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Cohere has launched third-party open models in Model Vault and Model Vault Encrypted, allowing enterprises to run both Cohere's own models and open models such as DeepSeek V4.1 Flash, GLM 5.3 Flash, Gemma 4, GPT-OSS, and Phi on a fully managed encrypted inference platform. Model Vault applies zero data retention to prompts and outputs by default, while the Encrypted version uses confidential computing so that neither Cohere nor cloud providers can see the data. Model Vault is now available in th

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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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Sarvam AI has released Sarvam Prism, a System One decision model based on Sarvam 105B, which achieves an average score of 71.8 with a median response time of 44 ms on B200 GPUs, the highest score within 100 ms among the 25 decision models it tested. At confidence levels above 90%, the model's actual error rate is lower than expected: 2.2% versus 3.3% for English and 4.4% versus 5.4% for Indic languages, and it keeps its answers unchanged in a 2,000-question option-shuffling test. The weights are

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Li Wei, a professor at Cheung Kong Graduate School of Business, analyzes AI infrastructure financing risks, noting that Anthropic finalized approximately $42 billion in syndicated loans and about $18 billion in subordinated debt through the "Project Polaris," with Broadcom providing a guarantee and Blackstone contributing half of the funding. The article also uses Meta's Hyperion data center as an example, explaining that it moved $27 billion in debt off its balance sheet through an SPV, with a

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An AWS official blog post explains how to fine-tune a shopping agent on Amazon SageMaker AI using sequence-level knowledge distillation (SeqKD): using GLM-5.3 on Amazon Bedrock as the teacher model to generate trajectories, using the ShoppingBench scorer to retain only trajectories that solve the task, and then performing serverless SFT on the Qwen3.5-4B student model. On 324 held-out test questions, the distilled 4B student's average absolute success rate increased from 0.297 to 0.541, essentia

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The LMSYS blog introduces how HiCache is implemented in context parallelism, pipeline parallelism, speculative decoding, unified KV layout, and P/D disaggregation scenarios, with the core being to keep cache decisions consistent across ranks. The iFlytek Spark MaaS team used HiCache plus external storage to serve GLM-5.1/5.2 CodingPlan workloads, raising the cache hit rate from about 30% to 95% and reducing median TTFT to under 3 seconds. In CP sharding tests, the GPU token hit rate increased by

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Edge0 has released the open-weight voice cloning TTS model Audio8-TTS-Realistic, with 601M parameters, supporting 23 languages, with weights and code released under Apache 2.0. The model requires only 1 reference audio clip and its corresponding text for zero-shot voice cloning, and can also directly generate speech when no reference voice is available. Self-reported results show an average error rate of 4.86% on the CV3 nine-language benchmark, lower than Qwen3-TTS-1.7B's 7.73%, but it lags beh

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ut $17.1 billion, and its gross margin guidance dropped from 43% to 38%; its stock price plunged about 21% in after-hours trading on October 29. Anthropic filed for a Nasdaq IPO on October 26 (ticker ANT), with revenue of $16.286 billion in the first half of 2026, up about 1,300% year over year, and second-quarter operating profit of $974 million. The U.S. Department of Justice has opened inquiries into whether Nvidia's acquisition of Hugging Face for about $12.93 billion affects AI competition.

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On October 29, 2026, Cohere announced the first close of its Series E financing, targeting up to C$7 billion in funding at a corresponding valuation of C$35.7 billion, led by a company under Schwarz Group, with Bell Ventures, Bullhound Capital, and the Government of Canada joining as new investors. Cohere said this is the largest private financing for a Canadian tech company, and the funds will be used to advance its model and product roadmap, verticalized AI solutions for regulated industries,

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Fortinet has released the FortiGuard Inline AI Security Service, which through a cloud subscription enables FortiGate firewalls to inspect prompts, model responses, and MCP tool traffic in real time; the underlying engine is FortiAIGate, which integrates Virtue AI technology. The service can detect 35 categories of personally identifiable information and confidential data and supports alerting, blocking, or redaction, and also supports setting model permissions, budgets, and rate limits by organ

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Intel announced the acquisition of Israeli quantum software company Classiq for $2.3 billion, with the deal expected to close in the second half of next year. Classiq's platform uses AI natural language models and a Python-like language to help developers build quantum algorithms and applications, and already has more than 40 enterprise customers, including Comcast, AT&T, BMW, and Oak Ridge National Laboratory. Intel CTO Pushkar Ranade said the move will turn its 10-year-old quantum R&D team int

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AI inference is shifting from a one-off computational event to a continuous production workload, whose cost depends on traffic patterns, latency targets, model size, context length, and concurrency. The Stanford 2025 AI Index shows that the query price for GPT-3.5-level performance on MMLU fell from $20 per million tokens in November 2022 to $0.07 per million tokens for Gemini 1.5 Flash-8B in October 2024, a decline of more than 280x in about 18 months. But reasoning models and agents generate m

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A Yole Group report shows that in 2025 the global PCB industry's revenue was about US$88 billion, with an overall compound annual growth rate of 8.1%, but the AI-related segment's compound annual growth rate reached 45%–70%, while general-purpose boards were nearly stagnant. By 2031, circuit boards with 18 or more layers will grow at an annual rate of 15.7%, while 4–6 layer boards will grow at only 2.3%; servers and data centers' share of PCB demand has already risen from 16% in 2020 to 25%. Cop

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Mistral released the weights of its frontier open-source model Mistral Large 4 (ML4) on Hugging Face on Thursday; the model had only been available in preview three weeks earlier. Mistral calls ML4 "the world's best open-source agentic coding model," scoring 41% on Terminal-Bench 4.0, slightly above GLM-5.3's 40%, and says it uses an average of 47% fewer tokens per task than GLM-5.3; it scored 79% on the CyberGym E2E defensive cybersecurity test, compared with 29% for GLM-5.3. Mistral Vice Presi

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Nvidia has invested $3 billion in Meta's Muse agent and the Muse series models, and the two sides announced that the Muse models (Wonder and Wonder Full) and the agent will run on Nvidia infrastructure. Meta plans to expand its deployment of Nvidia hardware, including using Vera Rubin and Vera CPU for next-generation AI agents, and the two sides are also exploring using Nvidia's OpenShell reference architecture for agent security. Meta's consumer-grade Muse agent has reached 10.9 million downloa

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