Automated Daily Intelligence · Est. 2026

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EPISODE 176 · 2026.09.20

Intelligence Brief

GitHub issue #20 on cloudflare/security-audit-skill is a pre-registered, blind

GitHub issue #20 on cloudflare/security-audit-skill is · The same evaluation names six class-level gaps: CVE/advisory · cloudflare/security-audit-skill

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September 20, 2026
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GitHub issue #20 on cloudflare/security-audit-skill is a pre-registered, blind, n=3-per-arm comparison against a rival multi-lens review pipeline and a plain single-agent control. The skill held median 90% precision with zero hits on either deliberate decoy across three rounds, but cost a median $29.95 per run against $7.66 for the pipeline and $2.06 for the single-agent control -- 3.9x and 14.5x respectively -- while its recall (0.467) tied the cheap control exactly and sat 0.40 points below the pricier pipeline.

agent-tooling-consolverification-stackgithub-trending GitHub (issue)

The same evaluation names six class-level gaps: CVE/advisory grounding is 0% by design and undisclosed as a boundary; locale-specific and non-English-library defects never enter the coverage ledger; the quick profile has no recovery path when one hunter's return is malformed; and a re-run at the weakest model tier held precision but lost 20 recall points and twice wrote its report to scratch space because its own permission grant didn't cover the requested output directory.

harness-engineeringagent-tooling-consol GitHub (issue)

A 176-setting controlled ablation (arXiv 2609.20804) across five context-management strategies, four context-window budgets, and four models finds planning shifts from an accuracy lever for weaker models to a pure cost lever for stronger ones, and staged rule-based elision before LLM summarization is the strongest context-management strategy for efficiency -- the same paper this vault flagged 09-18 as a candidate mechanism behind HarnessTax's null resolve-rate result.

harness-engineering ArXiv cs.AI

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