New research on Self-Evolving AI Agents. Really interesting benchmark for evaluating a critical but overlooked capability: can LLMs create reusable tools from scratch, not just use existing ones? Tool-Genesis tests whether models can infer interfaces, generate schemas, and
@dair_ai
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Free AI Agents Course: Learn Text and Audio Models
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Excited to announce our first text + audio AI course. Searching for a solid entry point to learn about AI agents? Look no further. FREE for everyone. Enroll now!
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Scaling Agent Memory for Long-Horizon Tasks Research
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New research on scaling agent memory for long-horizon tasks.
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Databricks KARL: Multi-Task RL for Enterprise Search Agents
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New research from Databricks. It's about training enterprise search agents via RL. KARL introduces a multi-task RL approach where agents are trained across heterogeneous search behaviors, constraint-driven entity search, cross-document synthesis, and tabular reasoning. It
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Building Coding Agents for Terminal: Key Lessons
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Nice paper on lessons around building coding agents for the terminal.
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Top AI Papers of the Week: Agents, LLMs and Theory
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The Top AI Papers of the Week (March 1 – March 8) – NeuroSkill
– ParamMem
– Numina-Lean-Agent
– Bayesian Teaching for LLMs
– Auton Agentic AI Framework
– Theory of Mind in Multi-Agent LLMs
– Why LLMs Form Geometric Representations Read on for more: -
FlashAttention-4 Achieves 2.7x Speedup on Blackwell GPUs
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New research: FlashAttention-4 FlashAttention-4 achieves up to 1.3x speedup over cuDNN 9.13 and 2.7x over Triton on B200 GPUs with BF16. FlashAttention-4 co-designs algorithms and kernel pipelines for Blackwell GPUs, where tensor core throughput doubles but memory bandwidth and
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Automatic Harness Synthesis for LLM Agents Research
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New research on automatic harness synthesis for LLM agents. Great read if you are engineering your own agent harness. The agent harness is the scaffolding that lets an agent interact with its environment: tools, code execution, file systems, APIs. Building a good harness is
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Top AI Research Papers: GLM-5, Agents, and Context Management
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The Top AI Papers of the Week (February 16-22) – GLM-5
– SkillsBench
– MemoryArena
– Team of Thoughts
– AI Delegation Framework
– Lossless Context Management Read on for more: -
Meta’s PAHF Framework Personalizes AI Agents Through Human Feedback
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New research from Meta. AI agents are powerful but generic. Personalized agents are on the rise, but hard to get right. This new research introduces PAHF (Personalized Agents from Human Feedback), a framework that teaches agents to learn and adapt to individual user