Agent skill

research-report

Use when asked to turn experiment results into an X post or short research report in vuk's automation-first style. Emphasize that automated AI research ran the experiments, that cheap small runs eliminate losers before scaling, keep all-lowercase, lead with experiment count plus model and hardware, include a markdown results table sorted by vs-baseline signal, then findings, next steps, and the standard CTA when the user wants a social post.

Stars 12
Forks 1

Install this agent skill to your Project

npx add-skill https://github.com/vukrosic/auto-research/tree/main/skills/research-report

SKILL.md

Research Report

Use this skill for experiment-result writeups that should sound like the local research-report Claude command.

Workflow

  1. Read references/original-claude-command.md when you need the exact framing, CTA, or reply block.
  2. Extract the core facts first:
    • total experiment count
    • model and hardware
    • what was automated
    • baseline metric
    • best and worst outcomes
    • any reversals between cheap and expensive lanes
    • whether any runs are still in progress
  3. Lead with automation:
    • automated ai research ran these
    • cheap small experiments were intentional so losers get eliminated before scale-up
  4. Keep the voice tight:
    • all lowercase sentences
    • direct first person
    • no filler
    • no "i found that" or "we observed"
  5. Default structure:
    • opener with n experiments + model + hardware
    • 1-2 lines on the automated system and why the small lane exists
    • markdown table sorted best to worst by vs-baseline result
    • 3-5 bullets on winners, reversals, and failures
    • 1-2 lines on what gets scaled next
  6. If the user asks for a blog post instead of an X post:
    • keep the same opener, automation framing, and results table
    • expand the process and reversal sections
    • do not include the CTA unless the user explicitly wants the social version

Output Rules

  • bold the best and worst rows in the main table
  • use ***, **, *, or n.s. in the signal column
  • if a result only survived a cheap screen and was not scaled, say that explicitly instead of pretending it is confirmed
  • if timing mattered, include predicted vs actual runtime as part of the story
  • if the hook is a reversal between cheap and expensive lanes, lead with that

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