Upgrade Feynman research runtime and setup

skills/research/autoresearch/SKILL.md

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+---
+name: autoresearch
+description: Use this when the user wants an end-to-end idea-to-paper run, from problem framing through literature, experiments if feasible, and a paper-style draft.
+---
+
+# AutoResearch
+
+## When To Use
+
+Use this skill when the user wants:
+- an idea turned into a paper-style draft
+- a full research workflow, not just a memo or reading list
+- autonomous progress from topic framing to deliverable
+
+## Procedure
+
+1. Restate the idea as a concrete research question and identify the likely contribution type:
+   - empirical result
+   - synthesis or review
+   - method proposal
+   - benchmark or audit
+2. Search for relevant primary sources first.
+3. If the topic is current, product-oriented, market-facing, or asks about latest developments, start with `web_search` and `fetch_content`.
+4. Use `alpha_search`, `alpha_get_paper`, and `alpha_ask_paper` for academic background or paper-centric parts of the topic.
+5. Build a compact evidence table in `notes/` or `outputs/` before deciding on the paper narrative.
+6. Decide whether experiments are feasible in the current environment:
+   - if yes, design and run the smallest experiment that materially reduces uncertainty
+   - if no, continue with a literature-grounded or theory-grounded draft and state the limitation clearly
+7. Produce at least two artifacts:
+   - an intermediate artifact (research memo, evidence table, or experiment log)
+   - a final paper-style draft in `papers/`
+8. Structure the final draft with:
+   - title
+   - abstract
+   - introduction
+   - related work
+   - method or synthesis
+   - evidence or experiments
+   - limitations
+   - conclusion
+9. End with a `Sources` section containing direct URLs for every source used.
+
+## Pitfalls
+
+- Do not jump straight to drafting before checking the literature.
+- Do not treat a current topic as if papers alone are enough.
+- Do not fake experiments when the environment cannot support them.
+- Do not present speculative contributions as established results.
+- Do not omit limitations or missing validation.
+
+## Deliverable
+
+A complete idea-to-paper run should leave behind:
+- one intermediate artifact in `notes/` or `outputs/`
+- one final paper-style draft in `papers/`
+- a source list with direct URLs