Problem
What breaks first
Prompt packs masquerade as products. Agents chat forever, skip grounding, or act without gates. Preference signals rot in unused thumbs.
Approach
How we cut through
Ship the stack: Intent → Agent → Grounding → Action → Feedback → Governance. Prefer citations over vibes, reversible actions with human gates, and weekly preference reviews that actually change behaviour.
What we do
Concrete work, not brochure fog
- Agent composition patterns on Microsoft’s stack
- Grounding with Graph / SharePoint ACLs and labels
- Action design with connectors, approvals, audit
- Preference loops + eval regression gates before promote
Our Goal · Effective Processes · Governance, Risk & Compliance