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@NVIDIAAI

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Mar 3, 2026

Code-as-Action and High-Velocity Agents

Description

  • Inference Speed Breakthroughs Mercury 2's 1,000 tokens-per-second capability is shifting the bottleneck from model latency to complex orchestration and reasoning depth.
  • Execution-First Architecture The rise of 'code-as-action' via frameworks like smolagents and Claude Code marks the end of the 'JSON tax' in favor of direct Python and terminal execution.
  • Infrastructure and Ethics As OpenAI pivots toward defense contracts and AWS regions face physical outages, practitioners are weighing 'Ethics Alpha' against the reliability of local Qwen 3.5 deployments.
  • Physical and Edge Expansion Agentic reasoning is hitting $300 edge devices and robotics through the LeRobot initiative, signaling the arrival of the 'ImageNet moment' for autonomous systems.

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AMDAWSAlibaba CloudAlibaba QwenAnthropicDeepSeek+82 more
341 time saved2689 sources18 min read

Dec 11, 2025

Gemma 2 Ignites Open-Source Race

Description

It’s an incredible time to be a builder. The biggest story this week is the explosion of powerful, open-source models, led by Google's new Gemma 2, which is already going head-to-head with Llama 3. But it doesn't stop there. Microsoft dropped Phi-3-vision, Databricks unleashed DBRX Instruct, and Apple entered the fray with OpenELM, giving developers specialized tools for everything from on-device processing to complex reasoning. This open-source renaissance is happening alongside intriguing developments in the closed-source world, with rumors of a smaller, faster GPT-4o Mini and Meta's impressive multi-modal Chameleon model. At the same time, real-world tests on agents like Devin and cautionary tales on API costs remind us of the practical hurdles still ahead. For developers, this Cambrian explosion of models means more choice, more power, and more opportunity to build the next generation of AI applications.

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AnthropicAppleArize AIBAAIBytedanceCognition AI+100 more
1570 time saved524 sources20 min read