Architecture foundations
Start with shared language and decision framing that keeps teams aligned as services emerge.
AI. Engineered for the Enterprise.
We architect AI ecosystems that blend OpenAI API precision, Azure ML governance, and Hugging Face velocity—unlocking responsible, production-ready intelligence for every workload.
Explore
Detailed pages are available for each topic — click to view.
Field Guide
Navigate every stage of the transformation with curated guidance from strategy to steady state operations.
Start with shared language and decision framing that keeps teams aligned as services emerge.
Coordinate interactions, contracts, and data sharing across bounded contexts.
Build the observability, resilience, and assurance loops that keep changes safe.
Align leadership and delivery teams while modernizing legacy systems responsibly.
“4Micro’s engineers delivered an LLM operations platform that reduced cost-per-insight by 27% while meeting our governance board’s highest thresholds. They’re the team you want when AI is strategic.”Chief Data Officer, Global Financial Services Enterprise
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