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Part 13 of the Reinforcement Learning course is available now.
Here, we look at what actual AI labs and companies are actually doing with everything we learned across twelve chapters.
Read Part 1...
The agent loop inside Claude Code is nothing special. It sends the model a task, runs whatever tools the model requests, feeds the results back, and repeats until there’s a final answer.
Anyone can write that loop in thirty lines. But a ba...
When Claude Opus 4.8 shipped on May 28, it was the most capable model available to the public.
Yesterday, Moonshot AI released Kimi K3, and it beats Opus 4.8 at max effort on four of five...
Coding agents collapsed the cost of writing code, but validation capacity stayed as is. Tests still encode only the failure modes someone anticipated, and staging still cannot reprod...
Inference bills climb with every new agent and every extra call. So in production, teams prefer to load the repetitive steps onto small task-specific models to bring the cost back down.
The move is correct, but using SLMs alone doesn’t imp...
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