01
Sim-to-Real Transfer
Investigative research at TRL 1-3 with rigorous validation and transfer paths.
AL Research Division·Est. 2021·Classification: Unrestricted
Intelligence
from first principles
Two tracks. One objective: advance the possible.
We do not just deploy AI — we interrogate it. Frontier inquiry pushes theoretical boundaries while applied research turns those advances into production-grade industrial intelligence.
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Frontier Projects
↑ 3 this quarter
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Applied Deployments
↑ 12 this quarter
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Publications
↑ 5 this year
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Collaborators
↑ 4 new
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Petaflop·Hours
↑ this month
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Foundation Model Alignment /Physics-Constrained Neural Surrogates /Uncertainty Quantification /Sim-to-Real Transfer /Continual Learning Systems /Causal Inference at Scale /Multimodal Reasoning /Knowledge Graph Distillation /Edge Inference Optimization /Federated Learning with DP /Foundation Model Alignment /Physics-Constrained Neural Surrogates /Uncertainty Quantification /Sim-to-Real Transfer /Continual Learning Systems /Causal Inference at Scale /Multimodal Reasoning /Knowledge Graph Distillation /Edge Inference Optimization /Federated Learning with DP /
Track 01 · Frontier Research
The hard problems.
No timelines. No shortcuts.
02
Physics-Constrained ML
Investigative research at TRL 1-3 with rigorous validation and transfer paths.
03
Causal Discovery
Investigative research at TRL 1-3 with rigorous validation and transfer paths.
04
Continual Learning
Investigative research at TRL 1-3 with rigorous validation and transfer paths.
05
Uncertainty Calibration
Investigative research at TRL 1-3 with rigorous validation and transfer paths.
06
Neuromorphic Systems
Investigative research at TRL 1-3 with rigorous validation and transfer paths.
Research Protocol
How we pursue the unknown.
01
Problem Specification
Structured execution with measurable outputs, reproducibility artifacts, and controlled hand-offs to production engineering.
02
Literature Synthesis
Structured execution with measurable outputs, reproducibility artifacts, and controlled hand-offs to production engineering.
03
Experimental Design
Structured execution with measurable outputs, reproducibility artifacts, and controlled hand-offs to production engineering.
04
Parallel Execution
Structured execution with measurable outputs, reproducibility artifacts, and controlled hand-offs to production engineering.
05
Validation & Stress-Testing
Structured execution with measurable outputs, reproducibility artifacts, and controlled hand-offs to production engineering.
06
Publication & Transfer
Structured execution with measurable outputs, reproducibility artifacts, and controlled hand-offs to production engineering.
Deployment Process
Research to production in 90 days.
1
Problem Framing
Days 1-7
2
Data Audit
Days 7-14
3
Prototype & Ablation
Days 14-35
4
Pilot Deployment
Days 35-60
5
Full Production
Day 90+
Research Outputs · 2024
From the lab. Into the record.
Physics-Constrained Neural Surrogates for Accelerated Molecular Dynamics
Reproducible artifact package with benchmark details, deployment constraints, and transfer notes.
Sim-to-Real Transfer for Weld Integrity Classification
Reproducible artifact package with benchmark details, deployment constraints, and transfer notes.
Structural Causal Models for Multi-Tier Supply Forecasting
Reproducible artifact package with benchmark details, deployment constraints, and transfer notes.
EdgeForge: Latency-Constrained Transformer Deployment on ARM Edge
Reproducible artifact package with benchmark details, deployment constraints, and transfer notes.
Research Partnerships
Where science meets industrial scale.
Academic Track
Joint frontier research with shared publications, thesis programs, and compute/data collaboration.
Industry Track
Applied collaboration against live production goals with pilot deployments and full technology transfer support.