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The companion course includes functional LLM training code.

He argues protecting models ignores the broader infrastructure economy.
Newer models like Claude Fable require fewer prompt constraints.
He argues this shifts market margins to physical infrastructure.
GPT-OSS development was delayed to ensure robust safety guardrails.
The change allows readers to reproduce LLaMA-3-8B log-probabilities.
The model renders dense multi-panel layouts from detailed text.

The White House is split on crackdowns against Chinese AI

The study optimizes compute splits between pretraining and RL.
He argues poor output reflects user approach, not model limits.
Frontier lab dominance threatens early-stage startup investments.
Nick Dobos says this opens a massive dev-tool market
Treasury Secretary Bessent threatened sanctions against foreign AI models.
It uses Monte Carlo Tree Search to switch models.
Shah also predicts space-hardy AI will colonize the universe
This enables continuous updates without waiting for full retraining.