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In addition to its existing global and US-based inference options, Amazon Bedrock has added an in-India inference option: when calling in.moonshotai.kimi-k3, requests are processed only in the Mumbai and Hyderabad Regions, meeting strict data residency requirements. Ultrahuman already uses this model in production, leveraging prompt caching to reduce LLM costs by 80% and speed up multi-turn conversations by 85%. The article also provides sample OCR code that uses Kimi K3 to directly read scanned

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AWS partner Cartesia provides voice models on AWS based on State Space Models (SSMs) with first-byte latency under 100ms: Sonic text-to-speech produces its first audio in about 90ms, supports more than 44 languages and voice cloning from 10-second audio samples, and Ink speech-to-text supports native turn detection and streaming transcription. SSMs achieve native streaming inference through fixed-size hidden states and token-by-token processing, avoiding the latency that comes from Transformers

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In its ICML 2026 blog, LG AI Research points out that tabular foundation models such as TabPFN suffer from label shift: among 253 OpenML datasets, about 85% (214) are class-imbalanced, and in extreme cases 98.3% of test samples are predicted as the majority class, with minority-class recall nearly collapsing. The team proposes DistPFN, which at inference time multiplies predicted probabilities by a correction factor based on relative training class proportions, without changing the architecture,

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NVIDIA has released the Cosmos Framework and Cosmos NIM for physical AI. The former provides modular tools and agent skills for training, reinforcement learning, optimization, and inference, while the latter provides accelerated inference services in container form. The Cosmos 3 Nano simulation recipe can generate synchronized camera video and LiDAR observations from released checkpoints, covering autonomous driving, robotics, and surgical scenarios. NIM uses quantization, speculative decoding,

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In October, Google launched its frontier reasoning model Gemini 4 Argon globally, covering Google AI Studio, the Gemini API, Google Cloud, Search, and the Gemini app. Two weeks later, it announced Gemini 4 Carbon, focused on long-horizon engineering and cybersecurity defense, which is currently undergoing pre-release testing with the U.S. government and select trusted cybersecurity parties through the Fairwind Program. In the same period, it released Genie 4, a real-time interactive world model

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Apple proposes an online reinforcement learning framework that directly trains a UI navigation agent on real iOS applications, splitting the agent into a Planning agent and a UI Grounding model, and uses an LLM-as-a-Judge to provide step-level dense rewards and task-completion terminal rewards, optimizing with PPO plus step-level advantage estimation. Its 8B agent achieves nearly a 7x improvement over the SFT baseline when generalizing out-of-distribution to the Android environment, and on real

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