Score skill retrieval per field instead of concatenating name, description, and body.

Shared entities / Same source domain / Shared topic / Earlier coverage / Downstream implication

Score every skill edit by rolling the task back and re-running it.

Both cover Bench, Score; reported by the same outlet (arxiv.org); overlapping topics (each, skill).

Shared entity: Bench / Same source domain / Earlier coverage / Tension

Vision Models Score 43 to Humans' 79 on Spatial Mapping

Both cover Bench; reported by the same outlet (arxiv.org); earlier Bench coverage from 2026-08-07.

Skill-only evolution beat memory pairing in Claude Code

Both cover Bench; reported by the same outlet (arxiv.org); earlier Bench coverage from 2026-08-07.

Shared entity: Score / Same source domain / Earlier coverage / Tension

Deep agentic search loses to a plain vector index on repo code QA. 46.2% vs 65.2%, at double the cost

Both cover Score; reported by the same outlet (arxiv.org); earlier Score coverage from 2026-08-06.

Shared entity: Bench / Same source domain / Earlier coverage / Tension

Argus beats a direct coding agent 78% vs 59% on SWE-Bench Pro at 1.41x tokens, and gets cheaper as it matures.

Both cover Bench; reported by the same outlet (arxiv.org); earlier Bench coverage from 2026-08-06.

AgenticRepair patches 73% of SEC-Bench security bugs

Both cover Bench; reported by the same outlet (arxiv.org); earlier Bench coverage from 2026-08-03.

Living-Harness keeps agents from repeating the same failure

Both cover Bench; reported by the same outlet (arxiv.org); earlier Bench coverage from 2026-07-30.

AgentSnare traps AI pentest agents in decoy systems

Both cover Bench; reported by the same outlet (arxiv.org); earlier Bench coverage from 2026-07-30.