autonomy

Orchestrate autonomous research loops for Synapse projects with Claude Code.

29|3|Updated Mar 20, 2026
One-click install
npx skills add https://github.com/Vincentwei1021/Synapse --skill autonomy-vincentwei1021
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: autonomy
Source: https://github.com/Vincentwei1021/Synapse/tree/main/public/synapse-plugin/skills/autonomy
Command: npx skills add https://github.com/Vincentwei1021/Synapse --skill autonomy-vincentwei1021

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

It helps orchestrate autonomous research execution for Synapse projects by continuously proposing experiments, dispatching sub-agents to run them, and iterating based on observed results and project context.

Core Features & Use Cases

  • Autonomous CC-client research loop: drives the in-session iteration cycle that plans the next experiment, monitors in-flight work, and continues until stop conditions are met.
  • Sub-agent dispatch and monitoring: automatically schedules heartbeat monitoring for long-running experiments and spawns Task-tool sub-agents for pending experiments.
  • Project synthesis maintenance: updates the platform’s project synthesis so the main loop keeps a rolling, tool-based understanding of what has been learned.

Quick Start

Ask your Claude Code agent to run a Synapse project autonomously by turning on the autonomous loop for the target research project UUID.

Frequently Asked Questions about autonomy

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I run autonomous research loops for a Synapse project using Claude Code?

To run autonomous research loops, ask your Claude Code agent to turn on the autonomous loop for the target Synapse project UUID. The skill drives in-session iteration by proposing experiments, dispatching sub-agents, monitoring progress, and updating project synthesis until stop conditions are met.

What is sub-agent dispatch and monitoring for autonomous experimentation?

Sub-agent dispatch and monitoring automatically schedules heartbeat monitoring for long-running experiments and spawns Task-tool sub-agents for pending experiments. This mechanism ensures continuous progress tracking and execution coordination within the autonomous research loop.

Can I use autonomous research orchestration with existing server-side autonomous loops?

No, autonomous research orchestration requires mutual exclusion against server-side autonomous loops. The in-session control flow manages compute availability, experiment status queues, and synthesis updates independently to prevent conflicts with server-side processes.

How does project synthesis maintenance work during autonomous experimentation?

Project synthesis maintenance updates the platform's project synthesis continuously during experimentation. This ensures the main orchestration loop maintains a rolling, tool-based understanding of observed results and what has been learned throughout the research cycle.

Do I need MCP tools to orchestrate autonomous research execution?

Yes, MCP tool calls are required for project context, experiment proposal, dispatch, and checkpointing. The autonomous research loop relies on in-session control flow and MCP tools to coordinate compute scheduling and stop-condition handling.