This Week's Good Reads

• ABC News - Controversy erupts as OpenAI claims solution to Navier Stokes maths problem - OpenAI says 10,000 agents produced a proof in 88 hours, but a dispute over closely related unpublished research has turned the claim into a test of scientific credit, user-data privacy, and trust in AI-assisted discovery. ABC News
• Stanford Report - Up to $27.2 million awarded for AI-powered micro-robot - Stanford's magnetically actuated M3bot can swim against blood flow and use the same spinning motion to shrink clots by more than 95%; a five-year ARPA-H award will support work toward autonomous endovascular treatment for strokes and aneurysms. Stanford Report
• VentureBeat - Salesforce just put its entire CRM inside Claude - and says you'll never need its app again - Salesforce in Claude gives sellers 37 prebuilt skills for acting on governed CRM data without opening Salesforce, signaling a shift in enterprise software from human-facing screens and seat licenses toward agent interfaces and API consumption. VentureBeat

Robotics and AI Companies Funding

Pre-seed / Seed

• FRYTE Mobility - EUR 3.5M, Seed round co-led by 4impact capital and Rethink Ventures, with Revent, F-LOG Ventures, accilium ventures, and angel investors. FRYTE Mobility builds open coordination software connecting logistics platforms and charging management systems for cross-provider, cross-border electric-truck charging reservations.
• Tellia Ag - $5M, Pre-seed round led by Revent with Grey Silo Ventures, Jeriko, and Fund F. Tellia Ag uses voice AI to turn calls, voice notes, messages, photos, and emails from farm workers into structured operational records.
• Keep Converting - $2 million, Pre-seed round led by Nuwa Capital and COTU Ventures. Keep Converting uses AI to generate personalized, on-brand e-commerce product pages for each visitor in real time.
• Enigmata, Inc. - $6.5M, Seed round led by Blockchange Ventures. Enigmata, Inc. develops encryption technology that lets AI systems train, search, and analyze sensitive data without accessing the underlying plaintext.
• Kinetix AI - $75M, Angel+ round led by Vertex Ventures, with F&G Venture and Wanshi Capital. Kinetix AI develops humanoid robots, dexterous robotic hands, and embodied foundation models as an integrated learning system for human environments.
• FAZE Security - $6M, Seed round led by New Era Capital Partners with Lockstep. FAZE Security uses autonomous agents trained on proprietary attack data to continuously probe web applications, APIs, and cloud environments for exploitable vulnerabilities.
• Botsi - $1.5M, Pre-seed round from Telegraph Ventures, Plain Sight Capital, Atlanta Technology Angels, VentureSouth, and unnamed angel investors. Botsi trains a custom AI model for each subscription app to personalize prices, paywalls, and offers in real time.
• PHYMI - Nearly $100M, Seed round led by IDG Capital with Yunqi Partners, DiDi, FOSUN RZ Capital, Glory Ventures, and Hesai Technology. PHYMI develops embodied AI agents that perceive dynamic environments, manipulate objects, and continue acting toward physical goals.
• KAVIA AI - Undisclosed, Seed round backed by strategic investor Tata Elxsi. KAVIA AI provides an enterprise software-development platform that uses branch-aware knowledge graphs and multi-agent workflows to plan, implement, test, and review complex code changes.
• Bynario - EUR 2.1M, Pre-seed round led by 360 Capital, with PranaVentures. Bynario develops an AI security platform that discovers, validates, prioritizes, and remediates exploitable vulnerabilities across code, cloud infrastructure, and software supply chains.
• HelmGuard AI - $7.3M, Seed round co-led by Infinity Ventures and Frontline Ventures, with FinTech Collective, Stage 2 Capital, Entrepreneurs First, and unnamed angels. HelmGuard AI provides an agentic governance, risk, and compliance platform that collects evidence, assesses risk, and links automated decisions to confidence scores and source citations.
• BESXAR - $9M, Seed round led by Dauntless Ventures and Overture Ventures. BESXAR develops reusable orbital Fabships that expose semiconductor wafers and precursor materials to space before returning them to chipmakers.
• Onix - $5 million USD, Pre-seed round led by Alpha Edison with Garage Capital, Ride Home Fund, Jeremy Zimmer, and Jean-Sebastien Cournoyer. Onix turns licensed expert knowledge into private AI systems that let users query digital versions of specialists while contributors retain control over their knowledge.
• Gaia - $1.5M, Pre-seed round led by SEEDRA Ventures. Gaia provides permission-aware enterprise search, a grounded AI assistant, and agents deployable in private-cloud, on-premise, or fully offline environments.
• Veridue - $4M, Pre-seed round led by Episode 1 Ventures with HTGF, Pi Labs, Cameron Hepburn, and Jeremy Palmer. Veridue provides an AI-native diligence and M&A platform for renewable-energy and data-center transactions with findings traceable to source documents.
• sci2sci - EUR 1.2 million, Pre-seed round co-led by Heliad and IBB Ventures with Robin Capital and superangels. sci2sci builds an AI traceability layer that connects fragmented enterprise data and links every generated claim to source evidence and explicit premises.
• Fusionality - CHF 3 million (approximately $3.7 million), Pre-seed round led by Founderful and Playfair. Fusionality provides a reusable software layer that combines diagnostics, simulation, control, data engineering, and AI for fusion reactor teams.
• Bluecore Energy HQ - $50M, Seed round led by Silverton Partners, with Slauson & Co., Harlem Capital, Chris Larsen, Collab Capital, and HartBeat Ventures. Bluecore Energy HQ develops compact, water-cooled nuclear reactors on floating barges to supply transportable zero-emission power for ports, AI data centers, and nearby communities.
• ClaimQI, Inc. - Just under $500K, Seed round backed by CQuence Health and four undisclosed private investors. ClaimQI, Inc. provides a rules-first healthcare claims platform that validates coverage, billing codes, and policy language to produce citation-backed determinations for payers.
• Outline - $3M, Seed round led by Founders Future, with 100IN, NewSchool.vc, Bruno Vaffier, Antoine Lizee, and Raphael Nahum. Outline develops an AI operating system for financial planning that connects business data, builds company-specific financial models, and lets finance teams test scenarios in minutes.
• Juliang Guangqi - RMB 300M, Extended angel round led by Guoxin Fund with Fosun Capital and Junshan Capital. Juliang Guangqi develops a full-stack superconducting quantum-computing platform spanning chips, microwave control equipment, software, and complete systems.

Series A

• SENA Health - Undisclosed, Series A round led by Rittenhouse Ventures. SENA Health combines AI agents with trained coordinators to operate healthcare front-office workflows across phone, fax, messaging, and existing EHR systems.
• Epsilon Health - $20 million, Series A round led by AlleyCorp with Uncork Capital, Renegade Partners, SemperVirens VC, and Jack Altman. Epsilon Health operates an AI-native radiology practice whose radiologists use AI to produce medical imaging reports faster.
• GenHealth.ai - $16.5 million, Series A round led by Flare Capital Partners with Craft Ventures, Obvious Ventures, Eniac Ventures, InHealth Ventures, Epsilon Health Investors, LLC, and ARTIS. GenHealth.ai builds AI employees that automate healthcare administrative workflows across EHRs, payer portals, phone, fax, and billing systems.
• Piston Technologies Inc - $15 million, Series A round led by FPV Ventures with Spark Capital and Pear VC. Piston Technologies Inc operates a cardless fleet fuel payments network with AI-powered anomaly detection and spending analysis.
• UrgentIQ - $15M, Series A growth funding from Five Elms Capital. UrgentIQ provides an AI-powered operating platform that unifies scheduling, intake, clinical documentation, coding, revenue-cycle management, and payments for urgent-care providers.
• TAR - $120 million, Series A round led by Spark Capital. TAR builds modular off-grid power generation and battery systems for AI data centers.
• Highstock - $30 million, Series A round led by Andreessen Horowitz. Highstock operates an AI-native marketplace that matches consumer brands' excess inventory with vetted wholesale buyers and handles transaction operations.
• QJ Robots - Hundreds of millions of yuan, Series A+ round backed by Yuanhe Houwang, Xiaoguang Capital, Xineng Venture Capital, Innoangel Fund, Jingming Capital, and Future Marginal Ventures. QJ Robots develops predictive world models and control software intended to provide a reusable intelligence layer across different robot hardware formats.
• Luminary - $22M, Series A round led by Ten Coves Capital with BNY, 8VC, Fin Capital, Focus Financial Partners, and Rockefeller Capital Management's FinTech Innovation Fund. Luminary turns estate and ownership documents into structured, source-verified data for wealth advisors, trust companies, law firms, and accounting firms.
• IVEX - EUR 5M, Series A round backed by The Faktory Fund, Dedicated, and private investors. IVEX uses computer vision and mathematical algorithms to analyze real-world driving footage for vehicle-safety testing while keeping engineers in the approval loop.
• Graph AI - $13.3 million, Series A round led by Insight Partners with Bessemer Venture Partners. Graph AI provides an AI-native platform that unifies intake, triage, case processing, and reporting for pharmacovigilance teams.
• Maven Robotics - $100M, Series A round from RoboStrategy, LocalGlobe, Vine Ventures, and XTX Markets. Maven Robotics develops general-purpose AI robots that automate complete industrial workflows, beginning with mixed palletizing in warehouses.
• Harmoni - $10M, Series A round led by Bessemer Venture Partners. Harmoni provides a factory orchestration layer that combines automation, process control, observability, and context-aware AI for frontline manufacturing.
• Euno - $23 million, Series A round led by N47 with 10D, Yinon Kostika, Yotam Segev, Ofir Ehrlich, Rotem Weiss, and Mark Nelson. Euno builds a live enterprise context layer that reconstructs data lineage, meaning, ownership, and access rules so AI agents can use trusted internal knowledge.
• Cymphony - $25 million, Series A round co-led by Sequoia Capital and SMBC Fin Atlas Beyond Fund. Cymphony gives security teams a unified view of employee and AI-agent identities, their system and data access, and the risks created by their activity.
• Buildcheck - $12 million, Series A round led by Telescope Partners with WND Ventures, Uncork Capital, Salt VC, and Xfund. Buildcheck uses computer vision to review construction drawings and flag omissions and coordination conflicts before they become costly field errors.
• Lightfield - $47M, Series A round led by Andreessen Horowitz, with Maverick Capital, Coatue Management, Audacious Ventures, Alumni Ventures, Greylock Partners, and Lightspeed. Lightfield provides an AI-native CRM that continuously structures customer context from calls, email, meetings, and Slack so sales agents can operate from an up-to-date business record.
• Blee - $20M, Series A round co-led by Fin Capital and SMBC Fin Atlas Beyond Fund. Blee provides an AI content-governance platform that reviews enterprise marketing materials against regulatory, legal, compliance, and brand rules while maintaining an audit trail.
• Antioch - $32M, Series A round led by Greylock Partners with A*, Category Ventures, BoxGroup, and Icehouse Ventures. Antioch provides cloud simulation infrastructure that lets robotics and autonomous-system teams run high-fidelity hardware evaluations in parallel.
• Differential Robotics - Several hundred million RMB, Series A2 round led by Puhua Capital with HighLight Capital, the Yangtze River Delta Digital Culture Industry Fund, and existing investors. Differential Robotics develops an embodied-AI stack for autonomous flying robots operating in GPS-denied industrial environments.

Series B

• BRKZ - $31M, Series B equity and growth debt financing with equity co-led by Wa'ed Ventures and 500 Global, joined by BECO Capital and anb capital, plus growth debt from Stride Ventures. BRKZ operates an AI-enabled construction procurement platform that automates sourcing, pricing, delivery verification, and supplier coordination.
• Tandem Health - $100M, Series B round led by EQT's Scaleup Europe Fund with Kinnevik, Northzone, Amino Collective, and Visionaries Club. Tandem Health provides an AI-native clinic operating system that supports clinical decisions and automates documentation, coding, follow-up, and patient coordination.
• DermaSensor - More than $5M, Series B extension and community round financing from undisclosed investors. DermaSensor combines elastic scattering spectroscopy with AI to give primary-care clinicians an immediate risk assessment for suspicious skin lesions.
• Carputty - Undisclosed, Series B round backed by an unnamed global online vehicle technology company, TTV Capital, Fontinalis Partners, and Kickstart. Carputty provides embeddable auto-finance infrastructure combining data-driven credit decisions, AI-powered underwriting, and vehicle valuation.
• CloudNC - $20M, Series B extension led by Nimble Ventures, with Calculus Venture Capital, Entrepreneurs First, and LM Capital. CloudNC develops AI-assisted software that automates CNC machining preparation, including tool selection, cutting strategies, machine-code drafting, and job quoting.
• Beep - Undisclosed, Series B round led by Mobileye. Beep provides an AI-driven operating platform that orchestrates autonomous fleets across fixed-route transit and on-demand microtransit services.
• i2Cool Limited - Tens of millions of yuan, Series B round from TopoScend Capital. i2Cool Limited develops electricity-free passive radiative cooling coatings, films, textiles, and materials that reflect solar heat and release thermal energy.

Series C and beyond

• Temporal Technologies - $550M, Series E round co-led by Lightspeed, Wellington Management, Goldman Sachs, and Tiger Global, with T. Rowe Price, SV Angel, and returning investors. Temporal Technologies provides a Durable Execution platform that preserves application state, handles retries, and recovers long-running workflows across services.
• Positron AI - $875M, Series C round co-led by New Enterprise Associates, Atreides Management, Valor Equity Partners, Andra, SemiAnalysis, and Jim Clark. Positron AI develops memory-first silicon and systems designed to run large-scale AI inference with commodity LPDDR5X memory.
• Ayar Labs - $150M, Series E extension backed by NVIDIA, AMD, and MediaTek. Ayar Labs develops co-packaged optical I/O technology that uses photonics to move data between AI chips with greater bandwidth and lower power consumption than copper.
• Clay - $115M, Series D round led by Wellington Management with Sequoia Capital, StepStone Group, Andreessen Horowitz, and other existing investors. Clay combines customer and campaign data with external signals so AI agents can research prospects, draft outreach, launch campaigns, and learn from results.
• Wint Water Intelligence - $36 million, Series D round co-led by LIP Ventures and Inven Capital. Wint Water Intelligence uses connected infrastructure and AI-powered flow analysis to detect water leaks, waste, and equipment anomalies in real time.
• Inspiren - $70M, Series C round led by NewView Capital, with Insight Partners, Primary Venture Partners, Scale Venture Partners, Vintage Investment Partners, Lightbank, Avenir, Story Ventures, and Camber Creek. Inspiren combines ambient sensors, edge AI, and workflow software to give senior-living care teams real-time alerts and earlier care signals while preserving resident privacy.
• Wint Water Intelligence - $36 million, Series D round co-led by LIP Ventures and Inven Capital. Wint Water Intelligence uses AI to analyze water flows in commercial and industrial buildings and detect leaks, waste, and equipment anomalies in real time.
• Mistral - EUR 3B, Series D round led by Samsung Electronics, with Scaleup Europe Fund and PSG as co-leads. Mistral develops open-weight AI models, controlled computing infrastructure, and production applications for enterprises seeking private deployment and greater control over data and governance.
• Forus - $150M, Series C round led by Bain Capital Ventures with Thrive Capital, General Catalyst, Accel, and other investors. Forus uses AI agents to manage prior authorizations, copay assistance, and specialty-pharmacy coordination between prescription and treatment.
• Cognition - Over $2B, Series E round led by Andreessen Horowitz and Accel with Founders Fund, General Catalyst, and Avenir. Cognition develops autonomous software-engineering agents that can triage incidents, run security workflows, and execute automations across engineering systems.
• Stoke Space - $1 billion, Series E round co-led by Point72 Ventures and Spark Capital with General Innovation Capital Partners, Glade Brook Capital Partners LLC, US Innovative Technology, Washington Harbour Partners LP, Woven Capital, and Y Combinator. Stoke Space develops fully reusable launch vehicles designed to recover both the booster and payload-carrying second stage for rapid reuse.
• BrightPlan - Undisclosed, Series C first closing led by ABS Capital. BrightPlan combines AI-powered financial planning with access to in-country advisors to help employers support employee financial health across more than 50 countries.

Growth / Strategic / Other

• Buildots - $130M, Funding round led by O.G. Venture Partners with Lightspeed, Intel Capital, Mohari Ventures, HUMAN CAPITAL, Qumra Capital, Avigdor Willenz, Viola Growth, and Poalim Equity. Buildots uses computer vision to turn construction-site video into continuously updated digital twins, objective progress measurements, and delay forecasts.
• Vheda Health - $47M, Funding round from Agora. Vheda Health connects clinical and behavioral data, member outreach, and care teams to improve outcomes for high-risk and hard-to-reach health-plan members.
• Vulcan Infrastructure and Power - $39.4M, Strategic investment from Machine Investment Group and Atlas Holdings, alongside Conversant Capital and company insiders. Vulcan Infrastructure and Power develops powered sites and generation assets into infrastructure capacity for AI and high-performance computing.
• Biorsaf - EUR 5.2 million, Funding round led by P101 with Maia Ventures, Farming Future, and Toscana Next. Biorsaf provides an AI-powered safety and compliance platform for food, workplace, and water-safety operations.
• Clauze.ai - Undisclosed, Strategic investment from White & Case LLP. Clauze.ai provides a bilingual enterprise legal AI platform for contract review, corporate governance, due diligence, and risk identification in Saudi Arabia and the wider region.
• Xapien - $56M, Growth investment led by Spectrum Equity with YFM Equity Partners. Xapien combines open-web research, corporate records, sanctions lists, and multilingual media to produce sourced, auditable due-diligence reports.
• Furo - $4M, Funding round led by TQ Ventures with Sandberg Bernthal Venture Partners, Neo, and CDTM Venture Capital. Furo provides software that forecasts energy conditions and manages when commercial batteries charge, discharge, or trade power with the grid.
• Motive - More than $1.3B, Growth financing from General Catalyst. Motive combines vehicle telematics, AI dashcams, maintenance tracking, and spend management for companies operating vehicles, equipment, and field crews.
• Overroute - $5.5 million, Funding round led by UP.Partners with EIC Rose Rock, 1834 Ventures, and Tulane Ventures. Overroute provides specialized AI agents that execute freight workflows across transportation and visibility systems.
• Perry Weather - $110 million, Growth investment led by Silversmith Capital Partners with Arthur Ventures. Perry Weather combines on-site weather stations, cloud software, automated alerts, and siren activation to help organizations respond to local conditions.
• AIDIN ROBOTICS - $11.9M, Funding round from HD HYUNDAI ROBOTICS and Samsung Venture Investment. AIDIN ROBOTICS develops force, torque, and tactile sensors that help industrial and humanoid robots detect contact and control physical interaction.
• Bolter - $10M, Strategic investment from venture builder Improbable. Bolter provides an AI-native messaging platform where non-technical operators describe business processes in plain text and work alongside AI agents.
• Xiaoyubot - Hundreds of millions of yuan, Funding round from Blooming Star, Kamet Capital Partners, and Guoke Yingfeng Fund. Xiaoyubot develops an industrial embodied-intelligence platform for automating non-standard welding, grinding, assembly, and inspection work.
• Vecna Robotics - $31M, Funding round led by Unless with Drive Capital, Tiger Global, Highland Capital Partners, and Tectonic Ventures. Vecna Robotics builds autonomous material-handling robots and orchestration software for flexible warehouse and factory automation.
• ProLogium - Undisclosed, Strategic investment from Kyushu Electric Power. ProLogium develops and manufactures next-generation lithium ceramic batteries for automotive, industrial, and energy applications.
• Algomatic Dynamics - $32.5 million, First funding round from DMM.com Group. Algomatic Dynamics develops physical AI systems that combine motion-data collection, tactile sensing, model training, and robot control.
• Kapital Grupo Financiero - $125M, Financing from Tru Arrow Partners and Fasanara Capital with Cervin Ventures, Niya Partners, and Overlook Capital. Kapital Grupo Financiero combines credit, cash-flow management, and operating workflows in an AI-powered financial platform for businesses.
• Implicity - $40M, Growth equity round led by IRIS with Five Arrows. Implicity consolidates cardiac-device data and uses AI to surface clinically important events within remote-monitoring workflows.
• Harvey - $550M, Funding round co-led by Diffusion and Lightspeed. Harvey develops legal AI software that combines specialized models with controlled workflows, deployment options, and institutional knowledge for law firms and legal teams.
• Metacognition - $10M, Funding round from Main Sequence. Metacognition develops an operating layer that helps AI agents and robots remember instructions, learn from experience, and translate language-model outputs into safer real-world actions.
• Dynamic Creatures - Undisclosed, Funding round backed by Eniac Ventures, Kindred Ventures, Bluegrass Ventures, Heliad, and Sunshine Lake. Dynamic Creatures develops mobile character robots that combine robotics, AI, storytelling, and human-robot interaction for entertainment and public spaces.
• Lightsage - $4M, Funding round led by Nexus Venture Partners, with Steven Tamm, Abhinav Asthana, Matt Curl, Robert Chatwani, Hila Qu, Zeno Rocha, Eric Ciarla, Ivan Dagelic, Shuhao Zhang, and Adam Frankl. Lightsage helps software companies test how AI coding agents discover, evaluate, and integrate their products, then identifies failures across documentation, authentication, APIs, SDKs, and MCP servers.

Robotics and AI News

• NVIDIA Blog - Skild AI Taps NVIDIA Physical AI to Teach Robots New Tasks From a Single Video - Skild AI's S1 model learns unseen, multistep tasks from one demonstration video without retraining, reaching about 66% step success in tests versus 9% for a comparison system and moving from demonstration to hardware execution in as little as 11 minutes. NVIDIA Blog
• Euronews - Japanese company unveils 'robot ambulance' for on-site humanoid repairs - GMO Air has deployed a mobile workshop that carries engineers, parts, and a replacement humanoid so failed robots can be repaired or swapped on site, highlighting the maintenance infrastructure required as commercial fleets scale. Euronews
• TechCrunch - Waymo opens robotaxi service in Las Vegas - Waymo began inviting public riders to a Las Vegas service using dozens of Ojai minivans, entering its 15th market as Nevada permits Waymo, Tesla, and Uber partners to deploy up to 7,000 robotaxis in Clark County over the next year. TechCrunch
• Interesting Engineering - UBTECH starts 10,000-unit robot factory that can build humanoid every 10 minutes - UBTECH's new Liuzhou plant targets more than 10,000 humanoids a year on a mixed-model line, using robots, automated logistics, traceable assembly records, and a Siemens-backed digital twin to move humanoid production toward industrial scale. Interesting Engineering
• TechNode - China's Humanoid Robot Boom, Part III: When is the ChatGPT moment for humanoid robots? - Chinese vendors captured 86% of global humanoid shipments in the first half of 2026, but repeat orders, reliable long-tail behavior, and enough physical-interaction data remain the real gates between fast hardware scaling and a general embodied-intelligence breakthrough. TechNode
• TechCrunch - Microsoft's new AI 'code of conduct' tells models not to hack systems or trick humans - Microsoft published a model-level code that overrides user instructions and imposes absolute constraints against cyberattacks, nuclear weapons, deepfakes, deceptive oversight evasion, and other paths to loss of human control. TechCrunch
• TechCrunch - Suno replaces its AI models with a new one trained on licensed music as copyright suits pile up - Suno is retiring its older models for a v6 family trained on licensed catalogs from partners including Warner, BMG, and Believe, pairing new editing and reference controls with an opt-in remix program while copyright litigation continues. TechCrunch
• TechCrunch - India's Pocket FM doubles revenue run rate to $500M as AI powers 93% of audio content - Pocket FM says AI now powers 93% of its catalog and 99% of new content, cutting production costs about 80-fold and helping double annualized revenue run rate to $500 million while human creators still originate stories. TechCrunch

‍