A developer has detailed a system for running multiple coding agents concurrently, leveraging tools like Claude Code, Codex, and Agy for task execution. The system utilizes 'Beads' for task management and tracking, with workers designed to resume tasks from where they left off using artifact folders. To manage costs and performance, the approach involves using stronger models for analysis and validation, while local models like Qwen 3.6:36B run by Ollama handle the actual coding tasks, mitigating expensive API token usage. AI
IMPACT Demonstrates a viable strategy for cost-effective, continuous AI agent operation by offloading tasks to local models.
RANK_REASON The item describes a technical implementation and workflow for using existing AI models, rather than a new model release or core research.
Read on HN — claude cli stories →
- Agy
- An Ape and a Fox
- Beads
- bedrock
- Claude
- Claude Code
- Claude Sonnet 4.6
- codex
- Ollama
- openCode
- qwen3.6:36B
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