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On October 28, Google released Gemini 4 Carbon, which topped the Artificial Analysis Intelligence Index v5.0 with a score of 59, surpassing Claude Opus 5.5's 58 and GPT-6 Astra's 57 to reclaim first place. The model is currently available only to a small number of cybersecurity defense personnel; when asked when ordinary developers and enterprises will be able to use it, officials responded only with "as soon as possible." On the GraphWalks ultra-long-context test, Carbon achieved 96.2% F1, far

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Kimi released K3.1 Pro on October 24, cutting the API input price from 20 yuan to 13 yuan per million tokens and the output price from 100 yuan to 68 yuan, but users questioned the cost-effectiveness due to rapid token consumption; on October 26, the company apologized, compensated quotas, and adjusted the model configuration. The author used a Pro subscription account to test five creative tasks, which consumed a total of about 25.48% of the monthly quota, with "The Peach Blossom Spring" at 6.9

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Alphabet's third-quarter revenue rose 25% year-over-year to $127.58 billion, while net profit fell 25% year-over-year to $26.17 billion, free cash flow was negative more than $9 billion, and the stock fell nearly 10% in after-hours trading. Capital expenditures of $51.4 billion were mostly directed toward AI infrastructure, and CFO Anat Ashkenazi maintained the full-year 2026 capital expenditure range of $195 billion to $205 billion unchanged. Hours before the earnings release, Google launched G

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Intel reported third-quarter 2026 revenue of $16.5 billion and earnings per share of 52 cents, beating expectations, but its fourth-quarter revenue guidance of $15 billion to $16 billion fell short of the market's expectation of about $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

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The latest earnings reports from the three cloud providers Microsoft, Google, and Amazon show cloud businesses accelerating across the board: AWS third-quarter revenue was $45.98 billion, up 39.3% year over year; Azure posted $33.165 billion for the quarter, up 48%; Google Cloud revenue was $30.71 billion, more than doubling year over year; and their backlogs reached $578 billion, $677 billion, and $561 billion, respectively. Over the same period, all three posted negative free cash flow: Amazon

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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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On October 29, 2026, OpenAI announced an expanded multi-layer misalignment behavior monitoring system covering training, evaluation, and internal use, and, after modifications, extended to external deployment. The system monitors every reinforcement learning run and evaluation for models at least as capable as GPT-6 Astra, with a four-layer architecture that escalates step by step from activation probes to safety and alignment investigation agents. In independent red team testing conducted by ME

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Unite.AI, reviewing multiple studies, points out that when LLM agents make errors they often still return fluent answers and success status codes, making them hard for conventional monitoring to detect. A prompt-format experiment at ICLR 2024 showed that merely changing delimiters, spaces, and capitalization caused LLaMA-2-13B's accuracy on the same task to fluctuate by as much as 76 percentage points; in τ-bench, a GPT-4o agent solved about 61% of retail tasks in a single attempt, but the propo

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Mintive has completed a new $7 million funding round led by Cowboy Ventures, bringing total funding to $11 million. The company says it currently handles 2.5 million agent calls per day, serves more than 50 paying enterprise customers, and has processed over 200 million cumulative calls in seven months. Its platform assigns each agent an independent identity, scoped permissions, and traceable operation records; underlying service credentials remain within the gateway, agents access tools through

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On October 29, 2026, Coveo announced the acquisition of Anglera, a San Francisco-based startup backed by Y Combinator, folding the latter's AI agent-powered product data enrichment platform into the Coveo Commerce product line. The transaction amount was not disclosed. Anglera extracts product attributes from sources such as manufacturer specifications, PDFs, and images; each enriched value comes with citations and a confidence score, uncertain values are routed to human review, and it syncs bid

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Dapeng officially launched the enterprise-grade VR headset P1 PRO MAX Eye-Tracking Edition, adding eye tracking to its existing VR capabilities. It supports recording data such as the user's gaze position, with an eye-tracking sampling rate of 120–200Hz and tracking accuracy controlled within 1°. The device targets visual training, scientific research experiments, and gaze interaction development, and offers supporting software customization that can organize interaction tasks, data recording, a

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On October 29, Akamai released beta versions of two products, Akamai Inference and Akamai Agent Sandbox, allowing users to run AI models on Akamai Cloud and securely execute code generated by AI agents. Akamai Inference supports 12 open-weight models, including OpenAI's gpt-oss-120b, Google's Gemma 4, and Nvidia's Nemotron 3 Ultra, and provides an OpenAI-compatible API. Agent Sandbox is based on WebAssembly isolation technology and restricts code access to computing resources, network connection

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Alphabet announced its Q3 2026 earnings: revenue of $127.6 billion came in below analysts' expectations of $128.2 billion, while Google Cloud revenue grew 103% year-over-year to $30.71 billion. Net profit fell about 25% year-over-year to $26.17 billion, and free cash flow was negative $9.07 billion, further deteriorating from negative $5.9 billion in the previous quarter, with shares falling nearly 10% after hours. CFO Anat Ashkenazi said capital expenditures will increase significantly in 2027

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Sarvam AI's Indus Cowork, launched on October 28 by Chief Minister Devendra Fadnavis, is being deployed to 2,500 government officials in Maharashtra for drafting documents, analyzing reports, summarizing files and retrieving government records. The state approved Sarvam's sovereign AI proposal in August with a two-year budget of 1.126 billion rupees; besides Indus Cowork, it also includes Samvaad, a voice and WhatsApp system for citizen communication, and connects the Saaras speech recognition a

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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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Starting October 28, 2026, OpenAI will provide eligible ChatGPT Pro and Business subscribers with up to $500 per month in API credits, usable for app and agent development. Pro's three monthly price tiers of $100, $200, and $500 correspond to credits of the same amount; Business accumulates at $20 per month per Standard seat and $100 per month per Premium seat, with a workspace-wide cap of $500. Annual Business plans receive up to $6,000 in credits for the full year at once, initially prorated b

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Ottawa-based Solink has announced the completion of over $100 million in new funding, led by Vertu Capital with participation from Goldman Sachs Alternatives' Growth Equity, among others. The funds will be used to accelerate its AI Vision Intelligence deployment. Its platform transforms existing security cameras into real-time business intelligence, covering more than 35,000 customer sites across 65 countries and managing 500,000 camera feeds. Solink previously completed a $60 million Series C f

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Researchers from the Hebrew University and other institutions have developed BBERT, which can identify bacterial sequences in DNA fragments as short as 100 bases, achieving about 90% accuracy in distinguishing bacterial from non-bacterial DNA in benchmark tests. The model is based on BERT and learns the context of nucleotide sequences, achieving about 88% accuracy in identifying protein-coding fragments and about 96% accuracy in determining reading frames. In simulated mixed samples, filtering w

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The New Stack published an article discussing how to safely take over work after an AI agent crashes: before dispatching a refund, the application first writes the amount, authorization, idempotency key, and status to transactional storage, and the replacement agent inherits the original operation rather than re-reasoning. The article points out that durable execution frameworks such as LangGraph and Temporal can restore progress, but cannot determine whether the payer has already submitted the

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