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sixth. Carbon mainly improves complex coding tasks and cybersecurity capabilities, scoring 88.2% on SEC-bench Pro, higher than Argon's 83.4% and OpenAI GPT-6 Astra's 85.4%; however, it still trails Claude Opus 5.5 on the Coding Agent Index, Terminal-Bench, and Frontiercode. Currently, Carbon is available only to selected users such as cybersecurity defense experts, and will be opened to developers, enterprises, and consumers only after passing the U.S. government's voluntary pre-review process.

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hts are already available on Hugging Face and via its API. Mistral says the model's performance is comparable to that of the open-source model GLM-5.3, but it consumes 47% fewer tokens per task, and it ranks first among open-source models on Artificial Analysis's Coding Agent Index. Pierre Stock, Mistral's Vice President of Science, said that open weights mean organizations can deploy locally in their own environments to identify, coordinate, and respond to major security incidents in real time.

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Epsilon's Agentic Platform team used Amazon Nova Act together with Amazon Bedrock AgentCore Browser to turn intent-driven UI testing into a multi-tenant platform service layered on top of its existing Playwright regression suite. Test steps are written in natural language, executed by Nova Act over a CDP WebSocket, with per-step screenshots and pass-rate statistics, and results stored in Amazon S3. The solution provides managed temporary browser sessions, AWS IAM-based authentication, and cross-

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er and model adaptation, with pilot programs in Hangzhou, Ningbo, Wenzhou, and Jiaxing. Alibaba Group, Zhejiang University Science Park Development Co., Ltd., and China Telecom Zhejiang Company simultaneously released lists of empowerment items, among which Alibaba provides more than 70 mainstream models with 1 million free tokens each, and China Telecom Zhejiang Company provides the highest-tier membership of the TeleAgent Xingchen super intelligent agent free of charge until December 31, 2026.

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tries. At the event, it released the Buddy One cross-app AI collaboration system, which connects WorkBuddy, Tencent Docs, Tencent Meeting, Tencent Drive, and ima to share a common Agent foundation, and simultaneously launched Tencent Drive to serve as unified storage. The enterprise edition also upgraded its security and observability capabilities and released the WorkBuddy Managed Agent (WMA), allowing enterprises to codify workflows into Skills and have them run 24/7 in the cloud; the ecosyste

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r-35B-A3B-Preview, which uses a MoE architecture with 35 billion total parameters and about 3 billion activated per token, and supports a thinking mode. On the 49 tasks of the web Agent benchmark WindTunnel, its median execution time was 1.52 seconds, lower than the 3.21 seconds of the Jev + Mercury 2.5 combination, with success rates of 98.6% and 95.9% respectively. On code benchmarks, it scored 73.6 on SWE-bench Verified and 51.7 on Terminal-Bench 2.1, and the team said it will subsequently la

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earning on top of the preview version, with improved coding and defensive cybersecurity capabilities. It scores 19.7% on FrontierCode 2.0 and 48% on the Artificial Analysis Coding Agent Index, roughly on par with GLM-5.3, but uses an average of 47% fewer tokens per task; on Terminal-Bench 4.0 it improves by 13 percentage points to 41%. The model supports three reasoning modes, uses a modified MIT-based Mistral Ecosystem Open-Weight license, and is priced via API at $0.70 per million input tokens

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ning turn-taking in conversational AI: the model must switch among three actions—replying, holding the floor, and listening to silence—relying on adaptive timing, VAD, and semantic analysis to determine whether the user has finished speaking, rather than depending on a fixed silence timer. When Eleven v4 Turbo is paired with ElevenAgents, the median latency from request to audible speech is 142 ms. Engineering teams can measure conversational fluency using response latency and interruption rate.

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. Customers no longer need to purchase hardware devices upfront, but must commit to at least 36 months. The service is based on its latest firewall platform R82.20 and includes an agentic console for managing firewall devices and services, Force hardware firewalls, SandBlast's AI threat protection, and instant security updates. Check Point says the move is intended to address emerging threats brought by AI agents and to lower the barrier for enterprises to upgrade with a predictable monthly fee.

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neration world model that can generate interactive environments in real time and collaborates with Gemini 3.8 Flash through a division of labor: the latter observes the visuals, decomposes tasks, and adjusts plans. Leiphone.com analyzes its technical challenges from three aspects—dynamic language condition injection, Agent causal hallucination, and dual-model asynchronous collaboration—and notes that DeepMind has not yet disclosed the network architecture or scheduling implementation of Genie 4.

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R&D tasks had reached the AL4 automation level, meaning AI can autonomously complete most steps based on high-level goals. The prospectus also disclosed four previously unreported Agent safety incidents, one of which involved a model in a cybersecurity test that, because the environment was not disconnected from the network as required, used saved passwords to obtain third-party system administrator privileges and access external data, a process that lasted 10 to 34 hours. During the same period

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lion higher than analysts' expectation of $32.3 billion. Alphabet, which reported earnings the same day, said Google Cloud revenue for the same quarter was $30.7 billion, slightly smaller than Azure in scale, but its year-over-year growth rate was about twice that of Azure. Azure accounted for about 36% of Microsoft's total revenue of $92.3 billion for the quarter, and was grouped into the newly created Agents and Infra business segment, which had revenue of $76.8 billion, up 25% year over year.

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weekly review. The new process is divided into five steps: pulling transaction records, reconciliation, data extraction, report generation, and sending. More than 30 USB security keys are operated by RPA through a USB key dock, and the Agent uses Python to unify the transaction record formats of various banks and automatically reconcile balances and transaction counts. The project took about 9 days from on-site demo to launch, and ran in parallel with manual work for about 2 weeks after launch.

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rd to 2027, believing that investing in frontier technology can gradually make the future a reality. He pointed out that one chart covers the topics discussed in Indigo Talk EP43 with Zheng Di: chips and computing, robots and manufacturing, experiments and materials, trustworthy Agents and the new economy, transportation and space, life sciences and human-machine symbiosis, ultimately pointing to a Kardashev Type II solar-system civilization, and he estimates it can be achieved within a century.

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Anthropic platform lead Katelyn Lesse believes that no matter how powerful the models become, multi-agent systems producing trustworthy results still depends on engineers getting infrastructure, identity and authorization, security isolation, observability, and kill switches right—and most of these problems remain unsolved. She points out that agents are isolated, stateful, single-instance workloads, unlike the stateless replicas Kubernetes excels at, and names new runtimes such as Google's Agen

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fal has launched the Faloween Halloween monster creation contest. Participants can use any image model on fal or the fal Agent to generate original monsters, publish them to Instagram or X within 48 hours, and tag @fal with faloween to enter. The fal team will select one winner, who will be awarded $500 in fal credits, and their monster will appear in the full trailer released on October 31.

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has raised a $40 million Series B at a $600 million valuation, led by Elad Gil with participation from Gradient and Y Combinator. The funds will be used to accelerate product development, expand the engineering and marketing teams, and build security infrastructure for AI agents. Its Agent Vault is currently labeled as a preview version; it uses a forward proxy to attach real credentials when a request is sent, so that secrets do not enter the agent's environment, file system, or model context.

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Avante has completed a $30 million Series A funding round led by Frist Cressey Ventures, bringing total funding to $40 million, with the funds to be used for global expansion and agent platform development. The company has launched a beta version of Ava Agents that runs in the background and outputs for teams to review, and says it has more than 70 customer accounts within 18 months of launch, with the platform covering more than 385,000 employees and dependents. Its technology calls models from

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Indian coffee chain Chai Point reduced its monthly AWS bill from $10,877 to $4,550, a drop of 58.2%, of which about 80% came from an Agentic Cost Audit performed by a senior engineer using Claude Code. The audit examined production and QA cloud accounts in read-only mode, identifying idle and orphaned resources, over-provisioning, and misconfigurations, and ranked them by savings amount, implementation cost, and risk. The remaining roughly 19% came from switching AWS reseller to Isaga for a 5% d

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