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Bergschloss/Refine-Cycle-for-Hermes-Agent

⭐ 44 Python added to this list on 2026-09-14 repository created 2026-08-06

Refine Cycle is a Hermes Agent plugin that targets mistakes an agent keeps repeating across different sessions rather than within a single conversation. It fingerprints errors into normalized, comparable shapes (collapsing volatile details like ids, paths, ports and timestamps) and counts recurrence both within and across sessions; once a problem has appeared in at least two sessions or five times, it proposes and, after a further check, applies the smallest useful fix - a short memory entry, a new or improved skill, or a focused note - then watches later sessions and grades whether that fix is working, unused, unreliable, or too new to judge. It is adapted from the /refine concept in Prime Intellect's Prime Agent (Continual Harness). The plugin is explicitly bounded: at most three changes per day, every change journaled with a one-command rollback when safe, the base system prompt never touched, and only agent-created skills and memory entries ever edited (built-in, pinned and hub-installed skills are off-limits). Its installer also disables Hermes's write_approval queue for memory and skills, since lessons cannot land while writes wait for manual approval, and it backs up the config file first; a plugin-only mode skips that and a related memory-limit change. A published pre-registered experiment (133 probes, four arms) found the agent completed the graded behavior 66 out of 133 times with a lesson in memory versus 28 out of 133 with none, with placebo lessons scoring similarly to the empty-memory baseline, though the authors note real caveats: several lessons pass mainly by naming the trigger condition explicitly, and results differed in sign on an earlier pilot route. All three installer effects are reversible with a rollback command. It targets teams running Hermes Agent long enough to accumulate recurring, session-spanning failures and willing to let a bounded, auditable process manage the fix.

https://github.com/Bergschloss/Refine-Cycle-for-Hermes-Agent

self-improvementcross-session learningerror fingerprintingmemoryskills

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