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End-to-End Amazon Bedrock Cost Management: A Practical Handbook for FinOps and Platform Teams
AWS presents a five-step closed loop for managing Amazon Bedrock costs: attribute by IAM principal, record request observability, control spending with budget alerts and hard blocks, optimize platform defaults such as model routing and caching, and review on a regular cadence. Amazon Bedrock now supports automatically attributing inference costs to the IAM principal that initiated the call, with the caller ARN written to the line_item_iam_principal column in CUR 2.0, covering IAM users, roles, federated identities, and API keys. In shared gateway scenarios, role session names and session tags can be set per user, credentials are cached for up to 1 hour, and attribution by user and tenant is restored.
AWS presents a five-step closed loop for managing Amazon Bedrock costs: attribute by IAM principal, record request observability, control spending with budget alerts and hard blocks, optimize platform defaults such as model routing and caching, and review on a regular cadence. Amazon Bedrock now supports automatically attributing inference costs to the IAM principal that initiated the call, with the caller ARN written to the line item iam principal column in CUR 2.0, covering IAM users, roles, f
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Anthropic Residency Now Accepting Applications: For Senior Technical Leaders
Anthropic Residency is now accepting applications, targeting senior technical talent such as professors, technical founders, or staff-level engineers, offering paid research positions lasting 6 weeks to 6 months, with an annual salary equivalent of $350,000 to $500,000, and applications close on November 22, 2026. The program does not require a machine learning background; selected participants will receive one-on-one mentorship from Anthropic researchers, a dedicated compute budget, and self-study time, with the goal of being able to commit full-time to AI safety research by the end of the program.
Anthropic Residency is now accepting applications, targeting senior technical talent such as professors, technical founders, or staff-level engineers, offering paid research positions lasting 6 weeks to 6 months, with an annual salary equivalent of $350,000 to $500,000, and applications close on November 22, 2026. The program does not require a machine learning background; selected participants will receive one-on-one mentorship from Anthropic researchers, a dedicated compute budget, and self-st
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Configure Amazon Bedrock for the ChatGPT desktop app in AWS GovCloud (US)
The ChatGPT desktop app is now available on Amazon Bedrock in AWS GovCloud (US), accessing OpenAI frontier models through two components, Work and Codex. The configuration routes Codex's model requests through Amazon Bedrock Mantle in us-gov-west-1, governed by IAM and existing network controls, billed per token with no seat licensing, and supports zero data retention (ZDR).
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OpenAI explains how to detect behavioral misalignment in frontier models
OpenAI has disclosed its frontier model misalignment monitoring system, which covers training, evaluation, internal use, and some external deployments, and employs a four-layer architecture consisting of activation probes, model review, investigation agents, and automated investigation. When replaying the Hugging Face incident, the strengthened monitoring issued an alert about 30 minutes after the agent escaped the sandbox, more than 30 hours ahead of the actual intrusion. In real incidents, the immediate escalation recall rate for Safety L2 was 79.6%, and the recall rate for the Alignment L2 queue was 91.4%.
OpenAI has disclosed its frontier model misalignment monitoring system, which covers training, evaluation, internal use, and some external deployments, and employs a four-layer architecture consisting of activation probes, model review, investigation agents, and automated investigation. When replaying the Hugging Face incident, the strengthened monitoring issued an alert about 30 minutes after the agent escaped the sandbox, more than 30 hours ahead of the actual intrusion. In real incidents, the
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UC Santa Barbara paper proposes TTME: replacing test-time training with evolutionary memory for mathematical discovery
A UC Santa Barbara paper proposes TTME, which replaces test-time training with evolutionary memory in mathematical discovery tasks, keeping weights unchanged and storing rules and score-improvement ideas from previous attempts in memory to guide subsequent attempts. Across 5 mathematical tasks, 2 frameworks, and 3 models, TTME exceeded the reported test-time training scores every time; on 3 tasks with Qwen3-8B, its FLOPs were reduced by 82.8% to 84.6%, and runtime was reduced by 47.7% to 58.4%. The authors suggest that if an LLM search loop comes with an automatic checker, one can first try using experiential memory rather than paying the cost of weight updates in the middle of the search.
A UC Santa Barbara paper proposes TTME, which replaces test-time training with evolutionary memory in mathematical discovery tasks, keeping weights unchanged and storing rules and score-improvement ideas from previous attempts in memory to guide subsequent attempts. Across 5 mathematical tasks, 2 frameworks, and 3 models, TTME exceeded the reported test-time training scores every time; on 3 tasks with Qwen3-8B, its FLOPs were reduced by 82.8% to 84.6%, and runtime was reduced by 47.7% to 58.4%.
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DeepLearning.AI Launches Context Engineering Course, Teaching Agent Context Management
DeepLearning.AI has launched a new Context Engineering course, taught by Chroma CEO Jeff Huber and CMPND CEO Drew Breunig, framing context engineering as the main thread for keeping Agents reliable and token-efficient in complex multi-step tasks. The course builds a harness from scratch in Python and uses traces and evals to quantify each change, covering three capabilities—Agentic Search, Context Management, and Agentic Memory—across four modules, with labs mostly consisting of about 1-hour coding exercises. The course assumes intermediate Python, familiarity with LLM applications and tool calling, and basic retrieval.
DeepLearning.AI has launched a new Context Engineering course, taught by Chroma CEO Jeff Huber and CMPND CEO Drew Breunig, framing context engineering as the main thread for keeping Agents reliable and token-efficient in complex multi-step tasks. The course builds a harness from scratch in Python and uses traces and evals to quantify each change, covering three capabilities—Agentic Search, Context Management, and Agentic Memory—across four modules, with labs mostly consisting of about 1-hour cod
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Google DeepMind Previews Gemini 4 Carbon, Claiming Leadership in Cybersecurity and Long-Horizon Capabilities
Google DeepMind has previewed its next-generation frontier model, Gemini 4 Carbon, claiming it achieves SOTA in cybersecurity and long-horizon capabilities, ranking first on the Artificial Analysis Intelligence Index v5.0 with 59 points, while Claude Opus 5.5 scored 58. The model is not yet publicly available; it will first be opened to select cybersecurity defenders and trusted partners in the Fairwind program, and will participate in the U.S. government's voluntary pre-release testing, before gradually being opened to developers, enterprises, and consumers. Introductory pricing is the same as Argon, at approximately $2 input and $10 output per million tokens, rising to approximately $4 input and $20 output after the introductory period.
Google DeepMind has previewed its next-generation frontier model, Gemini 4 Carbon, claiming it achieves SOTA in cybersecurity and long-horizon capabilities, ranking first on the Artificial Analysis Intelligence Index v5.0 with 59 points, while Claude Opus 5.5 scored 58. The model is not yet publicly available; it will first be opened to select cybersecurity defenders and trusted partners in the Fairwind program, and will participate in the U.S. government's voluntary pre-release testing, before
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Tencent and WorkBuddy Jointly Release a 78-Page AI Agent Enterprise Implementation Handbook
Tencent, Tencent Cloud, and WorkBuddy have jointly released the 78-page "2026 AI Agent Enterprise Solutions and Implementation Practice Handbook," which uses WorkBuddy as the entry point to advance personal assistants into "digital employees" that enter business systems, with ClawPro, Agent Runtime, and TokenHub responsible for provisioning, isolation, models, and governance. The handbook proposes a three-stage framework of "able to converse → able to work → able to take a post," and presents case data including Yozoo's Agent penetration rate exceeding 75%, Youka's MTTR of 5–15 minutes, and operations and maintenance costs of approximately -40% (all as self-reported in the text).
Tencent, Tencent Cloud, and WorkBuddy have jointly released the 78-page "2026 AI Agent Enterprise Solutions and Implementation Practice Handbook," which uses WorkBuddy as the entry point to advance personal assistants into "digital employees" that enter business systems, with ClawPro, Agent Runtime, and TokenHub responsible for provisioning, isolation, models, and governance. The handbook proposes a three-stage framework of "able to converse → able to work → able to take a post," and presents ca
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Ruijin Hospital Launches Medical Health Digital Twin Alliance, Initiates 50 Million Human Health Digital Twin Plan
Ruijin Hospital, affiliated with Shanghai Jiao Tong University School of Medicine, has led the launch of the International Consortium for Digital Twins in Health and Medicine (ICDT-HM) and initiated the "50 Million Human Health Digital Twin Plan," which aims to support disease prediction, precision prevention, and personalized medicine by integrating longitudinal health data with dynamic models. The alliance will promote the deep integration of large-scale longitudinal population cohorts with AI, build international consensus on data standards, cross-population validation, and data governance, with the 50 million people being a phased planning target.
Ruijin Hospital, affiliated with Shanghai Jiao Tong University School of Medicine, has led the launch of the International Consortium for Digital Twins in Health and Medicine (ICDT-HM) and initiated the "50 Million Human Health Digital Twin Plan," which aims to support disease prediction, precision prevention, and personalized medicine by integrating longitudinal health data with dynamic models. The alliance will promote the deep integration of large-scale longitudinal population cohorts with AI
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Beken Corporation Competes for the IC Industry Awards Annual AI Market Breakthrough Award with Edge AI Chip BK7259
Beken Corporation is a candidate for the "Annual AI Market Breakthrough Award" at the 8th IC Industry Awards with its high-performance edge AI chip BK7259. The BK7259 adopts an M52+M55 dual-core architecture and an ARM Ethos U65 NPU, providing 0.25 TOPS of edge-side computing power. It is the first to integrate the Ethos-U65 microNPU into a Wi-Fi 6 MCU, with deep sleep current as low as 2µA, and completes edge-side 3D facial recognition in about 200ms.
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GitHub officially makes Copilot Fusion available at Universe 2026, and opens public beta of Copilot…
At GitHub Universe 2026, held October 28–29, 2026, GitHub announced that Copilot Fusion, which integrates automatic model selection with multi-model collaboration, is now generally available. It can be used in VS Code, the GitHub Copilot app, the CLI, and JetBrains IDEs, and it automatically determines which model to use and which of three execution modes—Single, Cascade, or Critique—to apply, based on three processing tiers: Standard, High, and Max. The desktop GitHub Copilot app is also beginning a public beta of Projects, which centralizes materials, repositories, sessions, and artifacts in one place for management. GitHub says Fusion Max scores 60 on the Artificial Analysis Coding Agent Index, within 2 points of Claude Code using Opus 5.5 Max, while its average API cost per task is about half and its time is about 40% less.
At GitHub Universe 2026, held October 28–29, 2026, GitHub announced that Copilot Fusion, which integrates automatic model selection with multi-model collaboration, is now generally available. It can be used in VS Code, the GitHub Copilot app, the CLI, and JetBrains IDEs, and it automatically determines which model to use and which of three execution modes—Single, Cascade, or Critique—to apply, based on three processing tiers: Standard, High, and Max. The desktop GitHub Copilot app is also beginn
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AgiBot, together with Tsinghua University and Infinigence AI, releases the CEL collective experience learning paradigm
AgiBot, together with Tsinghua University and Infinigence AI, has released the collective experience learning paradigm CEL, which enables robots to use their peers' real operational trajectories as learning material, with humans only responsible for judging outcomes. On five real-machine tasks—flower arranging, clothes folding, phone charging, stool assembly, and phone packaging—the policies trained with CEL all exceeded the average level of 6 human teleoperators, leading by up to 16.7 percentage points, with an overall success rate of 97.5%; in the phone packaging task, the number of robots participating in training expanded from 16 to 96, and the success rate rose from 86.7% to 98.3%. The accompanying FERT algorithm uses failure trajectories to identify weaknesses and retrieves successful segments for prioritized sampling, while the FATS fault-tolerant asynchronous training system completed a cumulative 9,834 rounds of task collection in the 96-robot experiment, with the machine-time loss caused by 30 failures accounting for only 1.3% of the cluster's total operating time.
AgiBot, together with Tsinghua University and Infinigence AI, has released the collective experience learning paradigm CEL, which enables robots to use their peers' real operational trajectories as learning material, with humans only responsible for judging outcomes. On five real-machine tasks—flower arranging, clothes folding, phone charging, stool assembly, and phone packaging—the policies trained with CEL all exceeded the average level of 6 human teleoperators, leading by up to 16.7 percentag
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HP Elitedesk 8 Mini G2i review: a power-efficient mini PC with a modern Intel CPU
The HP Elitedesk 8 Mini G2i is equipped with an entry-level Intel Core Ultra 5 322 processor and costs around 1200 euros; the savings on the processor are offset by sharply higher memory and SSD prices. This flat mini PC has a Thunderbolt 4 port and a Copilot+ label, meets the AI feature requirements of Windows 11, and can run Paint's Cocreator, English live captions, and video conferencing studio effects.
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Edge0 Releases Audio8-TTS-Realistic: A 0.6B Open-Source Voice Cloning TTS Model
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 behind 4B-class models on the MiniMax benchmark, with Thai WER reaching 48.57%.
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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Entra Housekeeping: How to Find and Clean Up Idle Accounts in Your Tenant
A heise article explains how to use Groups Insights, recommendations, and filters in the Entra Admin Center to find guest accounts that have gone unmaintained for a long time in a tenant, groups without an Owner, idle enterprise applications, and app registrations with old keys. The article recommends using PowerShell and Microsoft Graph for repeatable exports and assessments, and using Access Reviews and Lifecycle Workflows for regular reviews; tools such as Security Copilot should only serve as decision support for administrators.
A heise article explains how to use Groups Insights, recommendations, and filters in the Entra Admin Center to find guest accounts that have gone unmaintained for a long time in a tenant, groups without an Owner, idle enterprise applications, and app registrations with old keys. The article recommends using PowerShell and Microsoft Graph for repeatable exports and assessments, and using Access Reviews and Lifecycle Workflows for regular reviews; tools such as Security Copilot should only serve a
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Malware situation 2026: fewer ransom payments, more vulnerabilities, evolving attack methods
In his Black Hat keynote, Microsoft AI security chief David Weston pointed out that specially trained models can help cybercriminals discover unknown security vulnerabilities and directly generate usable exploit code, making it easier to gain initial access to infrastructure. He recommends that defenders likewise use agentic AI to hunt for vulnerabilities in infrastructure and software, aiming to patch them before the first attack. The article also discusses the declining willingness to pay ransomware ransoms and new methods attackers use to steal confidential data.
In his Black Hat keynote, Microsoft AI security chief David Weston pointed out that specially trained models can help cybercriminals discover unknown security vulnerabilities and directly generate usable exploit code, making it easier to gain initial access to infrastructure. He recommends that defenders likewise use agentic AI to hunt for vulnerabilities in infrastructure and software, aiming to patch them before the first attack. The article also discusses the declining willingness to pay rans
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Alibaba Cloud Open-Sources "AI Agent Handbook," an Enterprise-Grade Full Lifecycle Handbook for Agents
Alibaba Cloud has open-sourced the "AI Agent Handbook," covering five parts—architecture, building, running, governance, and tuning—with Harness at its core to move enterprise Agents from pilot to governable production. The 2026 survey cited in the handbook shows that about 46% of enterprises have completed or are in the process of development, while only about 18% have actually deployed to production; about 90% have context and memory needs, about 63% have multi-model routing and cost governance needs, and fewer than about 8% have trajectory-based automated evaluation. Those paying attention to or implementing MCP total about 37%, and only about 9% have private deployments within the enterprise.
Alibaba Cloud has open-sourced the "AI Agent Handbook," covering five parts—architecture, building, running, governance, and tuning—with Harness at its core to move enterprise Agents from pilot to governable production. The 2026 survey cited in the handbook shows that about 46% of enterprises have completed or are in the process of development, while only about 18% have actually deployed to production; about 90% have context and memory needs, about 63% have multi-model routing and cost governanc
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Apple Creator Studio Major Update: Final Cut…
Apple Creator Studio has received a major update. Final Cut Pro, Motion, Pixelmator Pro, Logic Pro, as well as Keynote, Pages, and Numbers have all added natural language assistants and generative editing. Most are in beta, depend on devices that support Apple Intelligence, and currently only support US English. The three office apps have added MCP support, allowing external AI Agents and tools to directly read content, revise drafts, and perform automated operations. Keynote has also introduced an open JSON-based package format, .keyx, making it easier for external tools and Agents to read.
Apple Creator Studio has received a major update. Final Cut Pro, Motion, Pixelmator Pro, Logic Pro, as well as Keynote, Pages, and Numbers have all added natural language assistants and generative editing. Most are in beta, depend on devices that support Apple Intelligence, and currently only support US English. The three office apps have added MCP support, allowing external AI Agents and tools to directly read content, revise drafts, and perform automated operations. Keynote has also introduced
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