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From Afghanistan to Dark Web Search: Microsoft Research Catalyst Lab head Chris White on how technology can have real-world impact

In a podcast, Microsoft Research Catalyst Lab head Chris White reflected on his journey from a Harvard postdoc to a DARPA program manager, then to head of advanced technology in the Afghanistan war zone, and later to dark web search tools to combat human trafficking. He received the 2016 Presidential Award for Extraordinary Efforts to Combat Trafficking in Persons for this work, and emphasized the critical role of problem selection in innovation.

a16z Leads Eka Robotics Series A Funding

a16z announced it has led the Series A funding round of Eka Robotics, betting on its approach to solving the challenge of robotic dexterous manipulation. Eka builds a Vision-Force-Action model that combines visual perception with robotic hand force feedback, and trains manipulation policies with reinforcement learning in physical simulation, enabling robots to obtain information from contact itself and correct in real time when slipping or insertion is obstructed. The founding team includes Pulkit Agrawal of MIT CSAIL and Tuomas Haarnoja, co-proposer of Soft Actor-Critic.

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MiniMax Releases M3.1 Flash, Scoring 29.6% on Agents' Last Exam to Rank First Among Chinese Models

MiniMax has officially released M3.1 Flash, the model previously known as Space Bunny (Yutu) that topped the charts anonymously on OpenRouter. It scores 29.6% on Agents' Last Exam, ranking first among Chinese models. The model achieves 73.7% on DeepSWE v1.1, 82.2 points on CyberGym, and 61.7 points on OSWorld V2, with output speeds of up to 200+ TPS and a P50 maintained at 170+ TPS. Pricing is 1 yuan per million input tokens, 4 yuan for output, and 0.1 yuan for cache reads.

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OpenAI plans to raise $30 billion, targeting a $1.4 trillion valuation

According to Reuters citing people familiar with the matter, OpenAI is accelerating its fundraising and plans to raise about $30 billion from investors, with its valuation expected to exceed $1.4 trillion, with SoftBank Group and MGX participating. OpenAI is pitching investors on $50 billion in annualized revenue and expects annualized revenue to reach $70 billion by year-end as the GPT-6 Astra model launches. The fundraising process is intended to lock in subscription commitments before Anthropic's expected mid-November IPO; OpenAI's valuation reached $852 billion after raising $122 billion in March this year.

Gray Swan relaunches Arena red-teaming competition, targeting the AI agent era

AI security company Gray Swan on Tuesday launched a redesigned Arena platform, where contestants compete for prize money by tricking AI models into breaking through their guardrails, adding a sandboxed testing environment for indirect prompt injection. The new platform offers beginner-friendly challenges, training certificates, and a pathway for top performers to enter the Gray Swan red-team community and take part in real-world testing. Gray Swan conducts pre-release stress testing for frontier labs such as Anthropic, OpenAI, and Google DeepMind, and its Arena community has about 15,000 members.

Daytona raises a $60 million Series B at a $1 billion valuation

Daytona, which provides cloud sandboxes for AI agents, has raised a $60 million Series B at a $1 billion valuation, led by FirstMark, bringing its total funding to about $91 million. Its customers include Anthropic, OpenAI, Nvidia, Cursor, Cognition, Meta, and Cohere, and CEO Burazin said the company's revenue run rate grew 25-fold between January and September. Daytona says it can provision a new sandbox for an agent within 60 milliseconds by pre-distributing snapshots of configured machines to servers' physical disks.

Thomas Frank's New Book "The Creativity Hoax": How Innovation Became America's Biggest Business

In his new book "The Creativity Hoax," Thomas Frank, author of "What's the Matter with Kansas?," traces the ideologicalization of the concepts of "innovation" and "creativity" since the 1950s, originating with BBDO advertising man Alex Osborn's promotion of the term "brainstorm." He argues that this narrative first labeled blue-collar workers as "uncreative," and now AI is bringing the same shock to the white-collar creative class. Frank also criticizes LLMs for tending to repeat authoritative answers and reinforce orthodox views, citing an example in which a model misattributed a song lyric to "The Great Gatsby."

Eka Robotics Completes $150 Million Series A Funding at a $1.45 Billion Valuation

Eka Robotics has completed a $150 million Series A funding round led by a16z and F-Prime, at a post-money valuation of $1.45 billion. The company was founded by MIT professor Pulkit Agrawal and former Google DeepMind researcher Tuomas Haarnoja. Its vision-force-action model, paired with force-sensing grippers, can grasp about 1,500 objects weighing under 1 kg per hour, with a success rate exceeding 95%; the gripper costs less than $1,000 and is rated for 5 million cycles. The team uses a physics simulator to build reinforcement learning environments, and says it can generate thousands of hours of robot experience within minutes. It is currently running pilots with industrial customers for pick-and-place and cable manipulation.

AI startup Vectorial raises $3 million to use AI to simulate human behavior for consumer research

AI startup Vectorial has closed a $3 million seed round co-led by Smilegate and SenseAI Ventures to launch its consumer research platform that simulates human behavior. The platform is based on the behavioral model SAPIENS, whose training data covers more than 2.5 million real consumers; it predicts consumer behavior 30% more accurately than general-purpose models and achieves about 86% accuracy compared with real user research. Customers including GoodRx, Boat, Everkind and Concrete Software run an average of 600 simulations per month, and the company will use the new funding to build SAPIENS 2.0.

SmartBear's BearQ adds Sources to find coverage gaps, Workflows to automate test runs

SmartBear has added two capabilities, Sources and Workflows, to its BearQ agentic quality assurance system: Sources pulls requirements and bug reports from Jira and, combined with existing tests in Reflect and Zephyr, identifies coverage gaps to reduce duplicate testing; Workflows supports chaining tasks under a single trigger, for example automatically creating a test environment and running regression tests once a build enters CI/CD. SmartBear said that in a September 30 survey of 1,436 respondents in the US and UK, 23% cited trust as the top barrier to adopting autonomous testing.

AuxoAI Raises Over $20 Million Series A to Bring AI Expertise to Enterprises

Enterprise engineering and consulting firm AuxoAI announced it has closed a $20.7 million Series A funding round led by NTT Venture Capital to accelerate growth and expand its enterprise AI consulting model. Its core platform, Damia, is a toolkit for "forward-deployed engineers" that turns enterprise data into applications and encodes business process knowledge into AI agents capable of long-term collaboration. The company has worked with Global 2000 enterprises for more than three years and has partnerships with platforms including Google, AWS, Snowflake, Databricks and Microsoft.

Firefly raises $20 million Series A to use AI to improve safety in the physical world

AI startup Firefly Technology has raised a $20 million Series A round led by Definition Capital, with participation from BoxGroup and Susa Ventures. The funds will be used to bring AI into the physical world and improve workplace safety. Its Ember Safety Management platform can integrate existing equipment such as cameras, sensors and radios, and comes with hardware including wearable emergency buttons, AI beacons and network gateways. The platform has been deployed across three campuses of Front Range Community College, the largest community college in Colorado.

Scaled Cognition Launches Customer Service Voice Model Voice

Scaled Cognition has released Voice, a text-to-speech model that supports more than 25 languages and voice cloning, and can be accessed via API or deployed self-hosted. It focuses on accurately reading aloud details such as account numbers and addresses. Managed API pricing is $9 per million characters, while self-hosting costs $1 per million characters (excluding infrastructure). The company says that at a scale of 5 million characters, including infrastructure, the cost is about $13 per million characters, and it claims a speech generation latency of 70 milliseconds. Voice's Smart Pronunciation capability first determines the meaning of abbreviations and numbers before generating audio—for example, reading "Pay 1/2 by 1/2" as "pay half by January second"—and it can run without relying on APT or other large language models.

AI medical consultation meme goes viral across the internet, Baidu unexpectedly caught in the crossfire

An AI medical consultation meme has gone viral online; its content is said to allude to Baidu, and a German version of the meme has also appeared. The article notes that the earlier claim "20 million people a day see a doctor on Doubao" once trended on social media, showing that many people really are using AI assistants to consult about health issues.