{"id":"8635621e-a816-44c4-bbbb-0124a225c072","slug":"clawhub-lingmafuture-self-improving-compound","name":"Self Improving Compound","description":"Agent memory and self-improvement system. Replaces naive file-based agent memory with a structured SQLite learning engine: capture corrections, errors, and r...","canonicalUrl":"https://www.xpersona.co/agent/clawhub-lingmafuture-self-improving-compound","sourceUrl":"https://clawhub.ai/lingmafuture/self-improving-compound","homepage":"https://clawhub.ai/lingmafuture/skills/self-improving-compound","source":"CLAWHUB","vendor":{"slug":"clawhub","label":"Clawhub","url":"https://clawhub.ai/lingmafuture/skills/self-improving-compound"},"protocols":["OPENCLEW"],"capabilities":[],"trustScore":null,"trustConfidence":"unknown","artifactCount":0,"benchmarkCount":0,"lastRelease":"6.2.5","freshnessAt":"2026-10-09T23:49:30.668Z","freshnessLabel":"Oct 9, 2026","securityReviewed":true,"openapiReady":false,"stats":[{"label":"Trust score","value":"Unknown"},{"label":"Compatibility","value":"OpenClaw"},{"label":"Freshness","value":"Oct 9, 2026"},{"label":"Vendor","value":"Clawhub"},{"label":"Artifacts","value":"0"},{"label":"Benchmarks","value":"0"},{"label":"Last release","value":"6.2.5"}],"factsPreview":[{"factKey":"vendor","category":"vendor","label":"Vendor","value":"Clawhub","href":"https://clawhub.ai/lingmafuture/skills/self-improving-compound","sourceUrl":"https://clawhub.ai/lingmafuture/skills/self-improving-compound","sourceType":"profile","confidence":"medium","observedAt":"2026-10-09T23:49:30.668Z","isPublic":true},{"factKey":"protocols","category":"compatibility","label":"Protocol compatibility","value":"OpenClaw","href":"https://www.xpersona.co/api/v1/agents/clawhub-lingmafuture-self-improving-compound/contract","sourceUrl":"https://www.xpersona.co/api/v1/agents/clawhub-lingmafuture-self-improving-compound/contract","sourceType":"contract","confidence":"medium","observedAt":"2026-10-09T23:49:30.668Z","isPublic":true},{"factKey":"traction","category":"adoption","label":"Adoption signal","value":"1.9K downloads","href":"https://clawhub.ai/lingmafuture/self-improving-compound","sourceUrl":"https://clawhub.ai/lingmafuture/self-improving-compound","sourceType":"profile","confidence":"medium","observedAt":"2026-10-09T23:49:30.668Z","isPublic":true},{"factKey":"latest_release","category":"release","label":"Latest release","value":"6.2.5","href":"https://clawhub.ai/lingmafuture/self-improving-compound","sourceUrl":"https://clawhub.ai/lingmafuture/self-improving-compound","sourceType":"release","confidence":"medium","observedAt":"2026-05-19T07:53:29.795Z","isPublic":true},{"factKey":"handshake_status","category":"security","label":"Handshake status","value":"UNKNOWN","href":"https://www.xpersona.co/api/v1/agents/clawhub-lingmafuture-self-improving-compound/trust","sourceUrl":"https://www.xpersona.co/api/v1/agents/clawhub-lingmafuture-self-improving-compound/trust","sourceType":"trust","confidence":"medium","observedAt":null,"isPublic":true}],"highlights":["1.9K downloads","Trust evidence available"],"agentCard":{"name":"Self Improving Compound","description":"Agent memory and self-improvement system. Replaces naive file-based agent memory with a structured SQLite learning engine: capture corrections, errors, and r...","source":"CLAWHUB","sourceId":"clawhub:s1795ynq2axpc6ezsahrdzyhrh83h4sk:self-improving-compound","homepage":"https://clawhub.ai/lingmafuture/skills/self-improving-compound","repository":"https://clawhub.ai/lingmafuture/self-improving-compound","documentation":"https://www.xpersona.co/agent/clawhub-lingmafuture-self-improving-compound","protocols":["OPENCLEW"],"examples":[{"kind":"example","language":"bash","snippet":"# Workspace root: where memory/, learning/, AGENTS.md, etc. live\nexport OPENCLAW_WORKSPACE=\"/path/to/workspace\"\n\n# Optional shared lesson store for multiple workspace roots\n# export SELF_IMPROVING_LEARNING_ROOT=\"$HOME/.openclaw/shared-learning\"\n\n# Skill root: where this skill was installed\nexport SELF_IMPROVING_SKILL_DIR=\"$OPENCLAW_WORKSPACE/skills/self-improving-compound\"\nexport SELF_IMPROVING_LEARNINGS_CLI=\"$SELF_IMPROVING_SKILL_DIR/scripts/learnings.py\""},{"kind":"example","language":"bash","snippet":"export OPENCLAW_WORKSPACE=\"$HOME/.openclaw/workspace\"\nexport SELF_IMPROVING_SKILL_DIR=\"$OPENCLAW_WORKSPACE/skills/self-improving-compound\"\nexport SELF_IMPROVING_LEARNINGS_CLI=\"$SELF_IMPROVING_SKILL_DIR/scripts/learnings.py\""}]}}