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Redpoint's InfraRed report argues that AI value is shifting from thin application wrappers into infrastructure: post-training, inference, agents, security, sandboxes, observability, and compute.
Language Models Need Sleep argues that long-context systems may require offline consolidation time, not merely larger memory, to reason over context they can no longer attend to. The analogy motivates architectures that compress experience between active reasoning cycles.
Cheaper code generation does not guarantee better products; durable gains depend on maintainable interfaces, parallel orchestration, measurable feedback loops, and attention systems that convert abundant output into coherent, useful progress.
A legal history argues that AI authorship is not a new copyright problem but the latest form of mediated authorship. Earlier disputes over photography and mechanical creation reveal recurring legal tests for control and originality.
Polar shows how to train coding agents through the harnesses they already use instead of rebuilding those environments for reinforcement learning. The approach preserves realistic tools and feedback while making training operationally tractable.
Epicure shows how ingredient embeddings can become navigable tools for cooking, menu design, and food AI. The system turns flavor relationships into controllable dimensions for substitution, exploration, menu planning, and creative composition rather than returning another opaque ranking.
Aidan Gomez co-authored “Attention Is All You Need,” introducing the Transformer architecture, then founded Cohere to bring efficient, private language models to enterprises. His perspective tests architectural limits and prizes practical utility over pursuing artificial general intelligence.
Alan Kay helped define personal computing through graphical interfaces and object-oriented programming at Xerox PARC, while his Dynabook anticipated laptops and tablets. His work asks whether system architecture and human learning have yet delivered computing’s real revolution.