
A standing marker for structure and governance.
We design, govern, and operate AI systems the way you already run production.
Denied by default. Observable. Owned.
Request a 15-minute working session.
What we do
Org rails
Org rails inherited, not optional.
Team SDLC
What remains
- Inheritance still binds every team.
- Each team still owns its SDLC.
- Skills stay team-owned. Denied by default.
- A runbook can still execute. A shadow agent cannot.
- kube exec stays human-led. Denied by default.
- The agent never holds a kubeconfig.
- Read and write are different groups.
- In-cluster uses the same hop.
- A skip is still denied on the host.
- Shell waits. Markdown does not.
Principal
Felix Rodriguez
MCP and agent trust boundaries.
AI on Kubernetes, in production, including the control plane.
Cloud security and enterprise governance. Denied by default.
Shadow AI
Unintentional. At machine speed.
Most of it is not malice. It is a personal account. An agent with a tool you did not issue. A model that keeps what it saw. That is an insider. It does not know it is one. Once the data leaves the building, you do not get it back.
- 92%
- Of AI-related breaches lacked proper AI access controls.
- 43%
- Of incidents involved unapproved (shadow) AI, more than double last year (20%).
- $5.39M
- Average breach cost when shadow AI was involved (was $4.63M).
- +$1.0M
- Extra cost of AI-driven attacks versus other malicious breaches.
IBM Cost of a Data Breach, 2026
IBM Cost of a Data Breach, 2026
IBM Cost of a Data Breach, 2026
IBM Cost of a Data Breach, 2026
- 21%
- Of organizations had an AI-related incident, up from 13%.
- 40%
- Use access controls on AI models and data.
- 46%
- Secure non-human identities in AI workflows.
- $1.93M
- Saved, and 65 fewer days to contain, with extensive security AI and automation.
IBM Cost of a Data Breach, 2026
IBM Cost of a Data Breach, 2026
IBM Cost of a Data Breach, 2026
IBM Cost of a Data Breach, 2026
Working systems and a white paper, not a pitch deck.
