01
AI R&D, Infrastructure, and Governance Solutions
Research, design, and deployment of AI infrastructure: agent coordination patterns, security and supply-chain primitives, and the evaluation methods that keep both in scope. Open-source by default, and available as bespoke R&D for partners building their own AI.
What we have built
- Agent governance and coordination
durable claims, handoffs, decisions (
dot_swarm)
- Agent security, privacy, and supply-chain audit
protected credentials, approval gates, signed logs (
oasis-claw)
- Multi-objective alignment research
geometric and sheaf-theoretic approaches to evaluation (
alignment_research)
- Bespoke AI R&D for partners
model evaluation, agent integration, and safety review for in-house builds
02
Process Design and Industrial Engineering
Operator-side engineering on existing physical systems — grid, fleet, factory, and process — with the goal of using less, wasting less, and breaking less.
What we have delivered
- Industrial demand response
grid-side load coordination via OpenADR-style protocols
- Commercial fleet energy modeling
charging schedules and energy-use optimization at scale
- Predictive and responsive equipment maintenance
condition-based service for industrial equipment fleets
- Industrial process chemistry
batch- and continuous-system design and optimization
03
Climate & Energy Modeling, Risk Management, and Historical Analysis
Data science and engineering for ecosystem, microclimate, and energy-system modeling — both forward-looking (siting, design, underwriting) and retrospective (insurance claims, litigation, regulatory review). We work in both directions: helping operators reduce footprint, and helping parties whose claim is that someone else's footprint caused harm.
What we model and document
- Industrial-site microclimate modeling
siting, permitting, and mitigation design for thermal-impacting facilities
- Energy-system modeling
integration of on-site generation, storage, and load under uncertainty
- Storm-impact climate reports
evidentiary documentation for insurance claims
- Climate-evidence reporting
documentation supporting litigation involving climate-driven harm
- Forward-looking ecosystem and risk modeling
multi-scale climate work for siting, underwriting, and policy
04
Product Development, Domain Research, and Strategic Planning
New-product engineering, hardware and firmware design, deep-domain research, and strategic planning for organizations that need to move from idea to working system — or from working system to next decade.
What we develop and advise on
- Hardware and firmware design
sensing and control systems for industrial, agricultural, and environmental use
- Biosignal-driven sensing and sorting
non-destructive sorting that reduces cold-chain and distribution waste
- Solar inverter design, manufacturing, and installation
process, supply-chain, and IT consulting for inverter manufacturers and installers
- New-product feasibility and prototyping
scoped engineering studies that bound cost, risk, and timeline before commitment
- Domain research and strategic planning
deep-domain research engagements and roadmap work for technical organizations