Open-source Specialist Dispatch adapter delegates complex tasks to Claude Code

expert-dispatch is an open-source adapter that enables a cheap AI assistant to delegate complex tasks to Claude Code CLI. The tool implements what the creator calls the "Specialist Dispatch Pattern": a cheap orchestrator handles routine work while an expensive specialist tackles difficult tasks, connected by a thin adapter layer.
How it works
The workflow follows this pattern: User asks for something like "Build me a REST API for task management" → Assistant (running on a cheap model) recognizes the task needs expert work → Assistant dispatches to Claude Code using dispatch-cc run --slug task-api --prompt "Create a Flask REST API..." → Claude Code works autonomously in a project directory → Assistant reports back: "Done. CC created 4 files, all tests pass. Here's what it built..."
Commands and features
run— dispatch a task to Claude Coderesume— continue with user feedback (Claude Code picks up where it left off)review— independent quality review by a fresh Claude Code sessionstatus,list,search— manage multiple projects
The tool creates per-project directories with CLAUDE.md for persistent context and maintains an audit trail with full JSON logs. It works on both Linux and macOS.
The creator is asking how others handle the "cheap model for routine work, strong model for hard tasks" pattern, especially for non-coding tasks like research or writing.
📖 Read the full source: r/ClaudeAI
👀 See Also

DeepMind DiscoRL Meta Learning Update Rule Ported from JAX to PyTorch
A developer has ported DeepMind's DiscoRL meta learning update rule from the 2025 Nature article from JAX to PyTorch. The implementation includes a GitHub repository with a Colab notebook, API, and weights hosted on Hugging Face.

Founder Operations in Claude: 19 Reusable Skills for Early-Stage Startups
A founder who exited their first startup published 19 Claude-compatible skill prompts for functions like positioning, pricing, prospecting, and copy — based on their own SOPs and Notion workflows.

EmoBar: Visualizing Claude's Internal Emotion Vectors from Anthropic Paper
A developer built EmoBar, an open-source tool that visualizes the 171 internal emotion representations in Claude identified in Anthropic's recent paper. The tool uses a dual-channel approach to surface these measurable vectors that causally drive model behavior.

Off Grid: Utilizing Phone Hardware for Offline AI Applications
Off Grid is an open-source app that uses your phone's hardware for offline AI tasks like text generation and voice transcription.