Harvest transcripts, mine patterns, and test SKILL.md edits against a held-out gate.
npx skills add https://github.com/microsoft/SkillOpt --skill skillopt-sleep
Please help me install this Agent Skill. Skill: skillopt-sleep Source: https://github.com/microsoft/SkillOpt/tree/main/plugins/openclaw Command: npx skills add https://github.com/microsoft/SkillOpt --skill skillopt-sleep
Validating and refining agent skills through nightly sleep cycles with held-out gates, enabling safer, gated self-improvement of skills.
Run a full nightly sleep cycle with the default config to start refining your skill with gated proposals.
High-intent search queries and answers about installing and using this skill.
You automate nightly self-improvement for agent skills by harvesting session transcripts, mining recurring patterns, and replaying tests with baseline and candidate edits. This loop stages improvements only when they outperform the baseline.
A held-out validation gate is a safety mechanism that tests proposed skill edits against a held-out validation score. It ensures only improvements that outperform the baseline are staged for adoption, preventing regressions.
You validate proposed agent skill edits by replaying tests with baseline and candidate SKILL.md edits during a nightly sleep cycle. A held-out gate compares performance to ensure only safe improvements are staged for human-in-the-loop adoption.
Yes, nightly skill refinement requires a running SkillOpt-Sleep engine, a compatible backend, and access to test sets. These components are necessary to safely operate the gated self-improvement cycle and validate candidate edits.
Human-in-the-loop adoption for evolving agent skills works by staging validated improvements that pass a held-out gate. The system automatically mines patterns and proposes edits, but a human reviews and approves the staged changes for safety.
A limitation of the nightly self-improvement loop is its strict requirement for a running engine, compatible backend, and accessible test sets. Without these, the system cannot safely replay tests or apply the held-out gate to validate improvements.
ascorbicAutomate nightly reflection and update markdown and JSON state files.
Hashzin-0Analyze skill logs and generate SKILL.md improvement proposals for human approval.
JoeyJoziahExtract reusable session patterns from Claude Code transcripts.
AgentTeam-TaichuAIDraft, test, and refine reusable agent skills within the ScienceClaw framework.
