The work. Made visible.
Model performance, robotics capability and enterprise reliability. The programmes behind the advantage.
Simulation policy hardening
Randomised scenarios expose distribution-shift failures and route the missing coverage back into targeted physical capture.
Take a closer lookXR humanoid teleoperation programmes
Spatial-control and demonstration programmes that connect operator quality, synchronised capture and humanoid trajectory evidence.
Regulated private model adaptation
Private adaptation programmes for regulated records, with domain evaluation and release decisions grounded in the client’s boundary.
Advanced code-generation verification
Expert reasoning and executable validation converge through a calibrated author, reviewer and adjudicator workflow.
Industrial manipulation data pilot
Synchronised observations, state and actions turn sparse demonstrations into an inspectable VLA training programme.
Cross-embodiment manipulation data
Coordinate frames and gripper semantics become a shared action representation that can be evaluated across embodiments.
Frontier mathematics programme
An expert-scale mathematics programme built to strengthen frontier-model reasoning and benchmark performance.
Sovereign mission model deployment
Compact onsite-model programmes that connect domain behaviour, isolated deployment and accountable operator control.
Agent trajectory quality
Action-level evaluation that exposes brittle, unsafe or evidence-poor behaviour hidden behind a successful final answer.
Analytical visualization repair
Expert diagnosis and verified repair for generated charts whose visual polish hides analytical or communication failures.
Articulated arm learning programmes
Joint-aware task and recovery programmes for articulated arms working across reach, sequencing and workspace constraints.
Business artifact intelligence
Professional dashboards, documents and interfaces become demanding evaluation tasks with observable business requirements.
Computer-use agent evaluation
DOM, pixels and checkpoints preserve enough context to explain where a long-horizon agent succeeds, fails or recovers.
Conveyor pick and recovery programmes
Event-aligned learning and evaluation for delta robotics facing moving objects, tracking errors and missed picks.
Multilingual corpus engineering
Provenance graphs connect deduplication, contamination review and corpus release into one traceable engineering chain.
Cross-language code reasoning
Expert code-comprehension programmes that expose subtle state, context and behaviour errors across C++, Java, Rust and Go.
Constrained enterprise workflow agent
Tool permissions, retrieval boundaries and reviewer checkpoints make a workflow’s effects explainable before it changes records.
Human-aware collaborative robotics
Human-aware task evidence that connects collaborative-arm performance with overrides, safe stops and recovery.
Preference and critique programmes
Expert comparison and corrective targets that capture why an answer falls short and what a stronger response should achieve.
Expert reasoning calibration
Specialist calibration that distinguishes genuine reasoning difficulty from trivia, ambiguity and weak answer choices.
Repository engineering agent
Repository engineering systems that connect task context, isolated execution and reviewer-owned release decisions.
Repository-grounded code evaluation
Repository context, acceptance tests and expected-change evidence test whether an agent can make a coherent change beyond a snippet.
SCARA placement intelligence
Placement and cycle-quality programmes for fast planar robotics in compact industrial workspaces.
Scientific reasoning programmes
Physics and engineering expertise shaped into model-development signal that withstands specialist scrutiny.
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