This Week's Good Reads
- IEEE Spectrum - Gill Pratt Says Humanoid Robots' Moment Is Finally Here — Gill Pratt argues current humanoid excitement is less about robot bodies and more about AI finally making those bodies useful, with diffusion policies and large behavior models pushing "system one" pattern-matching much further than before. But he warns the field still lacks true "system two" reasoning and world models, which means humanoids will likely need human supervisory control for a long time and could be heading toward a hype-driven trough of disillusionment if expectations run too far ahead. IEEE Spectrum
- Tech Funding News - Artemis missions and SpaceX IPO to create fertile ground for startups in $1.8T space industry — The piece argues Artemis II, SpaceX's reported $1.75T IPO filing, and rising geopolitical urgency are combining to pull more mainstream capital into space technology, with the space economy projected to hit $1.8T by 2035. The sharper point for robotics and AI is that value is shifting toward terrestrial infrastructure uses like geospatial intelligence, satellite communications, and in-space services, with low-earth-orbit networks increasingly framed as core enabling infrastructure for physical AI. Tech Funding News
- MIT News - AI system learns to keep warehouse robot traffic running smoothly — MIT and Symbotic built a hybrid system that uses deep reinforcement learning to decide which warehouse robots should get priority in real time, then combines that with a classical planning algorithm to route the fleet through congestion. In warehouse simulations inspired by real ecommerce layouts, the approach delivered about 25% higher throughput than baseline methods, showing how learning-guided planning can turn multi-robot coordination from brittle expert heuristics into something more adaptive and scalable. MIT News
Robotics and AI Companies Funding
Pre-seed / Seed
- Zell – €500K, Pre-seed round backed by P3Ventures, Berkeley SkyDeck, Cariplo Factory, Mamba Ventures, and angel investors. AI-native sales coaching layer that turns call analysis into manager actions, personalized role plays, and rep improvement tracking.
- Flashpass – $4.1M, Seed round led by J2 Ventures with Seven Stars Ventures, RiverPark Ventures, and Uncommon Projects. Workforce platform for public-sector retraining that connects curriculum, credentials, and job placement for workers displaced by AI.
- Elorian – $55M, Seed round backed by Striker Venture Partners, Menlo Ventures, Altimeter, NVIDIA, and Jeff Dean. Multimodal reasoning lab focused on native visual reasoning for robotics, engineering, and other physical-world AI use cases.
- Plume – $3.9M, Seed round led by AENU with Y Combinator, Kima Ventures, RAISE Sherpas, Better Angle, and Collaborative Fund. Agentic geospatial intelligence platform for renewable project siting, permitting analysis, and development prioritization.
- Refiant – $5M, Seed round led by VoLo Earth Ventures. AI model compression infrastructure targeting lower-energy inference, on-prem deployment, and stronger data sovereignty.
- Golden Analytics – $7M, Seed round led by NEA and Madrona with Breakers. AI-native business intelligence platform that automates data prep, visualization, and presentation generation while keeping analysts in control.
- Trent AI – $13M, Seed round led by LocalGlobe and Cambridge Innovation Capital with angel backers from Instacart, Google DeepMind, and Spotify. Multi-agent security platform for scanning, judging, and mitigating risk across code, infra, and runtime agent systems.
- Petwealth – $1.7M, Seed round from undisclosed investors. At-home PCR pet diagnostics platform combining fecal, oral, and respiratory testing with AI health insights and fast result turnaround.
- Atlas – $6M, Seed round led by Accel and Stellaris Venture Partners. AI-powered accounting workflow platform built for independent firms handling execution-heavy work with human-in-the-loop review.
- Q Factor – $24M, Seed round led by NFX and TPY Capital with Intel Capital, Korea Investment Partners, and Deep33. Neutral-atom quantum computing company building architecture aimed at scaling toward million-qubit systems.
- Pomo – $4.5M, Seed round led by Kindred Ventures with Databricks Ventures, Seven Stars, SV Angel, Timeless Partners, and 645 Ventures. AI marketing intelligence platform that monitors market signals continuously and generates prioritized actions.
- Golden Owl – €1.4M, Seed round led by First Drop VC. Multi-agent intelligence platform reasoning across open, deep, and dark web data to surface disinformation, infrastructure, and geopolitical risk signals.
- Prism Layer – $1M, Pre-seed round led by Fenway Summer with Plural VC plus Raj Date and Sima Gandhi. AI-native enterprise risk management platform turning compliance frameworks and institutional knowledge into auditable real-time decisioning.
- BLOCKS – $6M, Pre-seed round led by Speedinvest with Caesar Ventures and angel investors including Mario Gotze and FlixBus founders. AI agent for continuous cloud cost management paired with aggregated buying power for startup infrastructure spend.
- Coastal Measures – $1.2M, Pre-seed round backed by AWS through its generative AI incentive program. AI-driven coastal data platform unifying fragmented ocean and shoreline inputs into decision-ready intelligence.
- Felix – $1.7M, Pre-seed round led by XYZ Venture Capital with angel investors including Michael Stoppelman and Gert Lanckriet. Deterministic AI workflow platform for regulated professional services where outputs must be auditable and repeatable.
- Estaie – 7-figure, Pre-seed round from undisclosed investors. AI-powered hospitality platform for short-term rental and boutique hotel booking, pricing, channel management, and guest communications.
- nFuse – €2M, Seed round led by Eleven Ventures and LAUNCHub. Conversational commerce platform using WhatsApp and NLP to automate ordering workflows for FMCG trade.
Series A
- GitButler – $17M, Series A round led by Andreessen Horowitz with Fly Ventures and A.Capital Ventures. AI-native version control platform built around stacked branches and coordination primitives for parallel human and agent workflows.
- Citra Space Corporation – $15M, Series A round led by Washington Harbour Partners LP with Scout Ventures, Squadra Ventures, Alumni Ventures, and others. Space object identification platform combining ground and orbital observations into behavioral fingerprints and decision support.
- neuroClues – €10M, Series A round led by Teampact.ventures, White Fund SA, and European Innovation Council Fund with invest.bw, LeanSquare, and Wallonie Entreprendre. AI-powered eye-tracking platform generating objective neurological biomarkers during routine neurology visits.
- Portal Space Systems – $50M, Series A round led by Geodesic Capital and Mach33 Financial Group with Booz Allen Hamilton, ARK Investment Management, AlleyCorp, and FUSE. Rapidly maneuverable spacecraft platform built for retasking, rendezvous, and autonomous orbital operations.
- Mastra – $22M, Series A round led by Spark Capital. TypeScript framework and control layer for production AI agents spanning workflows, memory, observability, and deployment infrastructure.
- AfterQuery – $30M, Series A round led by Altos Ventures with The Raine Group, Y Combinator, and BoxGroup. Expert reasoning data platform capturing how professionals in law, medicine, finance, and engineering solve real problems for frontier AI training.
- PeakMetrics – $6M, Series A round led by Moneta Ventures with Techstars, Parameter Ventures, VITALIZE Venture Capital, and Gurtin Ventures. AI narrative intelligence platform helping organizations detect coordinated information attacks and synthetic media campaigns earlier.
- Haast – $12M, Series A round led by Peak XV Partners with DST Global Partners, Airtree, Aura Ventures, and Black Sheep Capital. Enterprise compliance automation platform embedding AI review agents into frontline content and approval workflows.
- Treon – €6.8M, Series A extension led by ACME Capital with Ventech. Industrial IoT platform combining wireless edge sensors and AI analytics for predictive maintenance across manufacturing and logistics.
- Natter – $23M, Series A round led by Renegade Partners with Kindred Capital, Costanoa Ventures, Rackhouse Ventures, Village Global, and Asymmetric Capital Partners. AI-native conversation intelligence platform running thousands of simultaneous video interviews to extract stakeholder insights at scale.
- Modus – $85M, Seed and Series A financing led by Lightspeed Venture Partners with Comma Capital and Garry Tan. AI-native audit platform using an acquisition-first model to embed automation directly inside accounting firms.
Series B
- Patlytics – $40M, Series B round led by SignalFire with N47, Myriad Venture Partners, Relativity, Alumni Ventures, Antiportfolio Ventures, and BAM Corner Point. Patent lifecycle platform automating invention capture, drafting, litigation support, and portfolio management for law firms and corporate IP teams.
- D-Robotics – $180M, Series B extension led by CATL, bringing total Series B financing to $270M. Autonomous driving chip company building energy-efficient compute for self-driving workloads.
- Xoople – €130M, Series B round led by Atomico. Geospatial AI company generating high-resolution 3D Earth maps from satellite and aerial imagery for autonomy, urban planning, and climate use cases.
Series C and beyond
- SiFive – $400M, Series G round led by Atreides Management with Apollo Global Management, NVIDIA, T. Rowe Price, Prosperity7 Ventures, and others. RISC-V CPU IP company expanding customizable data center and AI infrastructure around open processor architecture.
- Chapter – $100M, Series E round led by Generation Investment Management with Fifth Down Capital, 8VC, Stripes, Addition, Narya Capital, Susa Ventures, Maverick Ventures, and others. AI-native Medicare navigation platform expanding into broader retirement financial products.
Growth / Strategic / Other
- Narwhal Labs – £20M, Funding round backed by Jonathan Swann and 70+ UK investors. Autonomous communications infrastructure running inbound qualification, lead response, and follow-up across voice, SMS, email, and WhatsApp.
- FutureFit AI – Undisclosed, Strategic investment from Achieve Partners. Workforce development platform combining skills-based matching, career navigation, and labor market data for governments, employers, and training providers.
- SiMa.ai – Undisclosed, Strategic investment from Micron Technology. Physical AI compute platform for robotics, autonomous systems, and industrial automation built around high-performance edge inference and memory co-design.
- Avec – $8.4M, Funding round backed by Lightspeed, Haystack, Parable, Wayfinder Ventures, and angel operators from Replit, Anchor, and product tooling. AI-native mobile email client with context-aware prioritization, voice replies, and writing assistance.
- MillTech – $60M, Funding round from Apax Digital. FX hedging and treasury platform adding AI into hedging strategy, cash deployment, and rate-differential analysis for enterprise finance teams.
- Two Boxes – $3.2M, Funding extension led by Assembly Ventures with Peterson Ventures, Matchstick Ventures, Range Ventures, and Vinyl Capital. AI-powered returns processing platform using image classification and fraud detection to recover inventory value for retailers and 3PLs.
- Semidynamics – Undisclosed, Strategic investment from SK hynix. Barcelona-based RISC-V processor company building memory-centric inference chips for larger models, longer context windows, and better cost per token.
- Boulder Imaging – Undisclosed, Growth investment from Lime Rock New Energy. Machine vision company behind IdentiFlight, an AI system that detects protected birds near wind turbines and curtails only when needed.
- Firmus – $505M, Funding round led by Coatue with NVIDIA participating at a $5.5B valuation. AI data center builder developing liquid-cooled "AI Factories" on renewable-heavy Australian infrastructure.
- Aria Networks – $125M, Funding round led by Lightwork Ventures. AI-driven network automation company helping telecom and enterprise operators optimize traffic, congestion, and service delivery.
- Fieldwork Robotics – $3M, Funding round led by Forward Partners. Agricultural robotics company commercializing autonomous raspberry harvesting systems with computer vision and gentle robotic grippers.
- AirHub – €4.4M, Funding round led by Global Brain Corporation. Drone operations platform enabling automated BVLOS inspection, mapping, and surveillance missions across Europe.
- Noon – $44M, Funding round led by Lightspeed Venture Partners. AI-powered product design platform generating design variants, predicting engagement, and optimizing interfaces inside existing design workflows.
- Mappedin – $24.5M, Growth investment led by Edison Partners. Indoor mapping and spatial intelligence platform powering navigation, asset tracking, and analytics across airports, hospitals, malls, and campuses.
Robotics and AI News
- TechCrunch - Vercel CEO Guillermo Rauch signals IPO readiness as AI agents fuel revenue surge — Vercel says boom in AI-generated apps and agents is materially changing its scale, with revenue reportedly rising from $100M ARR at start of 2024 to a $340M run rate by the end of February 2026. Guillermo Rauch said 30% of apps on Vercel already come from agents and suggested company is operating with public-market discipline, framing Vercel as infrastructure layer where proliferating AI-built software will get deployed. TechCrunch
- Tech Funding News - Meta commits $21B to CoreWeave in one of AI infrastructure's largest ever contracts — Meta agreed to a new $21 billion CoreWeave contract for dedicated AI cloud capacity through 2032, adding to an earlier $14.2 billion agreement and pushing combined commitments past $35 billion with some overlap. The deal is centered on inference capacity for Meta's Llama-powered products across Facebook, Instagram, WhatsApp, and Messenger, and will give CoreWeave an early role in deploying NVIDIA's next-generation Vera Rubin platform. Tech Funding News
- Tech Funding News - Two former physicists have launched Bondstone's €50M deep tech fund in Lisbon — Portuguese real estate group Bondstone has launched venture arm Bondstone Ventures and registered Maxwell Technologies I, a €50 million fund targeting seed and early-stage DeepTech startups across Southern Europe. The vehicle will focus on AI, computational biology, climate tech, and adjacent science-heavy areas, pairing institutional capital with venture partners and university relationships to source research-driven companies from a region that has historically seen less venture activity. Tech Funding News
- TechCrunch - VC Eclipse has a new $1.3B fund to back and build physical AI startups — Eclipse closed $1.3 billion in fresh capital split between a $591 million early-stage incubation fund and a growth vehicle, doubling down on what it calls the "physical world" era of AI. The firm plans to invest across transportation, energy, infrastructure, compute, and defense while also incubating startups internally, with an explicit strategy of building an interconnected portfolio whose companies can become early customers and partners for one another. TechCrunch
- Meta - Introducing Muse Spark: Scaling Towards Personal Superintelligence — Meta introduced Muse Spark, first model in its new Muse family from Meta Superintelligence Labs, positioning it as a natively multimodal reasoning system with tool use, visual chain of thought, and multi-agent orchestration. Meta says model is available now in Meta AI and Meta AI app, with a new "Contemplating mode" rolling out to tackle harder reasoning tasks, while also using launch to signal broader investment across model training, infrastructure, and the Hyperion data center as it rebuilds its AI stack. Meta
- VentureBeat - Anthropic says its most powerful AI cyber model is too dangerous to release publicly — so it built Project Glasswing — Anthropic launched Project Glasswing, a cybersecurity initiative built around Claude Mythos Preview, an unreleased model the company says is too capable in cyber offense to make generally available. Anthropic says model autonomously found thousands of high-severity zero-days across major operating systems, browsers, and critical software, and is instead being deployed with a coalition of major tech and finance partners plus $100 million in usage credits and $4 million in donations to help defenders find and patch vulnerabilities before similar capabilities spread more broadly. VentureBeat
- TechCrunch - OpenAI alums have been quietly investing from a new, potentially $100M fund — Zero Shot, a new venture fund founded by former OpenAI operators and engineer-investors, has completed a first close of $20 million toward a $100 million target and has already started writing checks. The team says its edge is knowing where frontier model capabilities are actually headed, and early bets include enterprise automation startup Worktrace AI and factory robotics company Foundry Robotics, showing how alumni networks from major labs are turning into new capital formation channels. TechCrunch
- Bloomberg - Anthropic Tops $30 Billion Run Rate, Seals Broadcom Deal — Anthropic said its revenue run rate has climbed past $30 billion from $9 billion at the end of 2025, with more than 1,000 business customers now spending over $1 million annually, more than double February levels. Company also confirmed a Broadcom and Google partnership to power its expansion, reinforcing how demand for frontier models is now tightly coupled to massive custom compute and infrastructure supply deals. Bloomberg