What we do
Five practices, one engineering team.
Cloud engineering
Architecture, migration, and infrastructure as code on AWS and Azure. Environments you can rebuild from a repo.
DevSecOps
CI/CD pipelines with security and quality scanning built in. Shift left, ship faster, sleep better.
AI & machine learning
Applied LLM systems, retrieval-augmented generation, and agent orchestration that hold up in production.
FinOps
Cloud cost visibility and optimization for enterprises and managed service providers.
Federal health IT
Public health data pipelines, data linkage, and modernization for agencies like the CDC.
Giving back
Idle machines, useful science
When our servers and workstations are not busy, they run World Community Grid. Team sophron.io has returned 116,140 work units — roughly 30 years of CPU time — to cancer and arthritis marker research and to rainfall modelling for sub-Saharan Africa. We publish our tools on GitHub for much the same reason.
Work with us
Have a project?
Services, partnerships, and contracting inquiries go through the main company site.
From the Labs
Latest write-ups
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Sixteen Years of Spare Cycles
On January 7, 2010 someone here installed a BOINC client and joined World Community Grid. Nobody has turned it off since. Sixteen…
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Keep the Model at the Language Boundary: A Three-Gate Guardrail Design
A simulation that crashes is a bug report. A simulation that returns a plausible value from a parameter the model invented is…
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FOCUS in Practice: Making Commitment Discounts Measurable
The FOCUS specification normalizes cloud billing across providers. Here is what happens when you point it at a real enterprise estate: coverage,…

