Focused consulting and engineering for technically demanding products—especially where AI, learning systems, assessment, integrations, and production constraints meet.
Production-ready retrieval-augmented generation, vector search, and conversational AI systems grounded in your own knowledge.
Custom Moodle and learning-platform integrations that connect content, identity, assessment, gamification, and learner workflows.
Secure programming assessment and formative-feedback systems informed by more than a decade of engineering and research.
End-to-end architecture and implementation for portals, SaaS products, APIs, data systems, and multi-tenant platforms.
$ cat engagement.model
Clarify the outcome, constraints, existing system, and risks before committing to a build path.
Define boundaries, integrations, data flows, delivery phases, and the evidence needed to validate decisions.
Implement the highest-value path, document it, and leave the system easier for its team to operate and extend.
Share the context, constraints, and outcome you need. I can help shape the architecture and the delivery path.
Google Analytics helps me understand aggregate portfolio usage. It will not load unless you accept, and advertising storage stays disabled. You can change this choice at any time.
Read the privacy and storage details