Meta's new MTIA 400 chip has a split personality: Training AI and serving ads

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Faster than Blackwell, but still no replacement for AMD or Nvidia ... yet

If you’re going to build a custom AI accelerator, inference is a good place to start. The clusters are smaller, the chips can be simpler, and at the end of the day they only need to do one thing: serve tokens. OpenAI’s spicy new Jalapeño inference chips are just the latest example.

Social media magnate Meta is bucking this trend. Its first proper generative AI accelerator, the MTIA 400 — short for Meta Training and Inference Accelerator — is aimed squarely at LLM training.

The Facebook parent is no stranger to custom silicon. But, much like Amazon and Google, its first AI accelerators weren’t built to run AI chatbots or train generative AI models. They were built to serve ads.

The MTIA 400, teasedearlier this year and detailed at the annual Hot Chips semiconductor development conference...

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Orlando, Florida, United States, October 20th, 2026, CyberNewswire Industrial Defender Unifies Endpoint Intelligence and Network Monitoring for CIP-015, Adds Risk Signal to Turn Findings into Prioritized Patch Plans New internal network security monitoring correlates every anomaly with deep asset intelligence; Risk Signal converts findings into verified remediation CompareSecurity Industrial Defender,

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'How do you know what's real?': US utilities are making AI data centers prove they exist before handing over power connections — as 50% of planned buildouts are currently being delayed, stalled, or canceled

* US data center developers have requested 1,066GW of grid connections, but Wood Mackenzie expects utilities to commit to only about 28% * Utilities are demanding collateral, longer contracts, and study fees; Exelon's high-probability load fell from a whopping 18GW to 11GW once it insisted on the former * Because