TechCapsules

Token created an AI browser agent named Rehearsal that intentionally violated its own security guidelines—no distinct identity, unrestricted access, and no traceability—to expose weaknesses in agent protection. The agent operated within users’ authenticated sessions, performing tasks like opening pages and filling forms, making its actions indistinguishable from human clicks. By analyzing this failure, Token identified gaps in current practices and highlighted the need for separate agent lanes, identity tagging, and scoped permissions. The company outlined how emerging [...]

Google announced that Gemini Intelligence will soon provide proactive, personalized suggestions on Android Auto, but only for Pixel users. The feature will connect data across apps, enabling actions such as sending a meeting location with a single tap when a friend asks for directions. The rollout is limited to Pixel 10 and Pixel 11 models that already support Gemini Intelligence. Google first revealed the plan earlier this year, and recent updates have prepared the platform for the

Plurai, a startup founded by former Nexar engineers, announced a $13 million seed round to improve AI agent reliability by applying simulation techniques used in autonomous driving. The company builds digital twins of a firm’s internal systems, mapping all agent interactions to generate synthetic data that trains smaller, open‑weight models tailored to specific business rules. Early tests with Nvidia and Nebius show these models outperform mid‑tier frontier models at lower costs, addressing the high failure rates and expense [...]

Databricks announced an upgraded AI agent, Genie, capable of completing multi‑step tasks autonomously by leveraging an internal ontology that maps customer data on its platform. The CEO, Ali Ghodsi, demonstrated the agent’s use in real‑world scenarios, such as analyzing employee survey results, summarizing a failed sales pitch, and preparing for a podcast interview. Genie also provided candid feedback on company issues, revealing insights that executives might otherwise miss. Databricks markets Genie as an always‑on tool for leaders [...]

Memories.ai, a San Francisco startup, has launched a standardized egocentric video pipeline that captures first‑person footage with modular cameras, then annotates it using AI models such as Memories‑H0 for hand pose and EgoAction for action segments. The platform creates a curated video data lake for robotics and physical AI, offering custom annotation services and dataset tools. The company partners with NVIDIA Cosmos to interpret and refine the data, aiming to become a long‑term infrastructure partner rather than a [...]

OpenAI launched a Business Hub in beta, allowing companies to create verified profiles that mirror Google’s search listings. The hub lets businesses update product and service details, launch specialized business agents for ChatGPT users, and access limited analytics on profile views, mentions, and website clicks. Verification will involve multiple methods tailored to business type and market. The move follows a failed e‑commerce experiment and aims to position ChatGPT as a discovery engine for consumers.

Microsoft researchers demonstrated that an AI model can be backdoored by editing fewer than ten rarely used neurons, without retraining. The technique, named Lazarus, allows a trigger string to cause the model to output an attacker’s command, which an agent can then execute with its own permissions. Tests on three open‑weight models—Nemotron‑Terminal‑8B, Qwen3.6‑27B, and Gemma‑4‑31B‑IT—showed success rates up to 99.5% in triggered sessions while remaining functional otherwise. Microsoft has not observed real‑world use and released defensive guidance. [...]

Oura announced a $625 million acquisition of AI‑native primary‑care startup Counsel Health, expanding its health‑tech ecosystem beyond the smart‑ring market. Counsel’s chat‑based platform, already integrated into the Oura app in June, combines medical‑grade AI with licensed physicians to deliver personalized advice, prescriptions and lab‑result interpretation. Post‑deal, the companies will broaden services to preventive, acute, specialty and chronic care, while Counsel will keep serving existing enterprise partners and scale its model to non‑Oura users. Counsel CEO Muthu Alagappan will become [...]