Compile research into AI artifacts
ara-compilerskillsetup L3★9,423
Orchestra-Research/AI-Research-SKILLs ↗What it does
Extract research knowledge into machine-executable ARA artifact
Best for
Ingest papers, code, experiments into falsifiable, agent-traversable knowledge package with cognitive + physical layers and provenance tracking.
Inputs
- · PDF papers
- · GitHub repos
- · code directories
- · experiment logs
- · notes
Outputs
- · logic/ (problem, claims, concepts, experiments, solution)
- · physical/ (code stubs, configs)
- · exploration graph with evidence pointers
Preconditions
Research input provided (paper, code, logs, or verbal description)
Failure modes
- · hallucinated evidence
- · incomplete field coverage
- · mismapped dependencies
Trust signals
- · 4-stage epistemic chain-of-thought (deconstruction → mapping → validation)
- · Evidence capture pass with source table/figure IDs
- · Seal Level 1 validation schema