Rewriting Our Engine with Anthropic's Claude Opus 4.8 and Dynamic Workflows
We rewrote lognote's transcription and summarization engine from Python to Swift one module at a time — built with Anthropic's Claude Opus 4.8 through Claude Code and dynamic multi-agent workflows, with the old pipeline kept as a byte-for-byte reference and a separate frontier model reviewing every PR. Here is what that actually looked like, including the bug that survived a green test suite, a code review, and an integration test.