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Part 2 follows tiny image perturbations, tokens that provide working space, selective training data, and cheaper context extension—ending with the distinction between a larger window and the ability to use it.
Part 2 moves from the experiments academia can afford to run into SWE-Bench, contamination detection, and GAIA’s tests of everyday assistance.
Part 3 of 4 moves from the limits of longer context to synthetic-data selection, adaptive KV caches and distributed training, then follows Sasha Rush’s tutorial on recurrent models for language and diffusion.
Part 4 follows stepwise reasoning feedback into deployment safety, browser automation, and multi-agent software development, then closes with the reversal curse: why learning a fact in one direction may not teach its reverse.
Researcher working on reinforcement learning, cognitive maps, and the evaluation and design of planning systems built with language models.
Sequence-to-sequence researcher, founding OpenAI research director, and cofounder and CEO of Safe Superintelligence Inc.
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A conversation with Greg Brockman about OpenAI’s path to AGI, alongside our analysis of GPT-5, Codex, and the shift to agentic coding.
Thariq Shihipar on Claude Code’s next era: prompts, harnesses, plugins, and agents—and what it takes to keep pace with the frontier.
Marc Andreessen on the future of the browser, Pi and OpenClaw, and why this wave of AI feels different.
Priscilla Chan and Mark Zuckerberg on Biohub’s plans for frontier AI and virtual biology, and the ambition to cure or prevent disease.
Anima Anandkumar on modeling the physical world, from weather to fusion reactors, and why physics needs more than language models.
John Platt on automating science, tackling climate change, and how the next generation can contribute in the age of AI.
Anthropic brings interactive apps into Claude with an open MCP standard for richer AI interfaces.
What Sam Altman’s town hall reveals about building startups in the age of AI.
Moonshot’s multimodal model brings competitive coding, native image and video understanding, and parallel agents.
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