Model selection
Choose models by task, constraints, privacy, and cost instead of treating one vendor as a religion.
AI orchestration
We help teams evaluate and implement AI-assisted workflows without pretending probabilistic software is a magic employee.
Choose models by task, constraints, privacy, and cost instead of treating one vendor as a religion.
Connect tools, models, retrieval, and deterministic application logic into maintainable flows.
Design grounded systems that can cite useful source material and limit unsupported output.
Build escalation, validation, observability, and approval into the workflow where failure matters.
Version 0.1.0-beta · In development
An in-development curriculum and reference repository exploring AI-assisted software engineering, model selection, orchestration, RAG, agent systems, and responsible tool use.
View repositoryThe authenticated portal, self-hosted Ollama assistant, and other unfinished tools remain internal or experimental until the deployment and user value are verified.