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Daily bookmarks: relevant news, facts and discoveries.

Engineering

URM explores recurrence and nonlinearity

A post dated December 29, 2025 describes research attributing Universal Transformers’ reasoning gains to recurrent inductive bias and strong nonlinearity. The proposed URM adds local token mixing and truncated backpropagation in recurrent loops.

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Engineering

Stop hooks for keeping agents running

Published on December 27, 2025, this bookmark describes a plugin using a stop hook to ask an agent to continue after it stops. The approach may help orchestrate longer agent tasks.

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Engineering

Self-play trains agents to insert and fix bugs

Published on December 26, 2025, the summary presents Self-play SWE-RL: a method for training a coding agent to insert and fix bugs in real repositories, without natural-language problem descriptions or human-labeled issues.

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Engineering

Intel 64 and IA-32 manuals: architecture reference

Published on December 25, 2025, this entry highlights Intel's official manuals on the Intel 64 and IA-32 architecture and programming environment, as a primary reference for engineers working on architecture and low-level programming.

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Engineering

Agent-R1: modular training for LLM agents

Published on December 24, 2025, this summary presents Agent-R1, an end-to-end reinforcement learning framework for training LLM agents in multi-turn interactions with tools and environments.

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