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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.
From image search to conversational characters, useful AI depends on matching hardware, model size and training data to the task—and meeting its response-time budget.
Part 2 of 2 follows inference engineering from distributing a model across GPUs to keeping video coherent, training for efficient serving, and preserving knowledge across requests.
Part 1 follows a long request through caching, speculative decoding and production serving, then examines quantization fidelity, meaningful speed comparisons and the constraints of local inference.
How Brex combines a small AI team with shared infrastructure—and handles the harder work of evaluation, institutional knowledge, and code ownership.
How Gemini turns a question into an adaptive investigation—and the model, interface, evaluation, and execution choices that make it useful.
Streaming data, reproducible experiments and persistent agents serve a common goal: shorten the path from a research idea to a trustworthy model improvement.
Jason Liu’s April 2024 conversation on turning model outputs into usable data, keeping libraries focused, and learning from experiments.
Intuitive prompt exploration, contested evaluations, open research, and the risks of agents that see only part of a task.
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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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