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Skills2026-08-11 · source-backed
Muscle Memory harvests patterns from conversation history, separates behavioral from task patterns, builds purpose-built specialists, and gates them with two-stage trigger matching. 88.9% win rate over a memory-augmented assistant across 90 held-out scenarios, at +2.05 personalization for −0.28 accuracy. If your users keep re-correcting format and scope every session, you have a compilation problem, not a retrieval one.
Each link below shares sources, entities, or timing with this story.
Shared entity: Compile / Shared topic / Earlier coverage / Tension
Both cover Compile; overlapping topics (agent, compile); earlier Compile coverage from 2026-07-02.
Same source domain / Shared topic / Tension / Downstream implication
Reported by the same outlet (arxiv.org); overlapping topics (agent, behavioral); pushes against this story (but).
Shared entity: Compile / Shared topic / Earlier coverage
Both cover Compile; overlapping topics (agent, compile, instead); earlier Compile coverage from 2026-07-14.
Same source domain / Shared topic
Reported by the same outlet (arxiv.org); overlapping topics (accuracy, agent, format, have).
Same source domain / Shared topic / Tension
Reported by the same outlet (arxiv.org); overlapping topics (accuracy, agent); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (agent, instead); pushes against this story (contradicts).
Reported by the same outlet (arxiv.org); overlapping topics (accuracy, agent); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (agent, have); pushes against this story (but).