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Building intelligent agent systems, LLMs, and AI architectures
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The Protocol Firm
Published: at 05:00 PMAI makes more intelligence available to the firm, allowing execution capacity to grow without a proportional increase in human effort at the point of execution. The Protocol Firm asks how delegated authority remains governable, testable and open to correction.
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celld: Durable Objects, Unbundled
Published: at 11:00 AMcelld, a new open-source project from Deno, reimplements Cloudflare's Durable Objects model on infrastructure you own — and it's a good lens for asking what should actually own an AI agent's state.
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Why Agents Make Good Actors
Published: at 11:00 AMAI agents are stateful, long-running, and mostly idle. That's not a quirk — it's a specification. The actor model was built for exactly this shape of work.
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Designing environments for RL
Published: at 11:00 AMMost RL writing is about algorithms. In practice, environment design — the state, action, and reward decisions that sit between your system and the algorithm — is where projects succeed or fail. This is the part that almost never gets covered.