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AI orchestration

Useful automation. Clear limits.

We help teams evaluate and implement AI-assisted workflows without pretending probabilistic software is a magic employee.

Model selection

Choose models by task, constraints, privacy, and cost instead of treating one vendor as a religion.

Workflow orchestration

Connect tools, models, retrieval, and deterministic application logic into maintainable flows.

Retrieval and context

Design grounded systems that can cite useful source material and limit unsupported output.

Human review and controls

Build escalation, validation, observability, and approval into the workflow where failure matters.

Version 0.1.0-beta · In development

Agentic Orchestration Programming

An in-development curriculum and reference repository exploring AI-assisted software engineering, model selection, orchestration, RAG, agent systems, and responsible tool use.

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Experimental systems stay labeled.

The authenticated portal, self-hosted Ollama assistant, and other unfinished tools remain internal or experimental until the deployment and user value are verified.