Simon Willison’s Weblog

Just Talk To It—the no-bs Way of Agentic Engineering. Peter Steinberger's long, detailed description of his current process for using Codex CLI and GPT-5 Codex. This is information dense and full of actionable tips, plus plenty of strong opinions about the differences between Claude 4.5 an GPT-5:

While Claude reacts well to 🚨 SCREAMING ALL-CAPS 🚨 commands that threaten it that it will imply ultimate failure and 100 kittens will die if it runs command X, that freaks out GPT-5. (Rightfully so). So drop all of that and just use words like a human.

Peter is a heavy user of parallel agents:

I've completely moved to codex cli as daily driver. I run between 3-8 in parallel in a 3x3 terminal grid, most of them in the same folder, some experiments go in separate folders. I experimented with worktrees, PRs but always revert back to this setup as it gets stuff done the fastest.

He shares my preference for CLI utilities over MCPs:

I can just refer to a cli by name. I don't need any explanation in my agents file. The agent will try $randomcrap on the first call, the cli will present the help menu, context now has full info how this works and from now on we good. I don't have to pay a price for any tools, unlike MCPs which are a constant cost and garbage in my context. Use GitHub's MCP and see 23k tokens gone. Heck, they did make it better because it was almost 50.000 tokens when it first launched. Or use the gh cli which has basically the same feature set, models already know how to use it, and pay zero context tax.

It's worth reading the section on why he abandoned spec driven development in full.

# 14th October 2025, 9:26 pm / ai, generative-ai, llms, ai-assisted-programming, model-context-protocol, coding-agents, claude-code, codex-cli, parallel-agents, peter-steinberger