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AI systems and backend engineer | AWS, Python, agentic memory, security, observability, open source
When an enterprise agent fails, its verified obligations move safely to a fenced successor - and the outcome is independently proven.
Governed SRE memory that recalls proven outcomes—not merely similar incidents.
The DataHub immune system for data incidents: contain what is exposed, release what is proven, prevent what is remembered.
Slow down, separate facts from assumptions, and choose a reversible next step.