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Open source and agentic systems.

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I gave Pi one tool

I turned code mode into a programmable Pi extension. Then it used itself to build most of the runtime.

Bill the invocation, not the hour

AI agents broke the timesheet. I built a billing model around completed work instead.

Recursive language models and the deterministic turn in agentic systems

From event streams to state observations: why the future of LLM memory looks like Kubernetes status fields.

Feedback loops in agentic AI development

Agents are LLMs in a for loop. AGI is just agents in a for-loop.

The spectrum of developer-LLM collaboration

From autocomplete to autonomous agents