Newsletter #80

This Week's Good Reads

Anthropic - What work can robots do? — Anthropic's model-assisted index estimates that current robots can perform tasks covering 34% of US working hours, mostly in controlled settings, but are cost-competitive for only 0.3% under its assumptions. The analysis separates technical capability from the cost, dexterity and adoption barriers that shape commercial deployment. Anthropic
Artificial Analysis - Welcome to the era of embodied AI: Introducing AA-Robotics v0.1 — Across eight tabletop tasks, frontier coding agents can control a physical robot arm, but take roughly 100 times longer than the human baseline. The benchmark compares task completion, inference cost and failure modes, making the gap between a successful demonstration and a useful deployment measurable. Artificial Analysis
Google Research - Grounding AI agents in biological reality: Building blocks for autonomous wet labs — Google Research describes VERID, a live laboratory digital twin that combines state tracking, simulated dry runs and hardware checks before agents execute liquid-handling protocols. Complementary aptamer and protein-design studies show how experimental feedback can expose artifacts and improve subsequent designs within human-directed research workflows. Google Research

Robotics and AI Companies Funding

Pre-seed / Seed

Parallel Loop - US$6.6M, Seed round led by 3one4 Capital with Picus Capital, Flourish Ventures, Economic Development Innovations Singapore and angel investors. Its enterprise AI platform combines a modular AI stack with forward-deployed engineers to connect existing systems, organizational knowledge and workflows.
OlsAro - €5M, Seed round led by Industrifonden and co-led by Nordic Foodtech VC, with Future Food Fund, PINC, AgFunder and GU Ventures. Its SeedAX platform combines genetics, data and AI-driven trait discovery to develop climate-resilient cereals, starting with salinity-resilient wheat.
Solvera - $6.3M, Pre-seed round led by Seedcamp with Construct Venture, Inception Fund, Momentum, OBOS Ventures, PSV Tech, Sondo, The Nordic Web Ventures, and angel investors. Solvera delivers mechanical, electrical, and plumbing engineering designs using AI agents supervised and approved by its own engineers.
Otter Health - $8M, Seed round co-led by Fika Ventures and Evidenced with Slow Ventures, Metrodora Ventures, CoFound, Layout Ventures, Patient Capital, and SemperVirens VC. Otter Health provides an AI platform that helps healthcare payers and providers assess care decisions against clinical evidence and manage utilization and quality.
Swamp Club - $7M, Seed round led by Amplify Partners with Encoded Ventures and angels including Jesse Robbins and Scott Tolinski. Swamp Club turns developer intent into reusable, typed behaviors that form deterministic workflows, calling an LLM when a step needs reasoning.
CodeWall - $4M, Pre-seed round led by Osney Capital with InReach Ventures, Antler and unnamed angel investors. CodeWall builds autonomous AI attack agents that continuously test enterprise systems within an authorized scope, identify exploitable paths and retest remediation.
Evos - $9M, Pre-seed round co-led by Uncork Capital and Field Ventures with Crosslink Capital, Utopia Capital Management, Sandwith Ventures and unnamed angels. Evos turns industrial teams' expertise into autonomous AI operators that execute operational work across existing business systems with configurable human approval.
Forgepoint - $9.8M, Seed round co-led by Primary Venture Partners and a16z Speedrun. Its AI sales representative handles manufacturers' RFQs, gathers missing specifications and drafts quotes using shop-specific pricing rules for human approval.
Othello - $8M, Seed round backed by a16z Speedrun, Owl Capital, Long Journey and angel investors. Its desktop AI coaching app delivers suggestions during live sales calls without joining the meeting as a participant.
RevRag AI - $2.5M, Seed round led by Accion Ventures with Cedar Hill Capital, Wyser and Venture Catalysts. Its multilingual AI relationship managers guide customers through onboarding, sales and support inside financial-services apps.
Holo - €5M, Seed round led by Market One Capital with Silicon Gardens, FIRSTPICK, Leonis Capital, NGL Ventures, Tekton Ventures and business angels. Its AI marketing platform creates plans, ads, social posts, email campaigns and SEO content for small businesses, with owners approving what goes live.
Elevatry - €3M, Pre-seed round backed by Bayern Kapital, H&Z Management Consulting, and six business angels. Elevatry provides AI agents for strategic procurement research, analysis, sourcing, negotiation, and contracting, with purchasing teams controlling decisions.
Cosmochute - $1.5M, Pre-seed round led by Accel and Prosus Ventures through Atoms X, with IIMA Ventures, Operators Studio, Jaivel Aerospace, and Chinmayi Muthyala. Cosmochute develops reusable lunar robotics, pairing a modular rover and trailer with standardized payload bays for transporting and deploying equipment on the Moon.
Uvi - $7.5M, Seed round backed by Connecticut Innovations, Cardumen Capital, Mana Ventures, 91 Ventures, and Gaingels. Uvi builds a shared enterprise context layer that helps AI agents understand business relationships and decisions across tools, code, and meeting records while respecting access permissions.
Miracly - €1.8M, Pre-seed round led by BEENEXT and Lotus with a Swedish family office and angels including Stefan Lindeberg, Alex Bouaziz, Thomas Ekman, Hedda Båverud Olsson and Parham Benisi. Miracly combines AI-search visibility analytics with agents that recommend and execute marketing actions across search, social media, PR and performance marketing.
Affinity Labs - $2M package, including a £497,787 grant, Pre-seed funding package combining private investment led by Fuel Ventures with Antler and angels including Marcello Ascani and Dev Karaca, plus an Innovate UK grant. Affinity Labs builds and operates creator-led software businesses using a shared AI development engine.
Alchera Technologies - £2M investment + £700,000 Innovate UK match funding, Seed package led by Maven Capital Partners with Bayes Entrepreneurship Fund, The FSE Group and Cambridge Applied Research Ltd. Its transport AI platform combines fragmented mobility data to analyze network performance and forecast traffic for highways operators and local authorities.
Homa - $5M, Seed round led by Quiet Capital with Restive Ventures and Cambrian. Its AI-assisted homebuying platform combines property analysis with local showing specialists and licensed brokers who prepare and negotiate offers.
Aerium - US$2.5M, Seed (SAFE; closed in July) round backed by Gutter Capital and undisclosed strategic angel investors. Aerium connects fragmented industrial data and uses AI agents and machine learning to monitor operations and automate work for manufacturers and distributors.
Ambio - €5.1M, Seed round led by b2venture with Montis VC and Lifeline Ventures. Ambio combines AI material matching with supplier qualification and quality assurance to procure recycled plastics for industrial buyers.
Dapta - $6M, Seed round led by Chingona Ventures with Crew Capital, COMETA, Broom Ventures, 500 Global, and Fen Ventures. Dapta builds English- and Spanish-speaking AI sales agents that answer leads by phone, text, and WhatsApp, qualify prospects, and book appointments for small businesses.
reebuild - €3M, Seed round led by Fortino Ventures with Rise PropTech Fund and Curiosity VC. reebuild uses AI to turn construction invoices, delivery notes and order confirmations into structured data for matching, review and cost control.
Relace - $1.6M, Pre-seed round led by Boost Capital Partners with Ascension, Koro Capital and angels including Husayn Kassai. Relace uses AI to map financial-services regulations to a firm's operating model, assess adherence and identify gaps with conclusions traceable to the underlying rules.
Replicas - US$4M, Seed round backed by Y Combinator, Flex Capital, Founders Co-op, Pioneer Fund, Robinhood Ventures and other investors. Its platform gives cloud coding agents isolated machines with the code, tools and dependencies needed to implement and verify software changes.
Shamrock AI - $5M, Seed round led by Endiya Partners with Capria Ventures. Its enterprise AI assurance platform uses a business knowledge graph to test and validate critical workflows, starting with ERP transformations.
Sanna - NOK 30M, Seed round co-led by Skyfall Ventures and Alliance VC with Sondo and angel investors. Its fixed-price accounting service combines automated bookkeeping with authorized accountants responsible for business accounts, payroll and annual reporting.
Matters - $5M, Pre-seed round anchored by Jakob Johansson with Knut Frängsmyr, Jenny Frängsmyr, Douglas Stark, Johan Bladh, Patrik Liu Tran and Per Widerström. Its planned personal finance platform pairs an AI adviser with subscription banking and cashback from transaction revenues; the financing supports licence applications and EU expansion.

Series A

Opsin - $21M, Series A round led by SYN Ventures and Race Capital. Its enterprise security platform connects AI agents' purpose, identity, permissions and activity to detect risks and enforce policy boundaries.
BloomX - $13M, Series A round led by Elah Fund with Rothschild Fund, Sadot Innovation, Tene Capital, OurCrowd, BioBee, Israel Innovation Authority and other investors. Its robotic pollination systems combine AI algorithms with bee-inspired mechanics to help blueberry and avocado growers manage pollination through a service model.
Chariot Claims - $10M, Series A round led by Silverton Partners. Chariot Claims uses AI to identify eligible consumers and coordinate consumer claims and mass arbitration with partner law firms.
Zenzap - $33M, Series A (closed August 2025; disclosed October 2026) round co-led by Bessemer Venture Partners and Lightspeed with The Garage. Zenzap puts collaborative AI agents in shared team chats to coordinate tasks and act across connected business tools.
Duvo - $32M, Series A round led by Balderton Capital with existing investors Index Ventures, Northzone and Credo Ventures. Duvo builds an Enterprise Execution OS whose AI agents map business processes and execute approved work across existing enterprise systems.
Confido Health - $12.5M, Series A extension round led by Z47 with Together, Blume Ventures, and Justin Saks. Confido Health's CareOS connects healthcare administrative workflows across patient outreach, scheduling, insurance checks, and payments.
Probably Genetic - $12M, Series A round led by Threshold Ventures with Y Combinator and other existing investors. Probably Genetic uses AI to turn patients' symptoms, medical records and biological data into structured phenotypic information for genetic-disease diagnosis and drug discovery.
Mueon Corporation - $65M, Series A round led by Maverick Silicon with Intel Capital, Geodesic Alliances Fund, Oregon Venture Fund, M Ventures, Wellington Management, IQT and Defined. Its Cubelets platform integrates compute, memory, interconnect, power delivery and cooling in modular 3D building blocks for AI and hyperscale infrastructure.
Fragment - $12M, Series A (closed mid-2025; newly disclosed) round led by FirstMark with BoxGroup. Its financial infrastructure provides billing, payments and accounting building blocks that AI agents can operate while a ledger enforces balanced transactions and consistent records.
CarbonFarm - €7M, Series A round led by Colam Impact with Proparco, Suma Capital, elea, Working Capital Fund, Albo, Bpifrance, Racine2 (Serena and makesense), and Techmind. CarbonFarm combines AI satellite analysis, field data, and greenhouse-gas models to measure rice-farming emissions and support decarbonization projects.

Series B

Harmonic Security - $50M, Series B round led by Crosspoint Capital Partners with existing investors. Its platform uses small language models to interpret employees' AI interactions and apply real-time data security controls across browser tools, desktop applications and agentic workflows.
North.cloud - $60M, Series B round led by PeakSpan Capital with Litquidity Ventures, Companyon Ventures, Alpaca VC, Uncommon Denominator, Gaingels and Mana Ventures. North.cloud automates cloud, AI and data spending through rate optimization, resource sizing, forecasts, cost allocation and its Noros AI agent.
RapidCanvas - $29M, Series B round led by Vertex Ventures SE Asia & India with Hitachi Ventures, Accel, Peak XV Partners, Valley Capital Partners and Titanium Ventures. RapidCanvas pairs an enterprise AI platform with field AI engineers to build, deploy and govern custom AI applications.
Salience Labs - $125M, Series B round led by Bullhound Capital with AMD Ventures, Intel Capital, SBI Investment, Hudson River Trading, British Business Bank, Applied Ventures, Oxford Science Enterprises, Cambridge Innovation Capital and Silicon Catalyst Ventures. Salience Labs builds integrated silicon photonic optical circuit switches that connect AI compute across GPU racks.

Series C and beyond

Modal - $750M, Series D round led by Accel with Kleiner Perkins, Menlo Ventures, General Catalyst, Redpoint Ventures, Lux Capital, Amplify Partners, and Bain Capital Ventures. Modal builds cloud infrastructure for AI inference, training, and isolated code execution across more than 20 clouds.
Sirona Medical - $40M, Series D round led by Avidity Partners with 8VC, GreatPoint Ventures, KLT Investments, Rose Park Advisors and other new and existing investors. Sirona Medical develops a cloud-native radiology platform combining diagnostic viewing, reporting, archiving and workflow AI.
Stand - $70M, Series C round led by Saga Ventures with Lowercarbon Capital, Eclipse, Equal Ventures, Inspired Capital, Neotribe Ventures and Jackson Square Ventures. Its insurance platform combines AI and physics simulation to model property-level catastrophe risk and connect home improvements to insurance pricing.

Growth / Strategic / Other

CarbonAI - $12M, Funding round led by Cowboy Ventures with Timber Grove Ventures, Bling Capital and Max Ventures. Its AI agents automate commercial real estate underwriting, due diligence and post-close loan monitoring while linking outputs to source documents.
120ft - €576,000, Angel funding from 22 angel investors, including Ted Persson, Sophia Bendz, Matthias Dantone, and Sam Baker. 120ft develops humanoid-run microfactories in shipping containers for local assembly, inspection, and packing of consumer products.
Dougs - €50M, Funding round from existing investor Expedition Growth Capital. Dougs provides AI-powered accounting services, developing agents that carry out accounting production with chartered accountants reviewing and signing the results.
Punch - $2M, Funding round (stage undisclosed) backed by returning investor Gutter Capital, unnamed customers, and technology angel investors. Punch turns construction jobsite conversations, photos, and emails into reports, tasks, alerts, and purchase orders using each contractor's operating and approval rules.
Ramp - $1.85B in primary financing, Primary financing led by Dragoneer Investment Group with co-leads Thrive Capital, Founders Fund, Sands Capital and Avenir, alongside other investors. Ramp provides a finance platform spanning spend management, accounts receivable and tools for AI work and AI spending.
Sonilo - $11M, Funding round led by B Capital with Redpoint Ventures. Its video-native audio models generate music and sound effects aligned with on-screen action, supported by licensed music datasets.

Robotics and AI News

Agility Robotics - Agility Robotics and Churchill Capital Corp XI S-4 Registration Statement Declared Effective by SEC in Connection with Proposed Business Combination — The SEC declared Agility and Churchill XI's merger registration statement effective, and Churchill XI scheduled a shareholder vote for November 2. The proposed combination remains subject to shareholder approval and other closing conditions, with Agility targeting a November Nasdaq listing under AGLT. Agility Robotics
Physical Intelligence - Frontier Models for Every Robot: Announcing our API beta — Physical Intelligence opened its Pi API beta for managed fine-tuning and hosted inference, letting developers upload demonstrations and iterate on policies for their own robots. Early partner deployments demonstrate the workflow while also exposing limitations, including network connectivity. Physical Intelligence
Google Developers Blog - Gemini 4 Argon for Robotics — Google demonstrated Gemini 4 Argon workflows for robot control, calibrated simulation reconstruction, multimodal data labeling and policy improvement. In one reported setup, simulation-generated training data increased real-hardware task success from 56% to 75%. Google Developers Blog
NEURA Robotics - NEURA Robotics Introduces Neuron AI: The Brain of the Physical World — NEURA introduced Neuron AI, a robot foundation model that it says combines vision, touch, force, audio, robot state, language and memory across five robot embodiments. Its Neuraverse platform supports customer fine-tuning and skill updates across fleets; an advertised GTC Berlin demonstration is scheduled for October 20-22. NEURA Robotics
Promise Robotics / PR Newswire - Promise Robotics Expands Physical AI Production Infrastructure for U.S. Homebuilding Through Multi-Year Commercial Agreement with D.R. Horton — D.R. Horton signed a multi-year agreement to access Promise Robotics' Factory-as-a-Service platform for production supporting more than 1,250 homes. The service connects design translation, robotic manufacturing, factory operations and installation without requiring builders to develop their own factories. Promise Robotics / PR Newswire
Meta AI Research - Introducing Muse Spark Open, The Most Capable US Open-Weight Model to Date — Meta released downloadable weights for Muse Spark Open, a multimodal model with 816B total parameters, 42B active parameters and a one-million-token context window. It offers hosted inference and a demonstrated two-Mac-Studio local configuration, with commercial use governed by the Muse Model License. Meta AI Research
ASML - ASML reports EUR 11.7 billion total net sales and EUR 5.0 billion net income in Q3 2026 — ASML reported EUR 11.7B in quarterly sales and EUR 5.0B in net income, citing AI-driven customer demand. It expects currently planned supply to fall short of customer demand in both 2027 and 2028 and is investigating further capacity expansion. ASML
American Express - American Express Publishes Intent Intelligence Framework for Trusted Agentic Commerce — American Express published a framework for authenticating a customer's purchase instructions before an AI agent pays, then carrying those limits through a scoped payment credential, authorization and dispute handling. Intent Intelligence is part of its ACE Developer Kit, whose integrations remain under development. American Express

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