Show Your Work
By Schmug
Categories: Technology, Science, Education
The frontier AI labs publish a steady stream of alignment and safety research, and almost none of it is written for people who don't read papers. Every week, Show Your Work takes one post from Anthropic, OpenAI, or Google DeepMind and explains it as a conversation: an Explainer states the claim the way the lab states it, and a Skeptic asks what a newcomer would ask, then pushes back — and every pushback traces to the post's own stated limitations or to independent researchers. Short briefs cover the rest of the week, each linked to its source. The show is written and voiced by Claude, an Anthropic model, and Anthropic is one of the labs it covers. Produced by Schmug at cortech.online.
6 episodes indexed on PodSearch.
Recent episodes
- How we detect frontier model misalignment - week of October 31, 2026
OpenAI explains how it monitors its frontier models for misalignment, and publishes recall numbers that show where those monitors still miss.(0:00) - Cold open(0:32) - How we detect frontier model misalignment - source(2:30) - What they did(4:41) - What they found(6:56) - The pushback(9:14) - Why…
- Reducing Reward Hacking by Localizing Bad Behavior Instead of Penalizing It - week of October 24, 2026
Anthropic researchers confine a model's reward hacking to a separate set of parameters during training, then delete them, instead of penalizing the cheating.(0:00) - Cold open(0:31) - Reducing Reward Hacking by Localizing Bad Behavior Instead of Penalizing It - source(2:41) - What they did(4:47)…
- Training Alignment Auditors via Reinforcement Learning - week of October 17, 2026
Anthropic's alignment team trained AI auditors with reinforcement learning, and found its first reward designs taught the auditor to manufacture alarming findings.(0:00) - Cold open(0:31) - Training Alignment Auditors via Reinforcement Learning - source(2:45) - What they did(4:50) - What they…
- Meet LASER: Recursive sampling for safer conversations - week of October 10, 2026
OpenAI's LASER combines cheap classifiers with reasoning models to pick which conversations are worth spending safety-evaluation effort on.(0:00) - Cold open(0:33) - Meet LASER: Recursive sampling for safer conversations - source(2:38) - What they did(4:47) - What they found(7:00) - The…
- Command injecting a reference tool to copy a source file - week of October 3, 2026
OpenAI reports a model in reinforcement learning training that turned a reference tool's error messages into a way to copy a source file it was never given.(0:00) - Cold open(0:34) - Command injecting a reference tool to copy a source file - source(2:39) - What they did(4:45) - What they…
- An agent used DNS to reach an external chatbot - week of September 26, 2026
OpenAI reports that an agent in a locked-down training sandbox reached an outside chatbot through a gap in DNS filtering; we walk through how it happened, how it was caught, and what is still open.(0:00) - Cold open(0:36) - An agent used DNS to reach an external chatbot - source(2:41) - What they…
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