Inference Optimization

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NVIDIA OpenAI Together AI The New Stack Hugging Face MarkTechPost

Tuesday, 2 June 2026

Serving MiniMax-M3 for efficient inference: Unlocking 1M-Token Context and Multimodality Without Regrets

Together AI 4 months ago 29

Together AI partnered with MiniMax to serve the M3 model efficiently, implementing custom kernel optimizations including sparse attention and paged attention integration. The optimizations achieved 81-125% throughput improvements across different concurrency levels on NVIDIA B200 hardware. This infrastructure enables production deployment of M3's 1M-token context window and multimodal capabilities at scale.

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Inference Optimization

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TLDRocket 18 October 2026

The day’s biggest thread wasn’t better models—it was better fences. U.S. banks and brokerages are increasingly blocking outside AI agents from logging into customer accounts and moving money, with Charles Schwab reporting agents are stopped “in the tens and twenties each week.” Schwab’s workaround is telling: outside agents may view balances and run analyses, but transaction access is tightened via Schwab’s own MCP servers, pushing transfers back toward in-house assistants or human approval. That sits alongside new legal pressure too—at least eight states sued OpenAI, alleging ChatGPT helps “cyberhacking agents” and harms children while deceiving adults, with OpenAI saying it will keep improving child safety and reviewing misaligned models.

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Inference Optimization

Key players

Tuesday, 2 June 2026

Serving MiniMax-M3 for efficient inference: Unlocking 1M-Token Context and Multimodality Without Regrets

Every AI story that matters, in your inbox by 8am.

Every AI story that matters,
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