conductor

Coordinate autoresearch loops by reading system state and dispatching new research cycles.

Updated Feb 24, 2026

Search Tags:#automation #workflow #orchestration #conductor #matrix #experiment-management #autoresearch

Ready to run

npx skills add https://github.com/ScavieFae/autonomous-world-model --skill conductor-scaviefae

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: conductor
Source: https://github.com/ScavieFae/autonomous-world-model/tree/main/.claude/skills/conductor
Command: npx skills add https://github.com/ScavieFae/autonomous-world-model --skill conductor-scaviefae

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

The conductor provides a heartbeat for autoresearch loops, coordinating state checks, experiment evaluations, and cycle dispatches without manual intervention.

Core Features & Use Cases

Supports parallel experiments up to max_concurrent
Evaluates finished runs, triggers new cycles, logs results, and updates budgets and records
Automates Director/Hypothesis/Coder agent workflow orchestration for autonomous research pipelines

Quick Start

Execute a heartbeat with /conductor or /loop 60m /conductor to run an autonomous cycle.

Frequently Asked Questions about conductor

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

FAQPage Schema

How do I orchestrate autonomous research loops with multiple parallel experiments?▼

Autonomous research loops can be orchestrated by reading system state, evaluating ongoing experiments, and dispatching new cycles. It coordinates parallel in-flight runs up to max_concurrent, enforcing safety gates and error recovery.

Can I automate Director, Hypothesis, and Coder agent workflows under budget constraints?▼

Director, Hypothesis, and Coder agent workflows can be automated autonomously. The orchestration evaluates finished runs, triggers new cycles, updates budget constraints, and logs results automatically across all agents.

What is the best way to schedule parallel tasks and persist state for experiment management?▼

Parallel task scheduling and state persistence are handled by reading system state and evaluating ongoing experiments. It dispatches new research cycles, updates records, and manages PRs seamlessly.

How do I start an autonomous cycle for experiment management and workflow orchestration?▼

Autonomous cycles for experiment management can be started by executing a heartbeat. Running /conductor or /loop 60m /conductor triggers an autonomous cycle to coordinate state checks and dispatch runs.

Does workflow orchestration for autoresearch support Matrix notifications and PR management?▼

Workflow orchestration for autoresearch supports end-to-end Matrix notifications and PR management. It coordinates state persistence, dispatches research cycles, and handles logging across Director, Hypothesis, and Coder agents.

When should I not use a heartbeat conductor for autonomous research loops?▼

A heartbeat conductor for autonomous research loops should not be used without safety gates or error recovery mechanisms. It requires managing multiple in-flight experiments, budget constraints, and logging across agents.