— Experiments / Vol. I / Operations room

Engineering The Future, Via Experiments.

An operations room, not a publication. The institute's work organised into three structural layers — the engineering domains we operate inside, the active experiments in motion within them, and the field instruments being built beneath both to engineer the physical AI era through real-world conditions.

What we are running now   ·   Engineering Domains   ·   Active Experiments   ·   Field Instruments

Engineering domains 6 Operational frames
Active experiments 8 In motion
Field instruments 6 Being built
Last update 2026 · 05 Live

Live operations  /  what we are running now

The Experiments Under Active Operation This Quarter.

A subset of the programme — the experiments currently absorbing the most field input, and the typed signals that are shifting engineering positions in real time.

  1. E.04 · Live Active · this quarter

    Operator Class For Physical AI

    The integrator gravity shift is reshaping who actually mediates operator trust. Position under revision.

    DomainDeployment Systems Horizon2026 — Ongoing
  2. E.06 · Live Active · this quarter

    Sovereign Procurement Frameworks

    Three early-draft frameworks observed. Likely to constrain operator selection by 2027 — earlier than the field models.

    DomainIntelligence Architecture Horizon2027 inflection
  3. E.01 · Live Watching · cross-corroboration

    Humanoid Integration Economics

    Integration cycles averaging 4.7 months across an 11-operator sample. Position holding; corroboration deepening.

    DomainEmbodied Intelligence SampleNL · DE · FR

Framework  /  Vol. I

The Physical AI Stack.

An interactive five-layer framework — embodiment, perception, world model & cognition, action & control, and the learning loop — with every component clickable.

Open the framework


Layer A  /  Engineering Domains

Six Domains The Institute Holds Positions On.

Domains are not topics. They are operating frames — the way the institute decides what counts as an answer.

Domain topology Six operating frames around the programme v.2026 · 05
Programme D.01 · Cognition Infrastructure D.02 · Embodied Intelligence D.03 · Deployment Systems D.04 · Strategic Autonomy D.05 · Intelligence Architecture D.06 · Civilizational Dynamics
Programme anchor Cognition-adjacent Sovereignty-adjacent
D—01

Cognition Infrastructure

Memory, planning, perception, reasoning. The substrate that compounds beneath every embodied system.

D—02

Embodied Intelligence

Humanoids and embodied platforms as policy objects — geometry, dexterity, labor profile, supply chains.

D—03

Deployment Systems

Integration, certification, telemetry, retraining, recall. The unglamorous half of intelligence.

D—04

Strategic Autonomy

Autonomy as a strategic surface — the control hierarchies, accountability structures, and political weight of self-operating systems.

D—05

Intelligence Architecture

The institutional shape of knowing. What states, operators and labs actually need to perceive the field clearly.

D—06

Civilizational AI Dynamics

The long-horizon trajectory: capital, governance, labor, and the metabolism of institutions inside the physical AI era.


Layer B  /  Active Experiments

The Standing Portfolio — Eight Long-Horizon Experiments In Operation.

Each experiment is a standing operational track — refined as field evidence accumulates, not republished as a new opinion every quarter. Status reflects current activity, not importance.

  1. E.01 Watching · cross-corroboration

    Industrialization Of Humanoids

    From credible demonstrations to ten million units per year: actuators, training data, regulation, capital intensity, and the labor profiles humanoid platforms will compete with first.

    DomainD.02 · Embodied Horizon2025 — Ongoing
  2. E.02 Active

    Post-LLM Cognitive Architectures

    The full vertical between sensor and intent — perception, world models, memory, planning — and the deference policies that decide when a machine should yield to a human.

    DomainD.01 · Cognition Horizon2025 — Ongoing
  3. E.03 Watching · continuous

    Autonomy Liability Stack

    The legal, insurance and political architecture around autonomous systems in public space — what permits scale, what halts it, and where the breakpoints will be.

    DomainD.04 · Autonomy HorizonContinuous
  4. E.04 Active · this quarter

    Multi-Agent Deployment Systems

    Coordinating fleets of agents in the physical world — supervision, fallback hierarchies, telemetry, and the operating discipline that decides where multi-agent autonomy is real.

    DomainD.03 · Deployment Horizon2025 — Ongoing
  5. E.05 Watching · continuous

    Compute, Capital & Geopolitics

    The physical and political topology of where intelligence is manufactured — chips, energy, fabs, labs, capital — and the strategic positions that follow.

    DomainD.06 · Civilizational HorizonContinuous
  6. E.06 Active · this quarter

    Sovereign Intelligence Architectures

    How states are positioning across the stack — compute, models, operators, regulation — and which configurations actually constitute sovereignty in the physical AI era.

    DomainD.05 · Architecture HorizonContinuous
  7. E.07 Active · primary watch

    Operator Doctrine For Physical AI

    Who runs the fleets — the new operator class for humanoid and autonomous systems, their internal structure, accountability surface, and economics.

    DomainD.03 · Deployment Horizon2026 — Ongoing
  8. E.08 Draft · meta-inquiry

    Civilizational Time Constants

    At what speed do institutions, infrastructure, labor markets and political systems actually metabolize the substrate being built? The honest answer reshapes every other position.

    DomainD.06 · Civilizational HorizonContinuous

Layer C  /  Field Instruments

The Instruments Being Built To Perceive The Field.

Experiments compound into instruments — maps, atlases, taxonomies, doctrine systems. Released only when the underlying structure is stable enough to draw honestly. Until then, we resist the false map.

Engineering horizon Instrument release schedule · 2026 6 instruments · 4 quarters
  1. 2026 · Q1 I.02 Cognition Stack Atlas
  2. 2026 · Q2 I.03 Deployment Failure Taxonomy · I.05 Humanoid Industrialization Matrix
  3. 2026 · Q3 I.01 Battlefield Map · live cartography update
  4. 2026 · Q4 I.06 Operator Manual for Physical AI
  5. Restricted I.04 Compute Sovereignty Map · ongoing
Scheduled release Restricted instruments held until structure stabilises
I—01 · Map Active Experiment

Physical AI Battlefield Map

A live cartography of the institutions, capabilities and dependencies competing across the physical AI substrate — at a resolution that supports real decisions.

I—02 · Atlas Institutional Preview

Cognition Stack Atlas

The full vertical of embodied cognition — perception, world models, memory, planning, deference — mapped layer by layer, with the open frontiers marked.

I—03 · Taxonomy Active Experiment

Deployment Failure Taxonomy

A structured catalogue of how physical AI systems actually fail inside real institutions — integration, regulation, trust, accountability, supervision.

I—04 · Map Restricted

Compute Sovereignty Map

Where intelligence is being manufactured — chips, energy, fabs, talent, capital — and which sovereign positions are real, which are aspirational, which are quietly lost.

I—05 · Matrix Institutional Preview

Humanoid Industrialization Matrix

The path from credible demonstration to industrial scale — actuators, supply chain, training data, regulation, operator class — held together as one decision surface.

I—06 · Doctrine Forthcoming

Operator Manual For Physical AI

A field manual being assembled in public: how autonomous and embodied systems should be staged, supervised, audited and retired inside real institutions.


Engage  /  04

Access To The Programme Is Structured, Not Open.

Engagements, dossier access, and instrument previews are made available to a small number of institutions operating directly on the physical AI horizon.

Let's Talk