What if the best way to get good work out of AI is to stop being nice to it? Adam and Tim have both landed on the same uncomfortable discovery: when you pit AI agents against each other, with fake points, opposing incentives, and competing models, the output gets dramatically better than anything a single polite prompt can produce.

Adam's bug-hunting pipeline hands fake rewards to sycophantic agents and then throws the scores in the trash. Tim made Claude and ChatGPT argue for twelve rounds straight until they both said "ship it".

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With audio editing and engineering by ZCross Media.

Full show notes and transcript here.

Tim spent a single Sunday afternoon with Claude and built Show Bot -- a sarcastic Discord bot trained on every Working Code transcript, complete with a Dungeon Crawler Carl personality, fallacy detection badges, and a talent for roasting anyone who tries to prompt-inject it. The conversation turns into a deep technical walkthrough of RAG pipelines, local models, cross-encoder reranking, and what happens when you just start building things that make you laugh.

Follow the show and be sure to join the discussion on Discord! Our website is workingcode.dev and we're @workingcode.dev on Bluesky. New episodes drop weekly on Thursday.

And, if you're feeling the love, support us on Patreon.

With audio editing and engineering by ZCross Media.

Full show notes and transcript here.

Testing sounds simple until you actually try it. Private methods that can't be reached without hacks. Dependency injection that doubles your architecture's complexity before a single assertion runs. Production code that slowly warps around your test suite instead of the other way around. Ben has spent his entire career shipping code without tests, and this week he decided to change that. The crew walks him through every trap he steps on, and a few they've been stuck in themselves.

• Ben Nadel's Blog

Follow the show and be sure to join the discussion on Discord! Our website is workingcode.dev and we're @workingcode.dev on Bluesky. New episodes drop weekly on Thursday.

And, if you're feeling the love, support us on Patreon.

With audio editing and engineering by ZCross Media.

Full show notes and transcript here.