2. Recursive Language Models Recursive Language Models (RLMs) are a general inference strategy that allows LLMs to process arbitrarily long prompts by treating them as part of an external environment.
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Scaling Compute Limits: Sara Hooker Challenges AI Growth Assumptions
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1. On the Slow Death of Scaling This essay by Sara Hooker challenges the decade-long assumption that scaling compute always leads to better AI performance.
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Top AI Research Papers: Agents, LLMs, and Scaling Evolution
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The Top AI Papers of the Week (January 5-11) – GDPO
– SWE-EVO
– Deep Delta Learning
– Confucius Code Agent
– Recursive Language Models
– On the Slow Death of Scaling
– Adversarial Program Evolution with LLMs Read on for more: -
Single Agent Skills vs Multi-Agent Systems Efficiency
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Can a single agent with skills replace multi-agent systems? Multi-agent systems work well for complex reasoning where specialized agents collaborate through explicit communication. But this incurs substantial computational overhead in tokens and latency. This new research
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Learn to Build Effective AI Agents in Academy
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Learn to build effective AI agents in our academy: https://
dair-ai.thinkific.com Paper: -
LLM-enabled Multi-Agent Systems Survey for AI Developers
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LLM-enabled Multi-Agent Systems Nice little survey on the progress in multi-agent systems. Great resources for AI devs to catch up on agents.
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Agent Drift: The Hidden Failure Mode in Multi-Agent LLM Systems
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Few know of the agent drift problem in multi-agent systems. But it is one of the most common failure modes in multi-agent LLM systems. The more agents interact with each other, the worse they get. Not because individual models are weak. Because it's typical that something
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Memory Systems for Long-Horizon Coding Agent Reasoning
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On building memory systems for long-horizon reasoning tasks. This is a really important topic, especially for improving coding agents like Claude Code. Current Memory-Augmented Generation approaches rely on semantic similarity over monolithic memory stores. Everything gets
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Build Effective AI Agents in DAIR-AI Academy
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Learn to build effective AI agents in our academy: https://
dair-ai.thinkific.com
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The Path Ahead for Agentic AI
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The Path Ahead for Agentic AI Great concise recap on the challenges and opportunities around agentic AI.