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The End of Finetuning: Reusing Capabilities Without Erasing Them

Jeremy Howard’s case for accessible deep learning leads to a harder question: how can a language model learn a specialization while retaining its broader abilities?

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The Four AI Wars: From Frontier Models to Deployable Systems — Part 1 of 3

Part 1 of this 2024 Latent Space recap follows the path from AI investment to useful systems: stronger models, synthetic data, cheaper inference, local execution and multimodal applications.

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The Four AI Wars: From GPU Wealth to Useful Work — Part 1 of 3

Part 1 of 3 follows an early-2024 debate over compute, data, model competition and reliable agents, ending with how faster inference could change the applications worth building.

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The Four Wars of the AI Stack

Latent Space’s December 2023 recap follows the competition over training data, inference economics, multimodal products, and application tooling—then turns to coding agents and personal-context hardware.

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The GPU Is Only as Useful as the System Feeding It

AI economics, inference bandwidth and chip design in Latent Space’s November 2023 conversation with Dylan Patel—ending with the question of whether training can escape a single data center.

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The Lab as a Learning System — Part 2 of 3

Part 2 of 3 follows Lila Sciences from improving drug-development odds to connecting instruments, shortening experimental cycles, and training scientific models—then asks where simulation still falls short.

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The Point of LangChain: Context, Control, and Debugging

From a bot over Notion and Slack to SQL agents and application traces, LangChain addresses the work surrounding a model call.

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The RLVR Revolution: From Checking Answers to Training Agents

Tulu’s practical post-training recipe leads to harder questions: how models learn to use tools, choose plans, recognize success, and remain useful as rewards become more complex.

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The Self-Driving Lab: Turning Alloy Predictions into Experimental Knowledge

Radical AI connects hypothesis generation, robotic experiments and scientific judgment. The next challenge is carrying that feedback loop into manufacturing.

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The Ultimate Guide to Prompting: From Examples to Engineered Systems

How examples, reasoning, automated optimization, and adversarial testing shape the behavior of language models—and where prompting becomes systems engineering.

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The Utility of Interpretability — Part 1 of 3

Circuit tracing turns a model’s next-token prediction into a testable account of intermediate computation. Part 1 follows the tools, their limits, and the case for understanding models before relying on them.

Writeup · Date unavailable
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The Utility of Interpretability, Part 2 of 3: From Copying to Hidden Plans

Circuit tracing connects internal features to model outputs, then tests those connections by changing them. Part 2 explores shared concepts, advance planning and misleading explanations before turning to the tools’ limits and the trade-offs of publishing them.

Writeup · Date unavailable
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