Plugin

Auto-evoluzione continua: stato dell'harness (prompt, memoria, skill, specifiche dei subagent) versionato, verificabile e sicuro per il rollback, raffinato dalle traiettorie di sessione, con gate di revisione e skill ricaricate a caldo.

Auto-evoluzione: l'agente monta/rimuove a caldo plugin persistenti su se stesso a metà sessione.

Evidence-first self-evolution controller: bounded Cordis candidate generation, one-shot real-Loader admission, Harbor evaluation, and a crash-resumable journaled lineage.

Composable working, reasoning, quality, and human-reviewed self-evolution controls for DeepSeek Harness Web.

Verification-driven self-evolution loop: failure logs become verified AGENTS.md rules; in-session plugin (evolve_learn / evolve_apply / evolve_touch / evolve_recall), tool-verify gate, rule lifecycle, local recall.

Evidence-backed Skill self-evolution for DeepSeek Harness: redacted trajectory learning, quarantined proposals, arena validation, canary monitoring, automatic rollback.