Newsletter #82

This Week's Good Reads

Construction Physics - How to Train Your Robot — Brian Potter compares teleoperation, simulation, human video and handheld demonstrations as sources of robot training data, showing how collection costs, task diversity and the simulation-to-reality gap complicate claims that robot learning will scale like language models. Construction Physics
International Federation of Robotics / Fraunhofer IPA - Shortage of skilled worker is one driver for robotics — Interviews with humanoid and construction-robot manufacturers identify labor shortages as a demand driver, while data quality, reliability and narrowly defined tasks remain practical constraints; service-based business models can help customers manage adoption costs. International Federation of Robotics / Fraunhofer IPA
MIT CSAIL - Sparks of Weight-Space Programming: LLMs can natively read & write neural network weights — MIT CSAIL researchers show language models reading and editing neural-network weights directly, with gains in a Qwen math experiment largely coming from fixing repetitive output; unsuccessful Gemma experiments limit the case for general self-improvement. MIT CSAIL
a16z - How AI Applications Earn Their Premium — The essay argues that AI applications can sustain premium pricing by owning execution, customer context and measurable outcomes, rather than relying on model access alone; its company examples illustrate that thesis rather than establish a universal pricing rule. a16z

Robotics and AI Companies Funding

Pre-seed / Seed

Epoch - $4.25M, Seed round co-led by Burnt Island Ventures and Sand River. Epoch uses geospatial AI and software agents to trace raw materials to their origins and help importers prepare supply-chain due diligence.
Machenta - $40M, Seed round co-led by Creandum and Union Square Ventures, with Lukas Ziegler. Machenta develops robot foundation models trained in simulation that it says can learn tasks from a real-world demonstration.
Lette - $6.5M, Seed round led by Peak with Heliad, Foreword Fund, Pitchdrive, Adeline Arts and Science, and Des Traynor. Lette builds AI agents that manage residential leasing, resident support and maintenance through existing property management systems.
CORTAS - approximately €1.47M, Pre-seed round led by PSV Tech with JRNY Capital, EIFO and individual investors. CORTAS builds software and manages properties for institutional real-estate investors, combining AI and human services.
Atlas Bio - $11M, Seed round led by Creandum with First Momentum Ventures and LEA Partners. Atlas Bio builds a model of human biology to simulate drug responses in virtual patient cohorts before clinical trials.
Artiso - more than €3M, Pre-seed round led by Criteria Venture Tech with Swanlaab Venture Factory, Bynd Venture Capital, David Tomas and Nicolaj Reffstrup through Look Up Ventures. Artiso builds an AI operating system that connects fashion design, technical packs and marketing to a brand's own archive.
Northstar Security - $7M, Seed round led by Wing Venture Capital with MVP Ventures, Outliers Venture Capital, Gerhard Eschelbeck, Renaud Deraison and Justin Somaini. Northstar Security maps enterprise security data and uses AI agents to help teams investigate and remediate cyber risks.
Matiks - $10M, Pre-Series A round led by General Catalyst with Ronnie Screwvala, Info Edge Ventures, Tanglin Venture Partners and untitled ventures. Matiks offers math and puzzle games and is developing a platform for users to create games.
Wisable - $5M, Seed round backed by The D. E. Shaw Group. Wisable combines advisory teams and a buyer network with AI and automation for small-business mergers and acquisitions.
QwikBuild - $2.3M, Pre-seed round backed by Globalway, Inc., Blume Ventures, Mars Shot Ventures, DeVC, Lalit Keshre and Ankit N. QwikBuild develops AI agents that turn business requirements into enterprise applications with help from human developers.
Dream - $17M, Seed round led by Andreessen Horowitz with SV Angel, XYZ Venture Capital and Zigg Capital. Dream develops AI building models to design and engineer buildings and produce construction documents.
Mintive - $7M, Seed round led by Cowboy Ventures with Operator Collective, Burst Capital, Coatue Management, Hustle Fund and Maven. Mintive provides identities, permissions and audit trails for enterprise AI agents and their tool and model access.
Wrapped Health - $2.1M, Pre-seed round co-led by Lightbank and Arteria Capital. Wrapped Health uses AI in electronic health records to help care teams connect clinical recommendations with relevant health products.
SpendRule - $4M, Seed round led by Radical Investments with Zeal Capital Partners. SpendRule uses AI to compare business payments with contract terms and flag discrepancies.
Crux Labs - Over $6M, Seed round co-led by Benchstrength and Misneach with Analog Ventures and Pareto Holdings. Crux Labs captures expert judgment to evaluate, monitor and improve enterprise AI agents.
Bleu Robotics - €5M, Pre-seed round co-led by Contrarian Ventures and OVNI Capital with Kvanted, WEPA Ventures, Motier Ventures and Charlie Songhurst. Bleu Robotics develops software intended to teach industrial robots new factory tasks from operator demonstrations.
Sava - $10M, Seed round led by Gradient with Y Combinator, SV Angel, Orange Collective, SurgePoint Capital and angel investors. Sava uses AI agents for trust administration while human trust officers retain responsibility for fiduciary decisions.
Neuron Industries - $10M, Seed round co-led by FCVC and Obvious Ventures with Y Combinator, Thin Line Capital, Zee Prime Capital and Founder Factor. Neuron Industries builds industrial controllers and software that help engineers generate, inspect and test machine-control code.
MoSense - RMB 100M-scale, Angel+ round co-led by CDH Investments and Vitalbridge. MoSense develops electronic skin and tactile perception technology for robot contact and manipulation.
Ravical - $17M, Seed round led by MMC Ventures with Lakestar, Pitchdrive and Shapers. Ravical turns accounting firms' knowledge and client context into AI workflows across their practices.
Metacognition - A$5M, Pre-seed extension round from Airtree. Metacognition develops persistent memory and reasoning for AI agents and robots.
Dulo - $130M, Seed round reportedly backed by Eric Schmidt, John Doerr, DST Global, Construct Capital and Lowercarbon Capital. Dulo is developing foundation models for hardware design, according to The Information.
ALLOX - US$10.5M (€9.4M), Seed round led by Asabys Partners with CDTI and Institut Catala de Finances. ALLOX combines experimental genetics and AI models to discover functional protein sites and develop medicines.
ShareWillow - $8.5M, Seed round led by Circadian Ventures with Lerer Hippeau, Twelve Below, Charge Ventures, Notation Capital and Expa. ShareWillow uses AI to calculate performance pay and flag missing job data for skilled-trades businesses.
dubdub - $1.3M, Seed round co-led by 3one4 Capital, Antler and Stellaris Venture Partners. dubdub builds a personalized trivia and puzzle app using AI and user activity to tailor challenges.
Graypool - $5M, Pre-seed round backed by Jerk Ventures, Kearney, LPX Partners, Venture 53 and Werner Enterprises. Graypool, formerly HOPTEK, uses AI agents to help truckload carriers assess and price freight opportunities.
Intuitivo - €1.35M, Seed round co-led by Caixa Capital and the Impact Innovation Fund with Techstars, COREangels Lisbon, COREangels Porto and Angels Way. Intuitivo helps teachers create, administer and grade assessments with AI assistance.
MARC - $5M, Seed round led by Work-Bench with MXV Capital. MARC extracts pricing, renewal dates and obligations from real-estate vendor contracts to make them searchable.
MOSS Intelligence - over RMB 1B, Pre-A round led by T-Capital. MOSS Intelligence develops foundation models for speech, audio and visual understanding.
Mostest - $4M, Seed round led by Capital Q Ventures, NEXUS Luxury Collection and T-Squared Social with Wildwood Ventures, Locker Room Capital and Newbond. Mostest provides AI-powered event planning and venue and vendor discovery; its AI planning product is in beta in New York City.
紫创智械（上海）科技有限公司 - Tens of millions of yuan, Angel+ round led by Western Advantage Capital. The company develops AI systems for autonomous loaders and other construction equipment.
TechNovaTime - $3.4M, Pre-seed round led by AIN Ventures with Speedinvest, Multiball Capital, Negative Burn Ventures and the Techstars Follow-On Fund. TechNovaTime develops AI tools for healthcare administration that model workflows and perform approved repetitive tasks under human supervision.
Talky Labs - €1.5M, Pre-seed round backed by helloworld, Silence, Motive Force, Aera Capital, Sebastian J Gunningham, Paul Goldbaum and Javier Morenes. Talky Labs develops AI for accounting and operational finance that consults accountants on unfamiliar cases and records an audit trail.
TENSRAI - ₹3.4 crore, Pre-seed round backed by India Accelerator, Finvolve, Hyderabad Angels and angel investors. TENSRAI is developing retrofittable autonomy for industrial machines, with a mobile manipulator also in development.
VUSE XR - €1.2M, Pre-seed round led by Investment Advisory Club Düsseldorf - IACD e.V. with unnamed angel investors. VUSE XR develops AI-assisted tools for building mixed-reality training from engineering data and technical materials.

Series A

adsilico Limited - £10M, Series A round led by PXN Ventures with Northern Gritstone and Parkwalk. The University of Leeds spinout builds virtual patient anatomies and physics-based simulations to assess implantable medical devices alongside clinical studies.
Vera Health - $28.5M, Series A round led by Threshold Ventures with Mantis Venture Capital, SV Angel, Y Combinator and Gradient. Vera Health develops clinical AI that evaluates the strength of medical evidence before generating answers for clinicians.
Hyphenate - $45M, Series A round led by Nexus Venture Partners with B Capital, Foundation Capital, BoldCap and Gaia Ventures. Hyphenate builds AI agents that automate finance workflows across existing business systems while escalating decisions requiring human judgment.
General Compute - $100M, Series A round co-led by Blackbird and Abstract Ventures. General Compute provides an inference cloud using specialized chips and sells dedicated capacity or guaranteed tokens-per-second service.
Omnichat - US$10M, Series A round led by Openspace Capital with Darwin Ventures and Acorn Pacific Ventures. Omnichat develops AI agents for marketing, sales and customer service in messaging conversations.
CASBOT - several hundred million yuan, Series A++ round backed by Zhilai Investment, Yonghua Investment, Maotian Investment, Yuanhe Chenkun, Guoke Kezhi and Luning Investment. CASBOT develops robots and embodied AI for factory and mining work, including a planned underground demonstration.
Avante - $30M, Series A round led by Frist Cressey Ventures with Sorenson Capital, Hearst Ventures, Morgan Stanley's Next Level Fund and FUSE. Avante builds an AI platform for employee-benefits teams that connects plan documents, vendor contracts and claims data.
Easol - $30M ($20M equity and $10M debt), Series A extension round with equity from Y Combinator, Tiger Global, Foundation Capital, FMZ Ventures, Notion Capital and Eight Roads and a debt facility from Viola Credit. Easol provides booking and payments software and AI agents for festivals and other experience businesses.
Kivo Health - $10M, Series A round led by Allumia Ventures with Corewell Health Ventures, Y Combinator, Heuristic Capital and MassMutual Ventures. Kivo Health provides clinician-led virtual pulmonary rehabilitation for people with chronic lung disease.
Plato - $16M, Series A round led by Nava Ventures with Gradient, Transpose Platform and Mustafa Suleyman. Plato builds simulated workplaces for training and evaluating AI agents on job-related tasks and constraints.
SuperMe - $20M, Series A round led by Forerunner with Greylock Partners. SuperMe builds a network of AI profiles based on the experience of real professionals.
Bites - $40M, Series A round led by PeakSpan Capital with Vertex Ventures Israel, Horizon Capital, Rittenhouse Ventures, Lyra Ventures, Surround Ventures and J-Ventures Fund. Bites turns company documents into AI-generated frontline training delivered through messaging tools.
Blue Arbor Technologies - $10.5M, Series A round led by Ottobock. Blue Arbor Technologies is developing an interface that uses nerve and muscle signals to control robotic prosthetic limbs, with clinical validation still ahead.
Reflex - reported $14M, Series A round led by Standard Capital with Databricks Ventures, Y Combinator, Lux Capital and Abstract Ventures. Reflex helps businesses build and manage custom software using AI agents and an open-source Python foundation.
Pathfinder - $12M, Series A round led by Portage with Reach Capital, Gradient and Stand Together Ventures Lab. Pathfinder combines a charge card and AI-supported eligibility checks to help families manage education savings purchases and reimbursements.
TrashLab - $12M, Series A round led by Ventana with Bienville, Harlem Capital and CreativeCo Capital. TrashLab builds operating software for waste haulers, including an AI agent that handles calls, orders and route dispatch.
Midstream Health - $20M, Series A round led by Valtruis with Andreessen Horowitz, Foundry and CommonSpirit Ventures. Midstream Health uses AI agents and transaction data to help health systems recover money they are owed.
Hyperbolic - $30M, Series A1 round led by Walden Catalyst Ventures with Dell Technologies Capital, General Catalyst, Vista Equity Partners and others. Hyperbolic builds infrastructure software to provision and operate GPU capacity across cloud providers.
Cent - $15M, Series A round co-led by Blume Ventures and South Park Commons. Cent provides preventive health screenings combining medical imaging, biomarkers and specialist review, supported by AI.
Prism Data - $20M, Series A round backed by Story Ventures, FINTOP, Core VC, Obvious Ventures, 1st & Main Growth Partners and Mana Ventures. Prism Data develops AI-powered transaction categorization and cash flow underwriting technology for lenders.
StimCardio Medical - $30M, Series A round led by Metis MedTech with Catalyst Health Ventures and unnamed corporate strategic investors. StimCardio develops an investigational wearable designed to deliver non-invasive nerve stimulation alongside catheter ablation for atrial fibrillation.
QuantrolOx - €12M, Series A2 round led by IW Capital with EIC Fund, Voima Ventures, Serendipity Capital, Hoxton Ventures and Transpose Capital. QuantrolOx uses machine learning to automate quantum processor measurement, calibration and tuning.

Series B

Simplismart - $14M, Series B round led by Dallas Venture Capital with NVIDIA, Accel, Shastra VC and Micromax Informatics. All $14M is primary capital. Simplismart provides AI inference optimization, deployment and monitoring software across cloud and on-premises systems.
Nevis - $70M, Series B round led by EQT Ventures with Charles Schwab, QuantumLight, Sequoia Capital, ICONIQ and Ribbit Capital. Nevis builds AI agents for wealth advisers that connect CRM, meeting intelligence, financial planning and custodial workflows.
Infisical - $40M, Series B round led by Elad Gil with Y Combinator, Gradient, Gallery Ventures, Pace Capital and Dynamic Capital. Infisical manages secrets and credentials and is previewing an Agent Vault that lets AI agents access systems without receiving underlying credentials.
Collective - $40M, Series B round co-led by General Catalyst, QED Investors and Gradient with Intuit Ventures, FT Partners and SemperVirens VC. A separate $60M General Catalyst growth facility brings the combined package to $100M. Collective provides a financial operating system combining company formation, bookkeeping, payroll and taxes for solo business owners.
Broccoli AI - $30M, Series B round led by Khosla Ventures with Y Combinator and Operator Partners. Broccoli AI provides agents that answer calls, book jobs and follow up on estimates for home-service businesses.
Casap - $56M, Series B round led by Base10 Partners with Experian, Synchrony, Emergence Capital and Lightspeed. Casap develops AI agents for financial-services operations including payment disputes, fraud, collections and claims.
Live2.ai - ₹130 crore, Pre-Series B round led by IvyCap Ventures. Live2.ai builds AI software connecting social intelligence, campaign content and commerce; the package combines primary and secondary capital with an undisclosed split.

Series C and beyond

Bedrock Robotics - $600M, Series C round co-led by CapitalG and Emergence Capital. Bedrock retrofits construction equipment with autonomy systems for earthwork on commercial sites.
Archera - $15M, Series C round led by Pivot Investment Partners with HighSage Ventures. Archera offers insurance-backed cloud commitment guarantees and AI tools for managing cloud spending.
Opentrons - $40M, Series E round led by Avego with BroadOak Capital Partners. Opentrons builds laboratory robots and software that automate liquid handling and support experimental workflows.
Upwind - $400M, Series C round led by Bessemer Venture Partners with Canapi Ventures and returning investors. Upwind uses runtime context and AI agents to help teams investigate and remediate cloud security risks.
Serval - $150M, Series C round led by Sequoia Capital. Serval builds AI coding agents and service-management software for enterprise workflows.
ELITE ROBOTS - RMB 200M, Series D+ round led by CCB Equity Investment. ELITE ROBOTS develops collaborative robotic arms, mobile manipulators and humanoids.
FuriosaAI - $620M, Series D round backed by Infinitum, Jericho Capital Asset Management, QUDA Capital Partners, Cisco Investments and other investors. FuriosaAI develops AI inference accelerators, including its mass-produced RNGD chip, and is developing a third-generation processor.
CureBay - Reported INR 100 crore, Pre-Series C round led by IvyCap Ventures on the equity portion with debt from Trifecta Capital, Alteria Capital and VentureSoul Partners. The reported package comprises INR 69 crore equity and over INR 30 crore debt. CureBay combines physical clinics, local health workers and teleconsultations with AI-assisted screening and risk alerts.
Hex - $100M, Series D round co-led by Peak XV Partners and 137 Ventures with Amplify Partners, avra, Andreessen Horowitz, Next Legacy Partners, Redpoint Ventures, Sequoia Capital and Zero Prime Ventures. Hex develops a data analytics platform for human and AI agent workflows.
Hexagon Bio - $62M, Series C round led by The Column Group with Nextech Invest, Deviation Capital, 8VC and CPP Investments. Hexagon Bio uses microbial genomics and machine learning to discover drug candidates; its lead oncology candidate is in preclinical development.

Growth / Strategic / Other

EDGE Sound Research - $2M, Funding extension led by Stormbreaker Ventures. The company reports $9M in total funding. EDGE combines sound with visual and other sensor data for live sports and is developing applications for robotics and autonomous systems.
Nous - $17M, Funding round led by Heartcore Capital and Mosaic Ventures with Chalfen Ventures, Joyance Partners and Future Back Ventures by Bain & Company. Nous develops a household AI agent that finds deals, switches providers, cancels subscriptions and handles forms.
EchoTwin AI - $5M, Funding round backed by Gryphon Capital, Automotive Ventures and Black Mountain Ventures. The announcement says total seed capital exceeds $13M. EchoTwin AI uses computer vision and edge AI to turn vehicles into mobile inspection systems for urban infrastructure.
Kevel - $52M, Investment and credit package from Fulcrum Equity Partners, dunnhumby Ventures, Iberis Capital and ORIX USA Growth Capital. The package combines strategic investment and credit; the amounts are undisclosed separately. Kevel provides APIs that help retailers and marketplaces build commerce media networks.
Wabi - $55M, Funding round led by IVP with Andreessen Horowitz, Forerunner, Array Ventures, Amazon Alexa Fund and other investors. Wabi builds a shared personal AI assistant with customizable tools for group planning and everyday tasks.
Astribot - RMB1 billion, Funding round led by Toukong Donghai with Hongtai Fund, the Ninghai Xingtai He fund, 善恒资本 and returning investor 先沐. Astribot develops cable-driven robots, embodied AI models and an operating system for physical work.
Agora Labs - €4.3M, Funding round led by P101 with the Mussetto family, owners of Infinite Five. Agora Labs helps hospitals use clinical data for research and AI while retaining raw records within their own systems.
GoodMood Holdings - Nearly $45M (RMB 300M), Funding round backed by Imeik Technology, CSC Financial Capital, Wuxi Binhu Industrial Group, Shandong Development and Unifuture Capital. GoodMood combines AI-supported screening and care workflows with clinicians and physical mental health services.
Solink - more than US$100M, Funding round led by Vertu Capital with Growth Equity at Goldman Sachs Alternatives, Golub Growth and Comcast Ventures. Solink turns existing business camera feeds into AI-based operational insights for retailers, restaurants and warehouses.
AugurAI - ₹2 crore, Funding round from Campus Angels Network investors. AugurAI combines optics, imaging hardware and AI to inspect industrial products for defects.
INFIFORCE Technology Group - Nearly CNY 100M, Funding round from Zhejiang Venture Capital Group. INFIFORCE develops embodied AI systems for perception and decision-making across robot forms.
Luxor Technology - $16M, Strategic financing led by CMT Digital with Canaan, MicroBT, Halo, Steelhead and unnamed angels. Luxor develops AI compute services, hardware sourcing and compute derivatives; the financing combines primary and secondary capital in an undisclosed split.
Otter.ai - $320M, Growth financing from General Catalyst Customer Value Fund. Otter.ai provides voice AI tools for meeting transcription and searchable knowledge; the non-dilutive financing is repayable.
Powerlattice - $86M, Equity offering from undisclosed investors. Powerlattice develops power delivery chiplets for AI processors; the filing reported $86,009,965 sold against a $111,010,000 offering.
Photon Bridge - €10M, Funding round co-led by Amadeus APEX Technology Fund and 360 Capital with Innovation Industries, Faber and Brabant Development Agency. Photon Bridge develops laser sources for optical interconnects, combining lower-power semiconductor lasers to support AI infrastructure.

Robotics and AI News

AGIBOT - AGIBOT Introduces Worken to Measure Productive Robot Work at AGIBOT Innovation Day 2026 — AGIBOT introduced its G2 Max industrial robot and a proprietary Worken metric intended to measure productive robot work, alongside a GO-3 preview; the company presented these as steps toward evaluating useful output beyond demonstrations. AGIBOT
Waymo - Toyota and Waymo Advance Autonomous Driving Collaboration for Safer Streets and Freedom of Movement for All — Toyota and Waymo plan to begin testing a Waymo-equipped bZ4X in Japan in 2027, with UK testing to follow; the announcement describes development plans rather than an operating passenger service. Waymo
MIT News - A soft robot could help doctors diagnose and treat disorders of the small intestine — MIT researchers developed a soft robotic enteroscope that can navigate roughly 6.5 feet into the small intestine and carry diagnostic or treatment tools, with results demonstrated in animal studies rather than human trials. MIT News
Google DeepMind - Genie 4: A new generation of world simulation — Google DeepMind introduced a research preview of Genie 4, a real-time world simulator with native audio, while acknowledging remaining limits in physical accuracy and consistency that matter for simulation-based training. Google DeepMind
Google - Gemini 4 Carbon: our next frontier model — Google introduced Gemini 4 Carbon for longer engineering and cybersecurity tasks, citing company benchmarks and limiting initial access to selected cyberdefense partners while evaluating the model. Google
Anthropic - Early progress on accelerating drug development with Claude — Anthropic described early work with six partners and its own drug-development programs using Claude to support research, with evidence still at the preclinical stage rather than demonstrating efficacy in humans. Anthropic
Microsoft - Microsoft Announces First Quarter Results — Microsoft reported 48% Azure revenue growth and $63.9B in Microsoft Cloud revenue, up 30%, illustrating expanding cloud demand without identifying either figure as revenue from AI alone. Microsoft
Amazon / U.S. Securities and Exchange Commission - Amazon third-quarter 2026 Form 10-Q — Amazon reported $45.984B in quarterly AWS revenue, up 39.3%, and $75.9B in company-wide cash capital expenditures; the spending includes fulfillment infrastructure as well as technology investment and is not an AI-only total. Amazon / U.S. Securities and Exchange Commission
Sereact - Otto Group and Sereact Bring NVIDIA-Powered Physical AI to Returns Processing — Otto Group and Sereact plan a returns-processing pilot in Poland with ten dual-arm robot systems, with a further fifteen robot arms conditional on results; the announcement concerns a planned rollout rather than a completed installation. Sereact
KDDI Tech note - The World of Human-Robot Collaboration Pioneered by KDDI — KDDI described the establishment of ELYZA Robotics and humanoid demonstrations for retail and logistics, connecting language-model capabilities with physical workflows while leaving deployment at an early stage. KDDI Tech note
Princeton University - One magnet turns origami robot into machine logic — Princeton researchers used a single magnet and an external magnetic field to control sixteen stable configurations across four origami cells, demonstrating mechanical logic with possible future applications in compact robots. Princeton University
YYForce - YYForce Deploys 11 Commercial Hospitality Robots at Novotel & Mercure Singapore on Stevens — YYForce announced a 24-month agreement to deploy eleven service robots at Novotel and Mercure Singapore on Stevens, integrating hotel elevators and phone systems; rollout is underway, with no independent operating metrics reported. YYForce

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