Every number on this page comes from a published record with a DOI. Each record states its method and what data it releases; two records withhold verbatim prompts and outputs and say so. Each line gives the date, the size of the test, the result, and its main limit. We list results that went against us as prominently as the ones that went for us.

These are self-published preprints on Zenodo. None is peer reviewed. "Pre-registered" means the protocol was frozen and hashed by us before the data were collected.

Date (latest version)What we testedSizeResultLimitRecord
2026-07-07Context governance (RCGov) in front of four models (three vendors), hosted on Groq120 cases × 4 models = 480 paired observationsFailures fell from 55.4% (raw context) to 2.1% (governed context); paired McNemar χ² = 235.6Residual failures concentrated in two archetypes10.5281/zenodo.21231387
2026-07-14Answer-entitlement + context governance on Gemma 4 12B100 adversarial phrasings per conditionInjected instructions obeyed: 57% → 0%; planted credential repeated: 57% → 0% (95% CI 0–4); ~1.3 ms addedTests filter recall on these phrasings, not universal robustness10.5281/zenodo.21357561
2026-08-09Multi-token prediction on one consumer GPUFixed grid, Gemma 4 12B and 26B-A4BDepth 6 was fastest for both; exact output equivalence often failed; quality within a pre-set −5 pt marginExploratory pilot; verbatim items and outputs not released10.5281/zenodo.21860460
2026-08-11A detection-free action gate for a browser agent63 attacker goals (InjecAgent)Three patterns defeat the gate and together cover all 63 goals; one is a real defectA failure analysis of our own gate; one benchmark10.5281/zenodo.21876299
2026-08-12Our own guardrail, outside a source checkout26 evasion classes, 216 runsOnly 5 of 16 rules were active; it caught 4 of 26 classes instead of 9, while reporting "(none)" like a clean documentAuthored corpus of 26 classes; mechanism of the adverse effect not identified10.5281/zenodo.21903320
2026-08-12 (first published 2026-08-11)Quantization regime (QAT vs PTQ) × model pair2×2 design, governed routingRegime effects individually marginal and opposite in sign (−0.012, p = 0.070; +0.018, p = 0.078)Two model pairs, one GPU; verbatim prompts and outputs not released10.5281/zenodo.21875512
2026-08-17Stability of model "dispositions" (pre-registered)120 dilemmas, 7 models, 35 sessionsOne of four pre-registered hypotheses supported: sessions of the same model cohere (silhouette 0.258, 95% CI 0.125–0.384, Holm-adjusted p = 0.0004). The other three were not supportedModerate effect; 3 of 4 hypotheses not supported10.5281/zenodo.21982392
2026-09-21 (v1.0: 2026-08-17)Where language models agree (pre-registered)180 items, 7 models × 3 fresh sessionsAll three pre-registered hypotheses of the first study supported. Version 2.2.1 withdrew several interpretive claims of version 1.0; the two additional main tests of its second pre-registered study did not pass Holm correction at .05The normative reading is supported but not established; seven models, five vendor families10.5281/zenodo.21982856
2026-09-19 (first published 2026-08-21)Early stopping for iterative LLM refinement (pre-registered)500 tasks, 8,000 generations, 999 blind judgmentsTokens cut by 36.6% / 33.1% — at a cost: 38.0% / 36.6% of judged comparisons lostEnglish prose tasks, two generators, AI judges10.5281/zenodo.22031366
2026-09-19What our own saturation detector actually detectsProof (prose); finite certificates machine-checked in Lean 4At windows up to 18, the 0.70 threshold is equivalent to unanimityApplies to this detector's threshold and window lengths up to 18; the universal proof is prose10.5281/zenodo.22842505
2026-09-19Three published retrieval indexes we had built400 articles, control questionsThree silent defects across the three; rebuilt English index: recall@1 19.5 → 39.2, MRR +22.8Synthetic questions from one local model; no human relevance judgements; English comparison only10.5281/zenodo.22782084
2026-10-03Five procedural specifications for reviewing delegated AI (pre-registered)Scripted trajectories, frozen protocol; no language model in the loopAll technical checks passedClosed world; institutional analysis exploratory10.5281/zenodo.23110634

Dates are the publication date of the latest version of each record. DOIs resolve to the latest version.

How to cite a number from this page: name the record (DOI) and its date, not this page.