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AI Agent Workflows
Keeping agents on track over long runs: task contracts, multi-agent collaboration, and handling rate limits.
A summary of practical approaches to keep AI agents working autonomously over long runs without drifting, covering how to write task contracts, divide work across multiple agents, and handle usage limits based on real-world experience.
Articles
- Tired of Paying for Every Streaming App on Your TV? Let AI Set It All UpInstalling apps on a TV isn’t hard, it just eats an evening. This time I handed that evening to Codex: I typed on my Mac, and it connected to the TV and installed TVBox, Apple TV, Netflix, a Douyin TV client and casting tools by itself. Includes a prompt you can copy as is.
- After Cycling Through Warp, tmux, and cmux, I Finally Switched to OrcaI've used Warp, tmux, and cmux, but Orca is the one that stuck. Not because it's flashier, but because when running multiple AIs at once, it means less window hunting, less guessing about tasks, and fewer tangled-up changes.
- Stop Chatting One-on-One with AI: I Started an AI Contractor CrewClaude Code writes the core logic, Codex fills in tests, and Gemini grinds through 3,000 lines of config—yet I ended up being the busiest person in the room. So I used Multica to assemble a six-agent squad to see if it could delegate tasks, track progress, and collect results for me.
- Codex /goal: Not an Extra Command, but Hours Less BabysittingOpenAI added /goal to the Codex CLI. Running long isn't hard; keeping it from drifting is. Turning vague requirements into executable, verifiable, and closable engineering contracts.
- Fuli Luo on OpenClaw and the Agent Paradigm ShiftAI competition is shifting from the model itself to the combined efficiency of model × agent framework × post-training × organizational structure. What makes this interview worth your time is how the system amplifies the model.
- How to Keep Working After Hitting Your Claude Code LimitMore of a programmer meme video than a technical tutorial. Once Claude Code hits its limit, you're stuck coding by hand while onlookers watch with mixed feelings. The quota is gone, the requirements haven't stopped, and the project still has to move forward.