Proof-of-Work Portfolio: Why Builders Need Public Evidence
A portfolio should not just describe intent. It should show working proof, clear thinking, and systems that can be tested.
Proof of WorkBuilder NotesProduct ThinkingDelivery Leadership
Blog
Notes on AI systems, memory and governance.
Runtime Governance: The Missing Layer in Agentic AI
Agentic AI needs governance where actions happen: at runtime, across tools, policies, costs, traces, approvals, and evidence.
Agentic AIAI GovernanceRuntime ControlsResponsible AI
Why AI Systems Need Memory, Not Just Bigger Context Windows
Bigger context windows help, but enterprise AI needs portable, inspectable, durable memory that survives sessions and supports trust.
AI MemoryMCPLLMOpsContext Portability