Universal ARA Compiler. Converts ANY research input — PDF papers, GitHub repositories, experiment logs, code directories, raw notes, or combinations thereof — into a complete Agent-Native Research Artifact (ARA): a structured, machine-executable knowledge package with a cognitive layer (claims, concepts, methods), an…
Context Drop. Hands a file, a folder, or a set of notes to somebody else's agent as one URL. Uploads the path to the ARA Hub, then prints a share link plus a ready-to-paste prompt: the recipient's agent fetches the drop as a single Markdown document holding every text file, with binaries listed as URLs to pull on…
ARA World Model — read-only reasoning engine over ONE Agent-Native Research Artifact (ARA), run LOCALLY with the coding agent itself as the LLM (no SDK, no API key). Given an ARA directory and a free-text query, it answers any question about the ARA — a forward "what if I change X", but equally why-did-this-work…
Treat an open-ended investigation the way a fuzzer treats a program. After every action, reflect on two things a fuzzer always knows and an agent never does: did anything NEW happen, and where have I NOT been yet. Keeps an append-only notebook of predictions and outcomes; reports what you explored, the leads you saw…
End-of-turn research process recorder with progressive crystallization. Invoked at the END of EVERY turn, after the user's current request has been fully addressed and before yielding control back to the user. Reviews what happened in the turn, extracts research-significant events, and writes them into the ara/…
Research Visualizer. Renders an existing Agent-Native Research Artifact (ARA) into ONE self-contained, interactive HTML file showing the AI scientist's step-by-step research process: a clickable process map of the exploration tree (branches and dead ends included) on the left, and a per-step drill-down on the right …
ARA Seal Level 2: Semantic Epistemic Review. Acts as an objective research reviewer for Agent-Native Research Artifacts. Assumes Level 1 structural validation has already passed. Evaluates six dimensions of epistemic quality through semantic reasoning over the ARA's content. Produces a scored review with per-dimension…
ARA Submitter. Takes a research directory, makes sure it is a valid Agent-Native Research Artifact (ARA) — compiling it with the compiler skill when it is not — guarantees it carries an interactive visualization (research-visualizer), then publishes it to the ARA Hub and hands back one link plus an update token. The…