Seven career tracks
Embedded, controls, perception, planning, learning, mechanical systems, and integration, each mapped to the failure it owns.
As Above · Techne × Oikos
Robotics
Intelligence Desk
From AI agency to physical work. We follow the people, machines, constraints, and capital that determine whether a technical breakthrough becomes a durable business.
By Marc Theiler · Launched August 30, 2026 · Dated research snapshot, not a live market feed
Conceptual AI-generated editorial illustration.
Robotics Desk 004 · The Signal · September 11, 2026
The Line Walked. The Invoice Did Not.
A humanoid can leave a commissioned line. The investable question is whether plant hours become accepted work, independent revenue, service economics, and a second invoice.
Previous in the argument: The Robotics Trade Is a Bottleneck Trade and The Verification Layer Between AI and Physical Action.
Field guide · Education + Career
Build the Robot. Build the Evidence.
A rigorous decision map for young builders: choose a technical failure domain, build proof on real systems, evaluate schools by access, and turn projects into an engineering record that can survive an interview.
Five evidence gates
Projects advance from controlled motion to a system accepted by a real user, with measurements and limitations preserved.
A 24-month operating plan
Education, specialization, collaboration, portfolio construction, internship work, and the first targeted job campaign.
The recurring lens
Three supply curves. One commercial test.
Capable policies
What can the software accomplish on a defined task, body, and environment? Test generalization and failure recovery, not only a best-case demo.
Qualified hardware
What can suppliers manufacture, deliver, and maintain at the required specification? Capacity claims, shipments, and accepted installations are different counts.
Useful work
What accepted output reaches the customer after downtime, human assistance, service, and integration costs? This is the supply a customer buys.
Accepted output = scheduled hours × availability × attempts per operating hour × acceptance rate. Keep task definitions and assistance explicit. We do not yet have a complete measured industry supply curve.
Constraint register / August 30 baseline
Where the bottleneck could move
| Layer | Test the constraint | Measure the supply response |
|---|---|---|
| Learning and data | Rare failures and transfer to new tasks | Held-out success rate; interventions per accepted task; adaptation hours |
| Hands and motion | Dexterity, precision, torque, wear and thermal limits | Qualified lead time in weeks; yield; field failures; price at a fixed specification |
| Onboard compute | Latency, power, heat and software compatibility | End-to-end latency; watts per task; installed compute cost |
| Integration | Site commissioning and process variation | Commissioning days; engineering hours; second-site acceptance |
| Fleet operations | Uptime, maintenance, assistance and recovery | Accepted tasks per scheduled hour; assistance minutes; service cost; renewal rate |
| Commercial qualification | Industrial quality, safety, procurement and milestones | Accepted work; milestone completion; recognized revenue; customer concentration |
| Capital and value capture | Financing cost, dilution, valuation and temporary scarcity | Security-level valuation; segment exposure; cash runway; NAV premium/discount where relevant |
AI agency bridges into robotics through task authorization, planning, perception, motor control, execution, and verified completion. A better brain cannot substitute for a reliable machine, and a software permission is not a physical safety system.
Source map / Initial edition
52 people, firms, and institutions
Across 31 affiliation groups: researchers, builders, customers, component suppliers, capital allocators, and independent critics. Inclusion is a research lead, not an endorsement, quality ranking, or recommendation to invest.
Count independent evidence, not repeated voices. Andrew Kang, Bill Hughes, Scott Walter, and Roland Roventa share a RoboStrategy affiliation. A fund and its portfolio company are not independent corroboration. Primary identity or topic links do not validate every future claim. Thrive remains on the requested list, with robotics deal confirmation explicitly pending.
Showing 52 of 52 sources
Person · Capital
Andrew Kang
RoboStrategy; CEO
Portfolio thesis and capital formation
Commercial / fund interest
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Andrew Kang ↗Person · Policy
Bill Hughes
RoboStrategy; Legal & Policy VP
Interpretations of robot market-access rules; verify against agency text
Fund-affiliated interpretation, not legal authority
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Bill Hughes ↗Person · Engineering
Scott Walter
RoboStrategy; Robotics Research Diligence Director
Mechanisms, actuator design, simulation limitations
Fund-affiliated technical diligence
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Scott Walter ↗Person · Capital
Roland Roventa
RoboStrategy; Investment Principal
Early companies, financing and technical-commercial intersections
Commercial / fund interest
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Roland Roventa ↗Person · Deployment
Jack Pearson
RoboStrategy; Investment Principal
Integration and commercialization questions
Commercial / fund interest
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Jack Pearson ↗Fund · Capital
RoboStrategy
Listed closed-end robotics investment company
Holdings, dated NAV, fees, share issuance and premium/discount
Private marks; concentration; issuer disclosures
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for RoboStrategy ↗Person · Capital
Alfred Lin
Sequoia; partner linked to Physical Intelligence
Foundation-model investment rationale
Portfolio interest
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Alfred Lin ↗Fund · Capital
Sequoia Capital
VC; lists Physical Intelligence in portfolio
Technical founder interviews and disclosed financing
Portfolio selection and promotion
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Sequoia Capital ↗Fund · Capital
Thrive Capital
User-requested institutional watch
Robotics financing announcements and actual disclosed round participation
Official site accessible; specific robotics deal attribution pending primary confirmation
identity confirmed; robotics relationships pending · Checked 2026-08-30
Primary/topic source for Thrive Capital ↗Person · Capital
Josh Wolfe
Lux Capital; partner and co-founder
Hard-tech commercialization and value capture
Portfolio interest
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Josh Wolfe ↗Fund · Capital
Lux Capital
Deep-tech investor
Physical intelligence, automation and supply-chain theses
Portfolio interest
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Lux Capital ↗Person · Capital
Deena Shakir
Author of Lux's morphology-agnostic robotics thesis
Alternative forms and useful applications beyond humanoids
Investor-authored thesis; verify current role before assigning new deals
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Deena Shakir ↗Person · Capital
Seth Winterroth
Eclipse; partner
Industrial deployment, manufacturing and scaling
Portfolio interest
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Seth Winterroth ↗Fund · Capital
Eclipse
Physical-industry investor and venture builder
Mytra and Bright Machines; factory and logistics economics
Portfolio claims require customer corroboration
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Eclipse ↗Fund · Capital
Khosla Ventures
VC; portfolio lists Physical Intelligence, Reflex and Rhoda
Models, construction and wheeled manipulation
Portfolio list does not establish current position size
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Khosla Ventures ↗Fund · Capital
General Catalyst
Investor in Lila Sciences
AI-agent integration with robotic science
Company investment announcement dated March 2025
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for General Catalyst ↗Person · Capital
Paul Kwan
Co-author of General Catalyst's Lila investment thesis
Scientific automation commercialization
Investor-authored thesis
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Paul Kwan ↗Fund · Capital
DCVC
Historical investor in Agility Robotics
Industrial transformation; recheck current portfolio status
Historical disclosed investment, not current ownership size
historical relationship confirmed; current holdings pending · Checked 2026-08-30
Primary/topic source for DCVC ↗Fund · Capital
Playground Global
Deep-tech VC
Robotics and technical company-building
Portfolio interest
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Playground Global ↗Person · Capital
Peter Barrett
Playground Global; co-founder and general partner
Hardware/software co-design and commercialization
Portfolio interest
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Peter Barrett ↗Fund · Capital
Andreessen Horowitz
Publisher of horizontal robotics platform thesis
Model-layer economics and company formation
Thesis not proof of a specific current holding
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Andreessen Horowitz ↗Person · Research
Chelsea Finn
Physical Intelligence founding team; robot learning
Generalization, real-robot data and evaluation
Researcher and company affiliation
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Chelsea Finn ↗Person · Research
Sergey Levine
Physical Intelligence founding team; robot learning
Reinforcement learning, transfer and manipulation
Researcher and company affiliation
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Sergey Levine ↗Person · Research
Karol Hausman
Physical Intelligence founding team
Generalist policies and deployment translation
Company affiliation
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Karol Hausman ↗Person · Deployment
Lachy Groom
Physical Intelligence founding team
Commercial rollout and company-building
Company affiliation
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Lachy Groom ↗Company · Research
Physical Intelligence
Robot foundation-model developer
pi releases, evaluations, partner deployments
Developer-reported performance
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Physical Intelligence ↗Person · Research
Carolina Parada
Google DeepMind robotics announcement author
Embodied reasoning, VLA control and safety evaluation
Developer affiliation
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Carolina Parada ↗Research institution · Research
Google DeepMind Robotics
Embodied reasoning and robot-control models
ER-to-action architecture, access restrictions, failure distributions
Developer-reported benchmarks
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Google DeepMind Robotics ↗Person · Research
Linxi (Jim) Fan
NVIDIA robotics and generalist-agent researcher
Simulation, skills, generalist robot architectures
Platform vendor affiliation
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Linxi (Jim) Fan ↗Person · Research
Yuke Zhu
Research lead/co-author in NVIDIA GEAR work
Skill discovery and robot learning
Research/platform affiliation
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Yuke Zhu ↗Company · Infrastructure
NVIDIA Robotics
Compute, simulation and robot learning stack
GR00T, Isaac, Jetson; released versus preview components
Platform sales interest; not pure robotics revenue
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for NVIDIA Robotics ↗Open-source project · Infrastructure
Hugging Face LeRobot
Robot-learning tooling and models
Reproducibility, dataset access and community implementation
Open-source activity does not prove deployment economics
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Hugging Face LeRobot ↗Company · Research
Skild AI
Multi-embodiment robot intelligence
Transfer across bodies and field application evidence
Developer-reported performance
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Skild AI ↗Person · Research
Deepak Pathak
Skild AI co-founder and CEO, per NVIDIA announcement
Generalist robot intelligence and accessible hardware
Company affiliation; quoted by platform partner
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Deepak Pathak ↗Company · Deployment
DYNA Robotics
Robot models and commercial manipulation systems
Accepted task throughput, interventions and customer rollout
Company claim; RoboStrategy portfolio overlap
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for DYNA Robotics ↗Company · Deployment
Figure AI
Humanoid systems and Helix control
Customer-confirmed use cases, uptime and factory output
Company claims should be checked with customers
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Figure AI ↗Person · Deployment
Brett Adcock
Figure founder and CEO, per BMW release
Production claims and commercialization timeline
Issuer/founder claims
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Brett Adcock ↗Company · Deployment
Apptronik
Apollo humanoid hardware
DeepMind integration, adaptation and deployment readiness
Partner demonstrations not broad economics
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Apptronik ↗Customer · Customer evidence
BMW Manufacturing
Customer-side Figure deployment source
Production tasks and progression from trials to regular operation
Joint announcement is corroboration, not independent audit
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for BMW Manufacturing ↗Customer · Customer evidence
HII
Buyer of performance-based robotic production work
Milestone awards, acceptance and actual payments
Customer statement; contingent ceiling not revenue
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for HII ↗Company · Deployment
Path Robotics
Adaptive robotic welding
Weld acceptance, deployment cost and milestone delivery
Supplier and RoboStrategy portfolio interest
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Path Robotics ↗Company · Deployment
GrayMatter Robotics
Physical-AI production automation
Surface work, deployment repeatability and HII milestones
Supplier interest; combined agreement not sole-company revenue
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for GrayMatter Robotics ↗Company · Components
Schaeffler
Actuation and motion components
Qualified actuator capacity, cost, yield and booked revenue
Product capability is not evidence of scarcity or pricing power
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Schaeffler ↗Company · Components
Nabtesco
Precision reduction gears
Lead times, orders, capacity and competing mechanisms
Industrial expertise does not prove humanoid market share
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Nabtesco ↗Company · Components
Harmonic Drive
Precision gears and actuators
Precision-motion products, supply lead times and alternative designs
Confirm listed issuer/entity relationship before investment use
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Harmonic Drive ↗Company · Deployment
Teradyne Robotics
Universal Robots and Mobile Industrial Robots
Cobot/AMR segment demand and integration economics
Robotics division is not the whole listed parent
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Teradyne Robotics ↗Person · Research
Daniela Rus
MIT CSAIL; robotics researcher
Morphology, soft robotics and practical capability limits
Institutional research; dated profile
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Daniela Rus ↗Person · Counter-signal
Rodney Brooks
Robotics and AI commentator
Timelines, generalization limits and failure modes
Expert commentary, not experimental proof
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Rodney Brooks ↗Industry body · Data
International Federation of Robotics
Robot installations and industry definitions
Installations versus orders; industry and geographic mix
Industry body; data vintage and categories matter
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for International Federation of Robotics ↗Person · Data
Susanne Bieller
IFR General Secretary
Industry statistics and deployment context
Industry representation
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Susanne Bieller ↗Industry body · Data
Association for Advancing Automation (A3)
North American automation ecosystem
Orders, safety standards, integrators and customer evidence
Industry advocacy; separate orders from installations
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for Association for Advancing Automation (A3) ↗Publication · Counter-signal
IEEE Spectrum Robotics
Robotics editorial discovery
Technical reporting, demos and difficult deployment questions
Discovery only; trace factual claims to primary evidence
primary identity/topic source located · Checked 2026-08-30
Primary/topic source for IEEE Spectrum Robotics ↗No sources match. Try a broader term or select all lanes.
Last checked August 30, 2026. Roles and holdings can change. Social handles are omitted until verified against first-party identities. Historical investment references do not imply current holdings.
From story to investment case
Technology is not the security.
Require actual revenue exposure, customer economics, competitive substitution, balance-sheet capacity, security structure, and valuation. A temporary shortage is not necessarily a durable moat. A great company can still be an unattractive investment at the wrong price. This desk has not cleared a buy list, model portfolio, or position size.
What happens next
Observe. Verify. Synthesize. Revisit.
The assisted robot-hour
Next investigation: interventions, teleoperation, downtime, and the real denominator in deployment economics.
Hands, joints, and capacity
Seek qualified yield, lead times, architecture alternatives, and evidence of scarcity from independent buyers.
Who owns the margin?
Compare model platforms, hardware, integration, service, and customers. Follow repeat orders and value capture.
Our operating plan is a weekly Sunday evidence review and source-linked synthesis. Publication follows verification, not a quota. Public updates are dated, and unchanged material is not fresh evidence.
Counter-signal: better models may not overcome weak utilization, hidden assistance, or poor customer payback. Specialized automation may capture the work. New supply may erase a hardware bottleneck before shareholders benefit.
Educational research, not personalized investment or safety advice. Company claims remain attributed. No paid expert access or special information is implied. This is an expanding research baseline, not a complete map of the field.