INNOVATION - AI Dynamics

AI System Optimizes Blackwell 200 GPUs Achieving 2x Speedups

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14 April 2026 21h33

The system learned to optimize Blackwell 200 GPUs from scratch, independently arriving at distinct optimization strategies across a long-tail of kernel problems. It outperformed baselines on 63% of problems and delivered more than 2x speedups on 19% of them.

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14 April 2026

Multi-Agent System Optimizes CUDA Kernels for GPU Efficiency

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@cursor_ai

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14 April 2026 21h33

The multi-agent system delivered optimizations that typically take experienced kernel engineers months or years. CUDA kernels are the core software supporting model training and inference. Faster kernels mean better GPU utilization and cheaper token costs.

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14 April 2026

Multi-Agent Architectures Excel Beyond Training Data Distribution

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@cursor_ai

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14 April 2026 21h33

We see this as further validation that multi-agent architectures excel at novel problems outside training data distribution. These techniques will soon inform Cursor's core product.

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14 April 2026

Multi-Agent System Achieves 38% CUDA Kernel Speedup

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@cursor_ai

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14 April 2026 21h33

We've been developing a multi-agent system that builds and maintains complex software autonomously. Recently, we partnered with NVIDIA to apply it to optimizing CUDA kernels. In 3 weeks, it delivered a 38% geomean speedup across 235 problems.

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14 April 2026

Robots Transform Kitchen: Automation and Culinary Innovation

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@ronald_vanloon

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14 April 2026 21h23

#Robots Take Over the Kitchen: #Automation Meets Cooking
by @lukas_m_ziegler #Robotics #EmergingTech #Technology #Innovation #TechForGood pic.twitter.com/BbBTx2uun4
— Ronald van Loon (@Ronald_vanLoon) 14 avril 2026

#Robots Take Over the Kitchen: #Automation Meets Cooking
by @lukas_m_ziegler #Robotics #EmergingTech #Technology #Innovation #TechForGood

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14 April 2026

80s Expert Knowledge Input vs 2020s Data Labeling Efficiency

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@pmddomingos

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14 April 2026 21h21

In the 80s they paid experts to input their knowledge into AI. In the 2020s we do the same, except it’s much less efficient because the input is in the form of labeling data.

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14 April 2026

DeepSqueak Upgrade: AI Audio Analysis Tool Enhancement

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@character_ai

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14 April 2026 21h19

…and wait, did we tell you we're also working on DeepSqueak upgrade?

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14 April 2026

PipSqueak 2 AI Agent Update Enhances Memory and Expression

By

@character_ai

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14 April 2026 21h19

PipSqueak 2 just entered the chat ･:*｡･:*三ᘛ⁠⁐̤⁠ᕐ⁠ᐷ better memory, more expressive, and less repetitive.
PSQ2 lets your Character stay in character more reliably c.ai+ members will have early access starting today, with all free users getting access in early May!
go

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14 April 2026