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Topics

Browse all briefings by topic.

Agent

89 briefings

  • One Token per Evidence Cuts Generation Cost 3-10x
  • Swap the Arm Without Retraining; VLMs See Both the Duck and the Rabbit
  • Streaming Hand-offs Make Multi-Agent Sharper, ZipSplat Splats With 1/6 the Gaussians

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Multimodal

87 briefings

  • Arbor Triples Research Gains; Environments Become the New Scaling Axis
  • DeepSeek V4 Cuts KV to 13.5%, Video Memory Runs 10x Faster
  • Swap the Arm Without Retraining; VLMs See Both the Duck and the Rabbit

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Evaluation

84 briefings

  • Arbor Triples Research Gains; Environments Become the New Scaling Axis
  • One Token per Evidence Cuts Generation Cost 3-10x
  • dots.tts Hits 54ms First Packet, SWE Agent Self-Evolves Past 50%

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Training

77 briefings

  • Arbor Triples Research Gains; Environments Become the New Scaling Axis
  • Video Models Stumble on Composite Edits, MoE Fails at the Router
  • Streaming Hand-offs Make Multi-Agent Sharper, ZipSplat Splats With 1/6 the Gaussians

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Image Gen

72 briefings

  • One Token per Evidence Cuts Generation Cost 3-10x
  • DeepSeek V4 Cuts KV to 13.5%, Video Memory Runs 10x Faster
  • Video Models Stumble on Composite Edits, MoE Fails at the Router

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Safety

69 briefings

  • Arbor Triples Research Gains; Environments Become the New Scaling Axis
  • One Token per Evidence Cuts Generation Cost 3-10x
  • DeepSeek V4 Cuts KV to 13.5%, Video Memory Runs 10x Faster

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Efficiency

60 briefings

  • One Token per Evidence Cuts Generation Cost 3-10x
  • DeepSeek V4 Cuts KV to 13.5%, Video Memory Runs 10x Faster
  • NVIDIA Packs Five Modalities Into One Set of Weights

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Architecture

58 briefings

  • Arbor Triples Research Gains; Environments Become the New Scaling Axis
  • One Token per Evidence Cuts Generation Cost 3-10x
  • Video Models Stumble on Composite Edits, MoE Fails at the Router

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AI for Science

56 briefings

  • DeepSeek V4 Cuts KV to 13.5%, Video Memory Runs 10x Faster
  • Video Models Stumble on Composite Edits, MoE Fails at the Router
  • dots.tts Hits 54ms First Packet, SWE Agent Self-Evolves Past 50%

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Robotics

51 briefings

  • Arbor Triples Research Gains; Environments Become the New Scaling Axis
  • One Token per Evidence Cuts Generation Cost 3-10x
  • A 4B Web Agent Catches Up to Closed CUAs on a Few Thousand Trajectories

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Reasoning

50 briefings

  • DeepSeek V4 Cuts KV to 13.5%, Video Memory Runs 10x Faster
  • dots.tts Hits 54ms First Packet, SWE Agent Self-Evolves Past 50%
  • NVIDIA Packs Five Modalities Into One Set of Weights

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Video Gen

49 briefings

  • Arbor Triples Research Gains; Environments Become the New Scaling Axis
  • One Token per Evidence Cuts Generation Cost 3-10x
  • dots.tts Hits 54ms First Packet, SWE Agent Self-Evolves Past 50%

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Retrieval

47 briefings

  • Move to See: Top Model Reaches the Target Just 12% of the Time
  • LoRA as a Ruler for Memory, Reversed Video as a Free Counterfactual
  • Vision Models Start Redesigning How They Output

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Interpretability

41 briefings

  • Streaming Hand-offs Make Multi-Agent Sharper, ZipSplat Splats With 1/6 the Gaussians
  • LoRA as a Ruler for Memory, Reversed Video as a Free Counterfactual
  • Agents Start Improving Themselves, and Reaching for Fewer Tools

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Code Intelligence

31 briefings

  • Vision Models Start Redesigning How They Output
  • $15 Per Paper, Healthcare Agents Cap at 28%
  • Soohak Caps Top Models at 30%

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