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026 on a self-built cyber range, finding that each generation of models outperformed the previous one under a fixed token budget: in a 32-step enterprise cyberattack range, the average number of completed steps under a 10M token budget rose from 1.7 steps for GPT-4o to 9.8 steps for Opus 4.6. Raising inference compute from 10M to 100M tokens yielded gains of up to 59% with no plateau observed, and at current prices a single 100M token attempt with Opus 4.6 costs about 80 USD. In a 7-step industr

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The heise online article "The Limits of Local AI" compares the on-device AI capabilities of iPhone, Galaxy, Pixel and iPad: recording and real-time transcription in airplane mode is already possible on 2026 high-end models, but tasks such as conversation summarization and document translation still reveal which computations are done on the device and which are handed off to servers. Apple's Siri AI launches with iOS 27 on September 14, supports only English, will add five languages in October bu

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TinyFish released two technical guides: one defines a production-grade agent search architecture, and the other summarizes lessons from building a deep research system. The architecture is built on four web primitives—TinySearch, TinyFetch, TinyBrowser, and TinyAgent—and runs a seven-stage control loop around a foundation model, covering task definition, retrieval planning, tool routing, evidence evaluation, and failure retry. In OpenBenchmarks tests with a fixed gpt-5.6-sol model and 100 tasks,

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UK startup Cerebella has launched Cerebella Foundations, a self-guided program developed by cognitive neuroscientists to help women understand and maintain cognitive health during the menopause transition. The program is a structured course consisting of ten sessions over five weeks, each lasting about 25 to 30 minutes. A Cerebella survey of about 1,300 to 1,400 UK women found that brain fog is associated with reduced confidence, lower productivity and intention to leave work; in a study of more

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MSI has released the EdgeMesa N AI+ mini PC, with a volume of 1.3 liters, equipped with the NVIDIA RTX Spark N1X superchip and up to 128GB of LPDDR5X unified memory, with running 120B-parameter large models locally as its primary design goal. The chip integrates a 20-core Grace CPU and a Blackwell GPU with 6144 CUDA cores; the unified memory pool lets model weights and KV cache share the same physical memory. Referring to measured results from the DGX Spark on the same platform, generation speed

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A heise legal guide points out that recording and processing speech in Germany without the consent of all participants may simultaneously violate data protection law and Section 201 of the Criminal Code, the offense of "breach of the confidentiality of speech." Lawyer Jessica Flint advises obtaining permission from everyone present before recording, and preferably also explaining the intended use of the subsequent transcription. The article also discusses whether Apple Watch's Audio Intelligence

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World models learn physical correlations through video and 3D simulation, and predict the consequences of their own actions, rather than learning language only from text. Thomas Brox, Professor of Pattern Recognition and Image Processing at the University of Freiburg, points out that this concept has long existed in biology and neuroscience, but is still fairly new in computer science; AlphaGo's internal representation was limited to the board, whereas current world models attempt to learn from

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The Google AI Professional Certificate consists of 8 courses of about one hour each, extending from AI fundamentals to data analysis with Gemini, Google Sheets, and Canvas, and hands-on app building in Google AI Studio. The courses center on Gemini, with each module featuring a lab project; the earlier courses end with multiple-choice quizzes, while the app development portion uses open-ended, ungraded questions. The author recommends completing the courses within the Coursera trial period to av

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Microsoft announced the launch of its AI diagnostic system, Microsoft AI Diagnostic Orchestrator (MAI-DxO), which simulates a multidisciplinary expert consultation by orchestrating multiple AI agents. In an evaluation based on common cases from U.S. emergency departments using the MIMIC-IV-ED dataset, its diagnostic accuracy was 1.7 times that of human physicians; in a simulated evaluation based on complex cases from The New England Journal of Medicine, it achieved 83% accuracy, compared with 36

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OpenAI announced the full opening of the Decisions API built on GPT-6 Luna, aimed at questions with a limited set of answers, with response speeds up to 10 times faster than calling GPT-6 Luna through the Responses API. The API charges $0.10 per million input tokens, $0.01 per million cached input tokens, bills only for input tokens, and output tokens are free. Since the public beta, it has added native GPT-Live integration, prompt caching, and inference data residency support in the United Stat

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Photonics startup Mixx Technologies is betting on all-optical scale-up networks. Its first product, the SxC connector, can accommodate 64 fibers within a single connector, and the company claims it can arrange 1,000 fibers within 800mm2. The company has laid out a three-step roadmap of NPO optical engines, CPO, and optical circuit switches. Its first NPO module is targeted for launch in 2028 or 2029, and CPO products are expected to be released by the end of this decade. If Nvidia's Vera Rubin N

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Goldman Sachs economist Joseph Briggs estimates in a report that if AI ultimately raises productivity in the United States and other developed economies by 15%, up to 9% of workers could be displaced during the AI transition, with another 3% of employment affected by slower hiring, totaling about 1 in every 11 people. He points out that historically, the labor impact of automation has been limited when the economy is healthy and tends to accelerate during economic slowdowns, so AI-related layoff

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Microsoft AI has released the AI diagnostic system MAI-DxO and the step-by-step diagnostic benchmark SDBench, with the related results published in Science. On 304 complex NEJM cases, MAI-DxO achieved a diagnostic accuracy of 83%, compared with 36% for doctors with external reference materials and 22% without reference materials; on common emergency cases in MIMIC-IV-ED, MAI-DxO scored 80%, compared with 47% for doctors. The system selects examination items step by step through multi-round debat

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AWS demonstrated a solution for hosting the Kokoro-82M text-to-speech model on Amazon SageMaker AI that lets AI agents stream-synthesize speech immediately as each sentence is generated, so playback does not have to wait for the full response to finish generating. Kokoro-82M has only 82 million parameters and can run on a single ml.g5.xlarge GPU instance; the container provides two routes, POST /invocations and WS /invocations-bidirectional-stream. The article also explains how binary WebSocket

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Amazon Quick is a HIPAA-eligible service covering web, desktop, and mobile clients, and can be used to process PHI after signing an AWS BAA. Its chat agent can retrieve across unstructured data such as clinical notes and structured data such as claims and member records, and execute multi-step tasks through connectors including Slack, Microsoft Outlook, Salesforce, Jira, and SharePoint; it also supports connecting custom tools via MCP. HIPAA-eligible does not equal HIPAA compliant—users still ne

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l stays loaded on the GPU, and users only need to write the training loop in a local Python process, while GPU allocation, distributed execution, fault recovery, and checkpoint storage are handled by the service. The API is billed by tokens processed, and steps such as local reward computation do not count toward GPU time. The accompanying cookbook provides SFT and RL recipes; in the example, the GRPO loop for GPT-OSS 20B trains for 10 steps on GSM8K, raising held-out set accuracy from 56% to 75

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e their own training loops, including custom loss functions and reward signals, while SageMaker AI handles GPU allocation, distributed execution, fault recovery, and checkpoint storage. The feature supports SFT, DPO, RLVR, RLAIF, and multi-turn RL, with a choice of LoRA or full fine-tuning, and currently supports gpt-oss-20b, gemma-4-31B-it, Qwen3.6-27B, and Qwen3.8-27B. Billing is per token processed by SageMaker AI, billing stops when the reward function scores in the user's environment, and n

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The n8n blog reviews model hallucination detection methods in AI agent workflows, classifying hallucinations into four categories—factual, contextual, fabricated, and self-contradictory—and advocates layered detection rather than a single score. Specific techniques include DeepEval-based faithfulness and groundedness checks, self-consistency checks via multiple sampling comparisons, semantic entropy uncertainty estimation, external source verification, and routing by confidence thresholds with h

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