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Sequoia Capital · 132.3K views

Sutton, Javed Launch Oak Lab to Replace Frozen LLM Architectures

Oak Lab co-founders Rich Sutton and Khurram Javed argue that static LLMs hit a wall on finite internet data, advocating instead for continual learning algorithms that continuously update model parameters from real-world experience.

Sequoia Capital · 74.2K views

LangChain's Chase Urges Custom AI Harnesses for Niche Tasks

Building a custom agent harness is necessary when tasks diverge from standard model training distributions, though core components like file-editing primitives must still align with provider-specific reinforcement learning patterns.

Sequoia Capital · 38.6K views

Anthropic Rejects AI Walled Gardens to Push Industry Standards

Anthropic is betting its AI ecosystem strategy on open protocols like MCP and modular execution harnesses, arguing that long-term enterprise adoption depends on standardized interoperability rather than closed vertical stacks.

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