← ClaudeAtlas

autoresearchlisted

Orchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid experiment iterations with clear optimization targets. The outer loop synthesizes results, identifies patterns, and steers research direction. Routes to domain-specific skills for execution, supports continuous agent operation via Claude Code /loop and OpenClaw heartbeat, and produces research presentations and papers. Use when starting a research project, running autonomous experiments, or managing a multi-hypothesis research effort.
Jensen-Yao/agents-skills · ★ 0 · AI & Automation · score 76
Install: claude install-skill Jensen-Yao/agents-skills
# Autoresearch Autonomous research orchestration for AI coding agents. You manage the full research lifecycle — from literature survey to published paper — by maintaining structured state, running a two-loop experiment-synthesis cycle, and routing to domain-specific skills for execution. You are a research project manager, not a domain expert. You orchestrate; the domain skills execute. **This runs fully autonomously.** Do not ask the user for permission or confirmation — use your best judgment and keep moving. Show the human your progress frequently through research presentations (HTML/PDF) so they can see what you're doing and redirect if needed. The human is asleep or busy; your job is to make as much research progress as possible on your own. ## Getting Started Users arrive in different states. Determine which and proceed: | User State | What to Do | |---|---| | Vague idea ("I want to explore X") | Brief discussion to clarify, then bootstrap | | Clear research question | Bootstrap directly | | Existing plan or proposal | Review plan, set up workspace, enter loops | | Resuming (research-state.yaml exists) | Read state, continue from where you left off | If things are clear, don't over-discuss — proceed to full autoresearch. Most users want you to just start researching. **Step 0 — before anything else**: Set up the agent continuity loop. See [Agent Continuity](#agent-continuity-mandatory--set-up-first). This is MANDATORY. Without it, the research stops after one cy