Put review triage in deterministic rules and spend model budget on grounded reading.

Shared entities / Same source / Shared topic

Deterministic rule-guided dispatch beat autonomous code-review agents by 2.17x on 5–15x fewer tokens.

Both cover OpenCodeReview, SEM; cite the same source (OpenCodeReview); overlapping topics (against, budget, comment, criteria, curated).

Same source domain / Shared topic / Tension

A Hidden HTML Comment in a Pull Request Owns Your Review Agent, and Microsoft Hasn't Patched It

Reported by the same outlet (arxiv.org); overlapping topics (against, comment, review); pushes against this story (against).

"Reason Less, Verify More" found 78% of a budget agent's failures were silent policy violations.

Reported by the same outlet (arxiv.org); overlapping topics (against, budget, deterministic); pushes against this story (but).

SkillZip compresses skill libraries as executable graphs, 3.46x smaller with 99.2% of dependencies intact.

Reported by the same outlet (arxiv.org); overlapping topics (boundary, budget); pushes against this story (but).

A typed knowledge graph over 690 skills performed 11.2 points worse than a plain hybrid ranker.

Reported by the same outlet (arxiv.org); overlapping topics (against, budget); pushes against this story (against).

Provenact names "stale authorization" as the core failure of agent governance.

Reported by the same outlet (arxiv.org); overlapping topics (against, budget); pushes against this story (against).

MAFIA Attack Poisons Agent Memory 90.7% of the Time

Reported by the same outlet (arxiv.org); overlapping topics (against, budget); pushes against this story (against).

AI Agents Brute-Force Instead of Adapting to Tool Changes

Reported by the same outlet (arxiv.org); overlapping topics (against, budget); pushes against this story (but).