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Skills2026-08-10 · source-backed
PMCoder resolved 25 more SWE-bench Verified cases (+5.0pp) partly by treating issue-reproduction verdicts as the completion signal rather than self-reported success, and by using memory-derived trajectory statistics to detect being stuck and trigger replanning. "The agent said it's done" is the single most expensive assumption in an autonomous loop.
Each link below shares sources, entities, or timing with this story.
Shared entities / Same source / Shared topic
Both cover PMCoder, SWE, Verified; cite the same source (PMCoder); overlapping topics (agent, claim, completion, finished, ground).
Shared entities / Same source domain / Shared topic / Earlier coverage
Both cover SWE, Verified; reported by the same outlet (arxiv.org); overlapping topics (agent, rather).
Both cover SWE, Verified; reported by the same outlet (arxiv.org); overlapping topics (agent, completion).
Both cover SWE, Verified; reported by the same outlet (arxiv.org); overlapping topics (agent, claim).
Shared entities / Same source domain / Earlier coverage / Tension
Both cover SWE, Verified; reported by the same outlet (arxiv.org); earlier SWE coverage from 2026-07-23.
Shared entities / Same source domain / Earlier coverage
Both cover SWE, Verified; reported by the same outlet (arxiv.org); earlier SWE coverage from 2026-08-05.
Both cover SWE, Verified; reported by the same outlet (arxiv.org); earlier SWE coverage from 2026-08-03.
Both cover SWE, Verified; reported by the same outlet (arxiv.org); earlier SWE coverage from 2026-08-03.