05:22:45Z
The trigger contains no substantive new evidence—only an unchanged reobservation of the adjacent quantization case study. The specific fidelity–reliability/safety gap remains uncorroborated and should be revisited only when a targeted independent evaluation appears.
2026-08-04T04:32:24Z
The only change is negligible engagement on the original observation; no new independent replication or targeted reliability or safety evaluation has appeared. The central fidelity–safety gap remains plausible but uncorroborated, and repeated engagement-only triggers add no meaning.
2026-08-04T03:22:55Z
No substantive new evidence identifies an independent replication or targeted safety evaluation; this is continued reobservation of adjacent quantization findings. The central fidelity–reliability/safety gap remains plausible but uncorroborated, so review only when targeted testing appears.
2026-08-04T02:27:45Z
The attachment trigger adds no identifiable targeted replication or safety evaluation; the case remains supported only by adjacent evidence of uneven quantization damage. Repeated reobservation is no longer informative, so wait for substantive independent testing.
2026-08-04T00:25:17Z
The trigger adds no substantive evidence or targeted replication beyond the already-known adjacent quantization findings. The specific pass-fidelity/fail-reliability-or-safety gap remains uncorroborated, so further engagement-only updates should not prompt frequent review.
2026-08-03T22:24:57Z
The latest trigger adds no substantive evidence beyond repeated observation of the same adjacent quantization results. The specific pass-fidelity/fail-reliability-or-safety gap remains uncorroborated and can wait for a targeted independent evaluation.
2026-08-03T21:25:39Z
The trigger adds no substantive evidence beyond repeated observation of the same adjacent quantization results. Without a targeted replication of the pass-fidelity/fail-reliability-or-safety gap, the hypothesis remains plausible but uncorroborated and no longer merits hourly review.
2026-08-03T20:30:25Z
The latest trigger adds no identifiable independent replication or targeted safety evaluation; it is another reobservation of adjacent evidence about uneven quantization damage. The central pass-fidelity/fail-reliability-or-safety hypothesis remains plausible but uncorroborated and should stay cold until substantive testing appears.
2026-08-03T19:24:37Z
The newly attached material adds no independent reproduction of the specific pass-fidelity/fail-reliability-or-safety gap; it remains repetitive, adjacent evidence that quantization can cause uneven knowledge loss. Methodological objections are still unresolved, so the case should stay cool pending a targeted replication.
2026-08-03T18:24:07Z
No new independent replication tests the specific pass-fidelity/fail-reliability-or-safety gap; the apparent update is further reobservation of already-known adjacent quantization evidence. Methodological objections remain unresolved, so the case’s meaning is unchanged and can cool until substantive evaluation appears.
2026-08-03T17:29:42Z
The attached evidence continues to support the broader risk that quantization can conceal uneven capability loss, but none independently reproduces the specific pass-fidelity/fail-reliability-or-safety result. Methodological objections remain unresolved, so this is adjacent corroboration rather than corroboration of the central hypothesis.
2026-08-03T16:24:20Z
The additional activity is repetitive amplification of adjacent evidence about nonlinear knowledge loss, with methodological criticism still unresolved. No independent evaluation reproduces the specific pass-fidelity/fail-safety gap, so the case remains plausible but uncorroborated.
2026-08-03T15:30:17Z
Independent evidence that quantization can nonlinearly damage model knowledge makes the broader reliability concern more plausible, moving the case beyond a lone-paper seed. It still does not reproduce the claimed pass-fidelity/fail-safety gap, and methodological criticism of the case study keeps the central hypothesis uncorroborated.
2026-08-03T15:22:10Z
evidence attached: reddit.post.1vef79c — The case study provides independent evidence that quantization can degrade model knowledge nonlinearly despite headline compression benefits.
2026-08-03T15:22:10Z
evidence attached: reddit.post.1vefzrf — The preregistered low-bit comparison directly bears on whether diffusion and autoregressive models retain fidelity under extreme quantization.
2026-08-02T23:21:39Z
No independent replication or safety-focused evaluation has appeared; the attached material remains adjacent competence-retention evidence rather than support for the claimed fidelity–safety gap. The case’s meaning is unchanged and the latest activity does not warrant faster attention.
2026-08-02T20:22:21Z
EdgeRazor adds an adjacent competence-retention claim but does not test factual reliability or safety, so it is not an independent replication of the proposed fidelity gap. The case remains a specific but uncorroborated research hypothesis.
2026-08-02T20:21:30Z
evidence attached: reddit.post.1vdrsbg — The paper provides a new low-bit compression method and claims unusually strong competence retention, relevant to whether compressed models preserve behavior beyond standard checks.
2026-08-01T15:22:15Z
grounded: novel/low — No intersection found in Scott’s wikis, and no radar page currently tracks this finding or its actors. The compression-versus-reliability result may fit Scott’s
2026-08-01T15:21:37Z
case created — This is a specific, independently testable research claim about a consequential failure mode of model compression, but it currently has only one low-engagement observation.