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"Training the specific harness" is marginal -- it's obvious if you've used anything else. pi with Claude is as good as (even better! given the obvious care to context management in pi) as Claude Code with Claude.

This whole game is a bizarre battle.

In the future, many companies will have slightly different secret RL sauces. I'd want to use Gemini for documentation, Claude for design, Codex for planning, yada yada ... there will be no generalist take-all model, I just don't believe RL scaling works like that.

I'm not convinced that a single company can own the best performing model in all categories, I'm not even sure the economics make it feasible.

Good for us, of course.

 help



> pi with Claude is as good as (even better! given the obvious care to context management in pi) as Claude Code with Claude

And that’s out of the box. With how comically extensible pi is and how much control it gives you over every aspect of the pipeline, as soon as you start building extensions for your own, personal workflow, Claude Code legimitely feels like a trash app in comparison.

I don’t care what Anthropic does - I’ll keep using pi. If they think they need to ban me for that, then, oh well. I’ll just continue to keep using pi. Just no longer with Claude models.


As a Claude Code user looking for alternatives, I am very intrigued by this statement.

Can you please share good resources I can learn from to extend pi?


Pi has specific instructions to extend itself.

You can just tell it to create an extension to connect to any AI API provider and it'll most likely one or two-shot it for you.

IMO it's the most self-aware of all of the current harnesses.




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