Newsletter #81

This Week's Good Reads

IEEE Spectrum - The Robot I Didn't Expect to Build — Jonathan Hurst explains how customer economics, safety certification, maintenance and lifting requirements reshaped Digit's hardware, showing why turning a research robot into an industrial product requires compromises beyond locomotion. IEEE Spectrum
npj Robotics - Physics filtering favors the generalization of robot learning — PhyFilter corrects learned robot outputs using physics-based feedback, improving adaptation to unfamiliar terrain, payloads and wind in the paper's experiments. Tests across quadrupeds, drones and aerial manipulation show how a lightweight feedback module can complement training data. npj Robotics
OpenAI - Securing our frontier model training environment — OpenAI describes offline training environments and layered isolation for frontier models, including tests of sandbox escapes and covert communication, revealing the engineering needed to contain agents during training and evaluation. OpenAI
Google Research - Does better work always mean better workers? — A three-month randomized study of 133 patent lawyers separates better AI-assisted output from stronger independent judgment: senior lawyers improved on a later unassisted task, while junior lawyers showed no average gain. Google Research

Robotics and AI Companies Funding

Pre-seed / Seed

Dream Labs - $90M, Seed round led by B Capital and Kindred Ventures. Dream Labs develops AI models and an API that turn camera inputs and natural-language instructions into robot actions.
XRlabs - $8.4M, Seed round led by Playground Global with Eka Ventures. XRlabs develops computer-vision software that combines surgical video, navigation data and pre-operative scans to support operating-room awareness.
Marklo - $5M, Seed round led by Forerunner with Freestyle Capital. Marklo uses Shopify commerce data and market signals to prepare marketing plans and campaigns for brands to review.
Vessla - $3.3M, Pre-seed round led by Seedcamp with Inception Fund, Tiny Supercomputer Investment Company, and angel investors. Vessla builds AI agents that connect property companies' existing software to manage leasing, maintenance, and other property operations.
Constrik - €350,000, Pre-seed round led by Plus Partners. Constrik uses AI to turn construction budgets, building models, and plans into measurements and checks for tender preparation.
Syncrowin - A$3M, Pre-seed round led by Collide Capital with Hustle Fund, POV Ventures, Co Ventures, Ventari and private angels. Syncrowin combines machinery data, sensors, maintenance records and business systems to help energy and manufacturing operators identify equipment problems and prioritize repairs.
GasLab.AI - Approximately $1M, Pre-seed round backed by Eric Demuth, Bastiaan Beerens and other European entrepreneurs. GasLab.AI develops generative music using consenting artists' work, with attribution records designed to support revenue sharing.
TrustedRouter - $6M, Seed round led by SIERRA Ventures. TrustedRouter routes AI requests between model providers and offers encryption and confidential computing on supported open-weight model routes.
Symbe - $5.7M, Seed round led by Kfund with Sure Valley Ventures, 4Founders Capital and other investors. Symbe uses AI to help enterprise sellers and buyers quantify purchases, build business cases and track realized value after a sale.
Plinto - €2.9M, Pre-seed round backed by People Ventures, Emblem, and business angels. Plinto builds AI agents that check financial transactions against contracts, budgets, and policies and help teams resolve discrepancies.
PataBid - $2M, Pre-seed round led by Graphite Ventures with Sprout Fund, Bluesky Equities, Inverted Ventures, and previous angel investors. PataBid uses AI to connect drawing takeoff, supplier pricing, and material ordering for specialist construction contractors.
Gradient - $4M, Pre-seed round backed by VentureFriends, Acadian Ventures, Tiny Supercomputer Investment Company, HEARTFELT_, and Kima Ventures. Gradient provides AI-powered bookkeeping, tax, and compliance services for US startups with human experts and licensed CPA professionals.
Electric Plant - $11.2M, Seed round led by Onto Ventures and Climactic with Ponderosa Ventures, Endeavor Catalyst and other investors. Electric Plant combines sensors attached to living plants with an AI model to translate electrical signals into guidance for growers.
Different - $48M, Seed round led by General Catalyst with Lightspeed, Together, Haystack, MXV Capital and Firebolt Ventures. Different uses AI to create, launch and optimize B2B marketing campaigns across ads, email and landing pages with marketer approval.
Delegance Brokerage - $3.1M, Pre-seed round led by Grit Capital Partners with Core VC, Gilgamesh Ventures and Outside VC. Delegance Brokerage combines AI policy support and service automation with licensed commercial insurance brokers and a flat, disclosed 5 percent fee.
Asymptote Labs - $5.5M, Seed round led by Tower Research Ventures with Lytical Ventures, 1984 Ventures and South Park Commons. Asymptote Labs records AI-agent activity across coding tools and provides enterprise detection and policy controls for risky actions.
Sunlight AI - $17.4M, Seed round led by Lan Xuezhao, founder of Basis Set, with Sofeon Ventures, Social Leverage, and other investors. Sunlight AI combines AI, practice-management infrastructure, and human expertise to handle administration for independent medical practices.
HapWare - $1.5M, Pre-seed round led by Adaptation Ventures with Sidecut Ventures, Mines Venture Fund, Avesta Fund, The Pitch Fund, Peranaut, and other investors. HapWare develops a wristband that translates camera-detected social cues into tactile signals for blind, low-vision, and DeafBlind users.
Goodweek - $12M, Seed round led by Adara Ventures with Anamcara, BGV, True Ventures, and other investors. Goodweek provides governed workspaces for businesses to manage AI tools, company data, user access, and spending.
TraceWeave - Approximately KRW 3 billion, Seed round led by Mirae Asset Capital with NAVER D2SF. TraceWeave develops fixed-state AI architectures for agents that run on memory-constrained devices without cloud calls.
Vinyl Health - $2M, Seed round led by HealthX Ventures. Vinyl Health provides an AI personal health assistant that records medical visits and combines patient records into notes and next steps.
Gardera Security - €2M, Pre-seed round co-led by Vendep Capital and DIG Ventures with Greens Ventures and other investors. Gardera Security develops an AI security engineer that finds software vulnerabilities, tests exploitability and proposes code fixes.
Vectorial - $3M, Seed round co-led by Smilegate and SenseAI Ventures. Vectorial simulates audiences with its AI behavior model to help teams test digital experiences before involving real users.
Enact Intelligence - $30M, Pre-seed round backed by redalpine, Notion Capital, firstminute capital, Arthur Mensch, Yann LeCun, Andrew Lonsberry, and Thomas Wolf. Enact Intelligence develops robotic hardware and AI that sense force and touch through actuators to learn from physical interaction.
Slingshot Insurance - $27M, Seed round co-led by Rally Ventures and Skyward Group with insurance veterans including Jim Hays. Slingshot Insurance combines AI workflow automation and APIs to connect embedded-insurance providers, distribution platforms, and capital providers.
Nirva - $25M, Pre-Series A round from undisclosed investors. Nirva develops AI jewelry that processes its wearer's speech to surface insights about emotions and communication.
RhymeQ - $2.2M, Pre-seed round led by Ground State Ventures with Vanagon Ventures, Plug and Play, Freiraum Ventures and unnamed angels. RhymeQ develops a compiler that translates high-level Python code into quantum circuits for hybrid quantum-classical workflows.
BioStack - $9.5M, Seed round backed by Peak XV Partners, Afore Capital, DCVC and other investors. BioStack connects fragmented hospital records into longitudinal datasets for medical AI training and research.
Reduck - $3M, Pre-seed round led by daphni with Drysdale Ventures and Galion.exe. Reduck provides reusable browser automation scripts that AI agents can call as tools for websites without APIs.
Genie Health - US$3M, Seed round led by Nadathur Fareast with Liminal and two unnamed healthcare leaders. Genie Health combines personal health data with AI guidance and clinic tools for patient engagement, appointments and follow-up under provider oversight.
Tyce - CA$2.8M, Pre-seed round co-led by BDC's Thrive Venture Fund and MaRS Investment Accelerator Fund. Tyce uses private AI and contractors' own project data to review construction documents for scope gaps and support estimating and bid preparation.
Pythag Tech - US$4.25M, Seed round led by Azolla Ventures with Endurance28 and other institutional investors. Pythag Tech uses AI to guide cultivated-meat experiments across growth media, cell lines and bioprocessing, developing production processes for food companies to license.
Maxinsights - $30M, Seed round led by Peak XV Partners with Tola Capital, South Park Commons, INCE Capital and Alumni Ventures. Maxinsights collects recordings of human activity and uses hand-tracking and video models to check data quality for physical AI training.
BOB - $5.5M, Seed round led by Mischief with Peter Thiel, Codie A. Sanchez, Mark Pincus, Karman Ventures and other investors. BOB develops an AI finance agent that handles bookkeeping, invoicing, payments and cash flow for small businesses through messaging channels.
Ultra Security - $10M, Seed round backed by Ludlow Ventures, Hidden Capital, Entrée Capital and other investors. Ultra Security provides runtime monitoring and policy enforcement for AI-agent interactions with MCP servers and connectors.
Weflayr - $2.5M, Pre-seed round led by 13books Capital with Founders Future, Kima Ventures and other investors. Weflayr evaluates and routes AI models using customers' production workloads and their chosen quality and cost objectives.
Atlian - £600,000, Pre-seed round led by Fuel Ventures with SyndicateRoom's Access EIS, GI Network and angels including Chris Mairs CBE. Atlian uses AI to identify planning-stage construction projects in Britain for independent insurance brokers.
ArtMaster - $2.4M, Seed round backed by Factorial Capital, Reflex Capital, Moises and angel investors. ArtMaster develops an AI piano-learning app that listens to practice and provides individual feedback and lesson recommendations.
Cygrid - €2.66M, Pre-seed round led by Atlantic with D11Z. Ventures, Andreas Bermig, Boris Gorin, and Vlad Trop. Cygrid evaluates AI agent actions against company policies and delegated permissions to block risky commands before execution.
QuestorAI - $3M, Seed round led by Paladin Capital Group with Denver Ventures. QuestorAI combines deterministic code analysis and language models to assess software vulnerabilities, generate fixes, and validate their behavior.
Karta - $3M, Seed round led by Cedar Hill Capital and PeerCapital with WYSER, CDM Capital and Seedstars. Karta develops voice AI agents that connect to financial institutions' systems to resolve complex inbound customer calls involving multiple requests.

Series A

Hunar.AI - ₹40 crore, Series A round led by Blume Ventures with haf.vc, Together, Seedstars and other investors. Hunar.AI builds multilingual voice AI agents for frontline hiring, onboarding, training and employee engagement.
Webyn - €7M, Series A round led by Reflexion Capital with returning investor TOMCAT. Webyn develops AI agents that analyze visitor behavior and deploy personalized changes to e-commerce websites.
Mural - $15M, Series A round led by Tether with North Island Ventures and existing investors. Mural provides accounts and payments infrastructure that lets businesses and authorized AI agents move money within defined identity, compliance, and approval controls.
Firefly - $20M, Series A round led by Definition with BoxGroup and Susa Ventures. Firefly connects AI software, purpose-built hardware, and existing cameras and radios to help physical safety teams understand incidents and coordinate responses.
Eka Robotics - $150M, Series A round led by Andreessen Horowitz and F-Prime with Obvious Ventures, E14 Fund and other investors. Eka Robotics develops force-sensitive robotic hands and Vision-Force-Action models that combine visual perception with physical contact for object manipulation.
AuxoAI - $20.7M, Series A round led by NTTVC with George Still Jr., Amit Zavery and Giacomo Sonnino. AuxoAI embeds strategists and engineers with enterprises to redesign workflows and deploy AI systems using its Damia workbench.
Baba - $40M, Series A round led by FirstMark with CVS Health Ventures, Valtruis and returning investors. Baba combines AI agents with human care teams to handle insurer calls, paperwork, billing and follow-up for Medicare and Medicaid patients.
Mach9 - $34M, Series A round led by First Round Capital and Bessemer Venture Partners with Prudence and Quiet Capital. Mach9 uses AI to turn laser scans and imagery into editable survey drawings for civil engineers and surveyors.
Coherence Neuro - $45M, Series A round co-led by Founders Fund and the OpenAI Startup Fund. Coherence Neuro is developing AI models and implantable devices to monitor cancer-related electrical signals and explore adaptive treatment.
Firstwork - $15M, Series A round led by Earlybird Venture Capital with Legion VC, Deel Ventures and other investors. Firstwork uses AI agents to coordinate frontline-worker onboarding, training and compliance tasks across existing HR, payroll and screening systems.
Mave - $28M, Series A round led by Red Dot Capital Partners with Lumir Growth Partners, Dell Technologies Capital, and Emerge Ventures. Mave runs AI security investigations across existing enterprise tools, querying data in place and coordinating responses under team-defined rules.
Azoma - $11.2M, Series A round led by Puma Growth Partners with dunnhumby, Twin Path Ventures, MaRS IAF, Rank Ventures, Team Ignite Ventures and unnamed angels. Azoma helps brands measure and improve how their products are discovered and recommended by AI shopping assistants.
Flapping Airplanes - $1B, Series A round led by Index Ventures and Lux Capital with Sequoia Capital, GV and Kleiner Perkins. Flapping Airplanes researches learning methods and GPU software intended to reduce the data and compute needed for AI training and inference.
ScribeUp - $13M ($10M equity + $3M venture debt facility), Series A financing package led by Curql with Mucker Capital and Service Ventures. ScribeUp embeds AI-powered bill and subscription management in banking apps, helping consumers track payments, cancel services and update payment methods.
Sunbound - US$24M, Series A round led by TTV Capital with Bling Capital, Fika Ventures, Live Oak Bank and Ziegler Link•age Funds. Sunbound provides AI-powered software and billing support for admissions, resident payments and insurance claims in senior living and skilled nursing.
CapitalOS - $21.9M, Series A round led by LGVP with WEX Venture Capital, Group 11, Great North Ventures, and Night Capital. CapitalOS embeds financial workflows and expert-supervised AI agents for payments, risk, compliance, and underwriting inside B2B software.
Warp Sciences - US$215M, Series A round led by Lightspeed with IVP, Premji Invest, and Lux Capital. Warp Sciences builds AI-driven robotic laboratories for drug-discovery chemistry, starting with lead optimization.
YGO - €8M, Series A round led by Ventech with Sake Bosch, Caesar Capital, and business angels. YGO structures travel inventory and connects it to booking systems so AI assistants and travel companies can search, recommend, and book products.
Qualitate - $25M, Series A round led by Insight Partners with existing investors IA Ventures and Crew Capital. Qualitate uses AI interviews to build a continuously updated primary-research library that customers can query through an agentic application.
Cuttable - A$20M, Series A round led by Airtree with Square Peg, Rampersand, and Glitch Capital. Cuttable uses brands' creative assets and campaign performance data to generate ads and inform subsequent creative briefs.

Series B

Town - $108M, Series B round co-led by Forerunner and Menlo Ventures. Town provides AI assistants that connect employees' work systems and coordinate information sharing and task handoffs across teams.
Even Healthcare - $50M, Series B round led by Khosla Ventures with Alpha Wave Global. Even Healthcare combines consultations, diagnostics, preventive care and hospital treatment with ongoing patient management and AI tools that support physicians.
Daytona - $60M, Series B round led by FirstMark with Qualcomm Ventures, Samsung Next and other investors. Daytona provides isolated cloud computers where AI agents can run code, browse the web and use software.
Greptile - $50M, Series B round led by Menlo Ventures with Jump Trading, Wing Venture Capital, Benchmark, and other investors. Greptile builds AI agents that use codebase context to review and test software changes before they ship.

Series C and beyond

Labelbox - More than $100M (equity plus a credit facility; split undisclosed), Series E financing led by Infinitum Partners with Wipro Ventures, Andreessen Horowitz and other investors. Labelbox provides reinforcement learning infrastructure and managed enterprise AI agents, combining training environments, expert feedback and evaluations.
Blackwall - $100M, Series C round led by AVP with Dawn Capital, MMC Ventures and Tera Ventures. Blackwall provides bot mitigation, DDoS protection, web application firewalls and traffic management tools within hosting and cloud providers' infrastructure.
Suki - $90M, Series E financing led by Healthier Capital with Crosslink Capital, Hercules Capital, and existing institutional investors (equity/debt split undisclosed). Suki develops AI agents for healthcare documentation, clinical reasoning, revenue cycle, and operational workflows.
Blacksmith - $66M, Series C round led by Sequoia Capital with Premji Invest, Peak XV Partners, GV and Y Combinator. Blacksmith runs continuous integration workloads on cloud infrastructure designed to absorb bursts in demand for building and testing code.
Pigment - $250M, Series E round led by Scaleup Europe Fund, managed by EQT Group, with WiL, Greenoaks, ICONIQ, IVP and Meritech. Pigment combines enterprise planning models, business data and AI agents to support finance, sales and workforce planning.
Legora - $550M, Series E round led by Atreides Management, LP with Baron Capital, Capital Group, and other investors. Legora builds AI agents that help lawyers complete multi-step legal research, review, and drafting workflows.
Abby Care - $82M, Series C round led by Transformation Capital with CVS Health Ventures, Frist Cressey Ventures and other investors. Abby Care trains relatives as paid caregivers and supports home care with nursing oversight and an AI-powered care-management platform.
Pathos AI - $237M, Series E round led by Bristol Myers Squibb with New Enterprise Associates, Revolution, and Builders VC. Pathos AI develops oncology drugs and an agentic AI platform that combines clinical and biological data to guide asset selection and trial decisions.

Growth / Strategic / Other

ZAP Surgical Systems - $36M, Funding round led by Catalio Capital Management with continued support from Baheal Pharma Group. ZAP Surgical Systems develops a vault-free robotic radiosurgery platform for non-invasive treatment of brain tumors and other neurological conditions.
Allara - $30M, Funding round backed by Index Ventures, GV, Camino Partners, Foreground Capital, and The Family Fund & Founder Community. Allara provides virtual care for hormonal, metabolic, and reproductive conditions, combining clinicians and dietitians with AI tools for care administration.
Kodama Systems - $7M, Funding round co-led by Konvoy and Breakwater Ventures. Kodama Systems retrofits forestry machinery with remote operation and supervised autonomy for commercial logging.
Linkener - €7.5M, Funding round led by Klima, Alantra's energy transition fund. Linkener combines remote metering, analytics, and AI to monitor business energy use, validate invoices, and identify anomalies.
Tolan - $30M, Funding round (stage undisclosed) led by Union Square Ventures with Khosla Ventures and Homebrew. Tolan develops an AI companion that uses conversation and memory to support everyday planning and family life.
CoComply - £1.9M, Funding round backed by NPIF II - Mercia Equity Finance, Haatch, Richard Law, Seb Timpson and Stephen Cann. CoComply uses AI and specialist assessment to identify external workers in supplier agreements and coordinate workforce classification and compliance decisions.
Brellium - $23M, Funding round (stage undisclosed) co-led by Left Lane Capital and First Round Capital with Digital Health Venture Partners. Brellium uses AI to check clinical documentation for care, coding and compliance issues before claims are submitted.
Opply - $7.5M, Funding round (stage undisclosed) led by Chalfen Ventures with Index Ventures, Anthemis Group, Entrepreneurs First, InThisTogether.vc and Ventures Together. Opply uses AI agents to run sourcing, procurement, payments and supply-chain workflows for consumer brands, initially in food and beverage.
Rulen - €1.8M, Funding round (stage unspecified) led by VC Partners SGR with Growth Engine, AME Ventures and other investors. Rulen develops AI workflows for tax and accounting research, data collection, checks and document production under professional oversight.
SupaHuman - NZ$2.6M, Funding round (Series A/seed) led by Movac with Ecliptic Venture Capital, K1W1, Snowball, and Serge van Dam. SupaHuman builds AI tools for vocational assessment preparation, learning resources, role plays, and coached workplace practice.
Nami Surgical - £3.4M, Funding round extension backed by Scottish National Investment Bank, Eos Advisory, Scottish Enterprise and the Investment Fund for Scotland. Nami Surgical develops miniaturized ultrasonic cutting and vessel-sealing instruments for wristed surgical robots.
Cognitive Credit - $40M, Strategic growth investment led by Summit Partners with ETFS Capital. Cognitive Credit combines verified financial data, credit models and generative AI to help analysts research corporate bond and loan issuers with answers traceable to source documents.
Indurex - €7M, Funding round led by Contrarian Ventures with Axeleo Capital and Curiosity VC. Indurex uses AI agents to flag anomalies and engineering deviations across industrial control and safety systems for human review.
DeepSeek AI - About $15B (roughly RMB 100B), Reported funding round (stage undisclosed; closing unconfirmed) with CATL and Tencent among the biggest backers reported by Bloomberg. Bloomberg reports the raise; Reuters says closing was still pending and terms and the investor lineup could change, and DeepSeek has not confirmed the financing. DeepSeek AI develops open-weight large language models and reasoning systems, alongside hosted chat and API services.

Robotics and AI News

NVIDIA - NVIDIA Advances Isaac Platform for General-Purpose Robotics With New Reference Humanoid, Frameworks, Simulation Pipelines and Data — NVIDIA expanded its robotics stack with Isaac Lab 3.0, the Isaac OS runtime and new simulation pipelines and data, while presenting the Agile ONE SN reference humanoid planned for early 2027. NVIDIA
Audi - Agile Robots and Audi to transform automotive logistics with mobile humanoids, supported by Dassault Systèmes and NVIDIA — Audi and Agile Robots are testing mobile humanoids for parts sequencing at the Ingolstadt Production Lab, using a virtual twin to assess feasibility, timing, ergonomics and safety before potential production deployment. Audi
Agility Robotics - Agility Robotics Expands NVIDIA Collaboration as It Prepares Digit 5 for Commercial Scale — Agility plans to standardize Digit 5's onboard compute on NVIDIA IGX Thor and incorporate Halos elements into human detection and safety evaluation, with early access expected in the first half of 2027 ahead of broader availability. Agility Robotics
Tesla - Q3 2026 Update — Tesla says Optimus production has begun in Fremont, although its capacity table still describes California robotics as an early ramp. The quarterly update also reports net income attributable to common shareholders down 43% year over year. Tesla
1Password - 1Password for Agents Launches as the Trust Layer for Personal AI Agents — 1Password launched an access layer that lets users approve AI-agent sign-ins on their own devices while credentials are filled directly into login forms, keeping saved passwords out of the model's context. 1Password
TechCrunch - Meta says Muse has over 10M users, with shopping a top activity — Meta reported more than 10 million Muse users and named shopping among its leading uses, with plans to earn commerce revenue while reducing the compute cost of running personal AI agents. TechCrunch
Google Research - Bringing foundational models to the front lines of TB screening — Google's IDWeek update describes chest-X-ray AI deployed through Nexus AI and local adaptation of MedGemma and MedSigLIP for TB screening, linking open models with clinical workflows while clinicians retain final decisions. Google Research
ETH Zurich - One small leap for a muscle, one giant step for robotics — ETH researchers combined cultured mouse muscle with soft hydrogel scaffolds to make small biohybrid robots jump, swim, walk and grasp; the nutrient-dependent laboratory prototypes explore an alternative to conventional electric actuators. ETH Zurich

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