Simon Willison

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Simon demonstrates the profound impact of agentic engineering by having Claude Fable and GPT-5.5 audit and finalize the sqlite-utils 4.0rc2 release. The process highlights the power of cross-model review and reveals that a major codebase overhaul via autonomous agents would cost around $150 in raw API usage.

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sqlite-utils 4.0rc2, mostly written by Claude Fable Simon used Claude Code (running Claude Fable) from his iPhone to conduct a final review of the upcoming sqlite-utils 4.0 release, uncovering severe data-loss bugs related to transaction handling. Over 37 prompts and 34 commits, the agent churned through code asynchronously while Simon attended a 4th of July parade. Interestingly, Simon employed a cross-model review strategy, using GPT-5.5 to check Claude’s work, which successfully caught two additional high-priority bugs. He also used the AgentsView tool to calculate that the entire autonomous refactoring session would have cost $149.25 in raw API fees. Finally, he notes that AI agents are perfect for generating release notes since they require boring, predictable accuracy.

sqlite-utils 4.0rc2 A brief release announcement for sqlite-utils version 4.0rc2. It directs readers to the main article detailing the AI-assisted development process.

Project Pulse

Simon is heavily focused on pushing sqlite-utils 4.0 to stable while maximizing his use of the Claude Fable model for agentic coding before Anthropic changes its pricing on July 7th to charge full API costs.