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Tripo has released a tutorial demonstrating how to use the node-based Agentic Canvas in Tripo Studio to start from a single reference image, describe the goal in natural language, and build a cyberpunk 3D scene in about 20 minutes and export a UE5 project. In the workflow, the main scene uses the H3.1 model to retain richer geometric and surface detail, while props such as signs and trash cans use P2.0 (Smart Mesh) to make polygon counts easier to control. The Agent offers two modes, Control and

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Arena analyzed 26,225 Agent sessions, 30 agents, and 13 labs from September 12 to October 23, 2026, and found that if billed at the full input price, the typical task cost for the top ten agents would be 3.6 times higher, and 592% higher on MiMo V2.6 Pro. For agents, 86% to 96% of tokens are repeatedly read context, while their own output accounts for only 1% to 2%. Cache invalidation increases the typical task cost by about 5%, and on Claude Fable 5.1, 1 in every 10 sessions sees an increase of

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TELUS Digital built an outbound voice agent based on ElevenAgents that proactively calls customers who have just activated home internet, resulting in a 30-day churn rate for customers who received the call that is less than half that of new customers overall. The agent can disclose its AI identity, explain the first bill, guide customers to self-service tools, and remind them of bundle discounts, and can authenticate customers during the call via SMS verification code and read real-time billing

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Zhaopin launched its self-developed B2B recruiting Agent "Zhaopin Xiaozhao" at the 2026 Tencent Global Digital Ecosystem Summit, and partnered with office collaboration platform WorkBuddy to integrate it into its workspace for the first time, offering an initial open experience to enterprise users. The Agent can proactively take over the process from sourcing candidates, organizing resumes, and assisting evaluation to recruiting communication and scheduled task advancement, achieving "more accur

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l new model had cracked frontier math problems, with the proof related to the Navier-Stokes equations consuming on the order of $10 million in compute. Altman also said he prefers Agent Teams rather than swarms to describe multi-agent collaboration, and believes sandboxes can hardly contain superintelligence, so one can only rely on internal monitoring and alignment. He also criticized Silicon Valley's current AI narrative as bad salesmanship, insisting on iterative deployment to avoid a small e

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ure (20 clusters worldwide, running millions of microVMs per day), Turborepo integration (automatically computing the dependency graph and skipping and caching existing work), and Agentic CI. He said that vercel ci in the CLI is the first step; agents can now inspect, abort, trigger, and replay CI, and Vercel Agent can assist with optimization. More capabilities will be added later, giving CI engineer-like judgment. The official Vercel account previously announced that Vercel CI had entered beta

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Snaptrude has launched a building design Agent that can start from a site or a brief to generate LOD 400 construction-level models including structure, MEP and complete drawings, and supports exporting back to existing software while preserving component families. During early access, more than 2,000 designers have run over 25,000 tasks, and the company has also released the AECBench benchmark along with its first batch of results. Rohan Paul relayed that most architectural AI stops at the level

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epLearning.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 codin

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AgentWeb launches, enabling AI agents to complete web tasks without a browser by invoking preset actions instead of reading screenshots and clicking buttons. The company claims it completed 47/47 real-time tasks across 15 government portals, 7 insurance companies, and 25 login-required sites including Amazon and LinkedIn, with a median time of 1.9s and a total cost of $3 for the full round. Each mapped task is exposed as a tool, including an input schema, preconditions, permission boundaries, an

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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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Shao Meng believes that although domestic Video Agent teams such as LibTV, TapNow, Flova, Pexo, and Medeo emphasize barriers like ecosystem, Agent architecture, and industry know-how in financing roadshows, after all their work they may have all ended up as token relay stations. He speculates that if these websites supported BYOK, the cost for users to bring their own video generation model API Key would be lower than consuming Credits on the site, and even lower when the API Key has a discount.

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The MiniMax Code team has open-sourced MCode Stack, writing the Agent workflows and Skills the team uses daily into installable SKILL.md files and manifests, which can be integrated as plugins into MiniMax Code and any Agents that support Skills. The repository packages stacks by member, among which stacks/ronny/ is the most complete, containing 15 skills covering sub-Agent decomposition, context and tool budget auditing, long-session handoff, independent review, and hotfix judgment. The compani

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technical deep dive that probes the code line by line, and 4 onsite rounds. The onsite coding includes a progressive multi-part problem (such as token-level streaming diff and rollback), and the system design question is "Design ChatGPT," involving GPU allocation and autoscaling under non-stationary traffic. There is also an optional fifth round, Agentic Coding, in the beta stage, which requires using an AI coding agent to handle problems in large codebases that are difficult to address by hand.

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