draft / research

What problem does it solve?

Drafting reliable research from an action plan while preserving the system’s audit trail and correctly routing learning-loop variants.

Core Features & Use Cases

• Plan-driven brief generation: Loads the latest stage plan, then produces a research brief that satisfies every “Truths” item in the Success criteria.
• Context ref-aware drafting: Walks context references, resolves merges, and snapshots relevant fields into the trail when decisions depend on context state.
• Learning-loop variants: Produces variant-specific artifacts for per-action learning loops, including:
  • generic research (default) that writes a brief artifact for the action folder,
  • rejections that aggregates rejected review patterns into a report,
  • dataset that emits JSONL training rows plus a strict manifest,
  • calibration that builds a quadrant-style join from gate recommendation vs operator answer vs verify outcomes.

Quick Start

Run the draft/research skill for a playbook research action with learning_variant set to dataset to emit dataset.jsonl and dataset.manifest.yaml for the specified learning window.