Across 28 studies and 8,214 people, human+AI teams beat humans alone and AI alone. Why amplification, not replacement, is the AI strategy that compounds. An animated scrollytelling essay, and Part 1 of the AI-amplifier series.
If AI writes the code, what's left for the developer? The accountant already answered that when the computer arrived. The role was reshaped rather than erased, then it moved up. A scrollytelling essay, with the AI-bubble question in between.
The six-pillar argument for why HITL is not a transitional compromise but a structural requirement of any production AI system.
A decentralized, multi-layered access control architecture for agentic AI in critical cloud infrastructure.
53 research papers argue HITL is a structural requirement of any production AI system.
Seven practical strategies covering NSGs, Private Links, Azure Policies, AVNM, and shift-left practices.
Five-generation maturity model from manual troubleshooting to autonomous incident resolution.
Multi-agent orchestration framework for autonomous network incident resolution with safety guarantees.
CLI and MCP are complementary transport layers. Evaluated across 14 dimensions with benchmarks.