Human judgment remains non-delegable for security, strategy, and high-stakes decisions. Supervision architecture is your competitive advantage.
AI touches most of the development process, but only a fraction of tasks can be fully handed off. The gap reveals why supervision architecture is the key differentiator.
January 27, 2026 · 9 min read
Agentic coding is transforming security in two directions at once. AI makes security accessible to every engineer - but also amplifies existing vulnerabilities. The answer is building defenses into architecture from day one.
January 24, 2026 · 10 min read