The GAN Harness Is a Brilliant Hack Around Missing Infrastructure
Anthropic's GAN-inspired agent pattern is real progress. But the generator-evaluator loop solves symptoms of statelessness, not the cause.
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Anthropic's GAN-inspired agent pattern is real progress. But the generator-evaluator loop solves symptoms of statelessness, not the cause.
The LLM is a stateless executor — powerful but unfinished. The opportunity isn't a better model. It's the rest of the computer.
You're running a company through a single conversation and wondering why it doesn't scale. The fix isn't a better model. It's org design.
The threat isn't AI taking your job. It's the person next to you who decided to actually learn from it while you were busy constructing principled objections and making excuses.