research-foresight — the ARA World Model

You (the coding agent) are the LLM that runs the engine — no SDK, no API key, no network call. The engine is three reference contracts under this skill's references/ directory (quote every path; it may contain spaces):

• references/CONTRACT.md — the foundation both contracts bind to; if documents disagree, it wins.
• references/RETRIEVE.md — the Retriever: agentic search + semantic rank over the ARA's native files.
• references/PREDICT.md — the Predictor: grounded, honest answering of the question asked.

Inputs

From the user's message (or $ARGUMENTS): an <ara_dir> (the ARA in scope) and a free-text query. If <ara_dir> turns out not to be an ARA (a plain paper, repo, or notes folder), compile it into one first with /compiler <path>, then rerun this skill.

Procedure