slfg
SkillDev toolsFull autonomous research workflow using swarm mode for parallel execution
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; ahel provides instructions and does not run this skill.
Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
Then ask your AI: use the slfg skill
What this skill tells your AI
The instructions your AI receives, as published by brycewang-stanford/auto-empirical-research-skills in skills/11-James-Traina-compound-science/skills/slfg/SKILL.md and read by ahel’s review.
Swarm-enabled LFG. Run these steps in order, parallelizing where indicated. Do not stop between steps — complete every step through to the end.
Sequential Phase
-
/workflows:brainstorm $ARGUMENTSGate: must produce a file indocs/brainstorms/before proceeding. -
/workflows:planGate: must produce a file indocs/plans/before proceeding. -
/workflows:work— Use swarm mode: Break the plan into independent tasks and launch parallel subagents via Task tool to build them concurrently. Each subagent handles one task from the plan. Seereferences/orchestration-patterns.mdfor parallel dispatch patterns. Gate: must produce at least one code change (committed or staged) before proceeding. If work fails with no changes, stop and report the failure.
Parallel Phase
After work completes, launch steps 4 and 5 as parallel swarm agents (both only need completed code to operate):
/workflows:review— spawn as background Task agent/workflows:compound— spawn as background Task agent
Wait for both to complete before finishing.
Output
When all steps are done, output:
Research workflow complete.
Brainstorm: [brainstorm file path]
Plan: [plan file path]
Work: [summary of implementation]
Review: [summary of findings]
Documentation: [docs/solutions/ path if created]
Start with step 1 now.
Signals
- GitHub stars
- 4k
- Forks
- 531
- Last commit
- Sep 2026
Advanced
- Item type
- skill
- Key
slfg- Source
- github.com/brycewang-stanford/auto-empirical-research-skills
github.com/brycewang-stanford/auto-empirical-research-skills