Services
Two fixed-scope engagements for teams putting AI agents and LLM features into production. We assess and teach; we don't sell you a platform.
Agent Security Assessment
A 1–2 week, read-only review of your AI agents, MCP servers and tool permissions. You get a findings report ranked by risk, a permission manifest for every agent, and a remediation walkthrough.
Engineering practice workshop
A half-day or full-day session, remote by default, on the practices behind the XingAI products — adapted to your stack and to the decision you are facing now.
Topics to choose from
- Writing decisions down: architecture decision records that state the context, the tradeoffs and the limits
- Evaluating LLM features: datasets, metrics and regression gates that can block a bad release
- Taking MCP to production: gateways, permission manifests and approval gates
- One answer, computed in one place: worker-writes / API-reads for AI products
What you get
- An agenda written for your team after a 30-minute call
- The session itself, using your own systems as the examples
- Written notes and a checklist your team can keep using
Both are fixed scope and fixed fee, quoted after a short call. No retainer.
Something else?
If you have a specific agent, MCP surface or decision path in mind, describe it and we'll tell you honestly whether we can help.