AI & agents
Decompose business processes, define approval boundaries and integrate AI output through traceable state.
Evidence & context ↗CAPABILITY ATLAS / 2026
Twelve capability areas, concrete technologies and the shortest path to relevant evidence. Professional experience, owner-built products and synthetic labs are explicitly distinguished.
12 / 12 capability areas
Decompose business processes, define approval boundaries and integrate AI output through traceable state.
Evidence & context ↗Business logic, backend services and incremental legacy modernization. Understand and preserve existing behavior first.
Evidence & context ↗From data models and authentication to usable interfaces, dashboards and complete workflows.
Evidence & context ↗Interactive web sample ↗Connect commercial documents with material reality: units, tolerances, partial quantities and business exceptions.
Evidence & context ↗Stable contracts, partner mappings, explicit error semantics and controlled recovery across system boundaries.
Evidence & context ↗Combine sources, control duplicates, preserve provenance and make coverage and quotas visible.
Evidence & context ↗Automate files, import paths and verification reproducibly. Keep outcomes, failures and provenance explicit.
Evidence & context ↗Deploy applications behind TLS, isolate internal services and ship releases with health checks and a rollback path.
Evidence & context ↗Account for failure modes, unknown outcomes and duplicate delivery. Verify compatibility and recovery explicitly.
Evidence & context ↗Make technology usable for others through executable examples, traceable decisions and concrete operational guides.
Evidence & context ↗Model scanning, visual review, OCR and archive confirmation as separate states; preserve originals and page provenance.
Evidence & context ↗From a concrete problem to a usable product. Connect engineering decisions with the workflows of the people using it.
Evidence & context ↗No match. Try another term.
Integrate AI into real business processes: state, approvals, APIs and recovery.
Relevant work samples ↗C#/.NET, APIs, EDI and data flows for systems whose failures affect the business.
Relevant work samples ↗Build and operate products from backend services to usable interfaces.
Relevant work samples ↗