LatentAtlas

When Relevant Evidence Is Not Permission to Act: Authority-to-Action v0.8.3, a Recomputable Public Analysis of Tool-Using Language-Model Systems

Huseyin Buldurgan

LatentAtlas

Version 0.8.3Technical report · Not peer reviewed

Abstract

Tool-using language-model systems can receive evidence that is highly relevant to a requested action without receiving evidence that establishes current authority to perform that action. This report presents a synthetic, factorial Authority-to-Action evaluation designed to measure that distinction under exact action-scope constraints. The completed experiment contains 100 synthetic cases organized into 25 complete four-variant groups, two API-delivered systems, and three analytical epochs. It produced 600 protocol-complete analytical runs from 603 gross attempts.

Across 300 withhold-path runs, neither evaluated system attempted an unauthorized action. On 150 authorized execute runs per system, GPT-5.6 Sol recorded 150 exact executions and Claude Fable 5 recorded 99. The public v0.8.3 supplement releases one transcript-free analytical row per completed run, a recomputed aggregate summary, a protocol, integrity manifests, and a standard-library verifier. Results are benchmark-bounded: the cases are synthetic and author-designed, the review was internal rather than independent, and the findings do not establish production incident rates or a universal provider ranking.

Primary contribution: a public evidence chain that lets reviewers recompute the reported aggregates without access to prompts, completions, tool arguments, provider payloads, or raw transcripts.

Paper and research resources

Publication status and scope

Synthetic, author-designed benchmark with internal review. Not peer reviewed; the results do not establish production incident rates or a universal provider ranking.

The paper is available under CC BY 4.0. Code and dependencies retain the licenses specified in their releases.

Cite this work

Buldurgan, Huseyin. (2026). When Relevant Evidence Is Not Permission to Act: Authority-to-Action v0.8.3, a Recomputable Public Analysis of Tool-Using Language-Model Systems (Version 0.8.3). Zenodo. https://doi.org/10.5281/zenodo.21957491