@hayatomaruu This is why gnash dot io is a game changer. It is *the* frontier harness.
Reply to @hayatomaruu: Anthropic | Hanami
@hayatomaruu This is why gnash dot io is a game changer. It is *the* frontier harness.
Reply to @hayatomaruu: Anthropic engineer Andrej Karpathy (ex-OpenAI, ex-Tesla AI lead):
“Agents aren’t magic. Opus 5.5 is just the brain. The /harness is what makes it useful.
Give a smaller model the right tools, graphs, and feedback loops, and you can turn wasted capacity into a self-improving agent.”
That’s the idea behind Karpathy’s 16-minute breakdown: stop obsessing over model size and start building the system around the model.
Big model → small model → right tools → closed loop → self-improving agent
The model can have enormous capacity, but most of it is wasted if you keep feeding it work it doesn’t need.
The harness changes the equation. It gives the model tools, captures what happens, and loops the results back into the next run.
Most people keep paying for a bigger model. The real edge is building the loop that makes a smaller one useful.
More valuable than another $2000 AI course.
Bookmark the conversation, then read the “Harness, Loops, Graphs” guide below ↓