AI-Native Operations
4SO Autonomous SRE
An AI-native operations platform for observation, evidence-grounded RCA, remediation planning, approval and durable execution.
The problem
An unconstrained LLM is dangerous in production. AI becomes valuable when it sits inside a chain of evidence, policy, approval and verification.
Leadership & architecture
Designed the model of AI for reasoning and deterministic systems for authority, with human-in-the-loop gates for high-risk operations.
Value created
Turns AI from an operations chatbot into a governed engineering capability that can investigate incidents, propose plans and verify outcomes.
Truth boundary
AI is never the source of truth or a bypass around RBAC, policy or execution; the normal runtime remains operable without a model.