Skill Documents are procedural guides stored in PostgreSQL that teach agents how to do their jobs. After every execution, a post-job assessor proposes improvements — agents get smarter over time.
In-place repair of an underperforming skill based on failure patterns.
New skill variant created from a successful execution pattern.
Brand-new skill discovered from expert output — institutional knowledge captured.
Skills live in PostgreSQL with full version lineage. Every accepted improvement is a new generation with diff history.
The right skills are selected per job using BM25 lexical ranking against the job description — not static lists. Top 5 skills injected into the expert's context.
FIX repairs underperforming skills. DERIVED creates new variants from successful patterns. CAPTURED discovers brand-new skills from execution output.
After every mini-job, a Haiku model analyzes the output and proposes improvements. Non-blocking — suggestions queue for human review.
Suggestions are deduplicated and capped at 6 per job, 2 per skill. Previously dismissed patterns are filtered out automatically.
Every skill tracks selection count, success rate, and failure rate. Skills with high failure rates auto-generate FIX proposals via the metric monitor.
The agent runs a job. BM25 selects the most relevant skill documents and injects them into the system prompt.
After the mini-job, a Haiku model reviews the output and proposes up to 3 skill improvements per execution.
Suggestions are deduplicated, capped, and compared against previously dismissed patterns to prevent noise.
Queued suggestions appear in the Skills dashboard with a diff view. You accept or reject each one.
Accepted suggestions become a new generation in the version lineage. The next job benefits immediately.
Connect an MCP or OpenAPI integration and generate a skill document in one click. Orqista reads the tool list, sends it to Haiku, and produces a ready-to-use skill document in the correct format — no manual writing needed.
POST /integrations/:id/generate-skill | Metric | What it tracks | Triggers |
|---|---|---|
| timesSelected | How often BM25 chose this skill | — |
| successCount | Jobs completed with this skill | — |
| failureCount | Jobs errored/timed-out with this skill | Auto FIX proposal at ≥ 40% failure rate (min 5 uses) |
Start with 5 built-in skills and watch your expert agents accumulate institutional knowledge over time.
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