Your SDLC Has 36 Activity Types. Your Agent Can Handle 14 of Them.
A cognitive-load framework for deciding where AI agents help across the SDLC, where they need oversight, and where process redesign matters more than automation.
Section
Blog
New writing will live here. Older imported wiki material has been folded into the legacy wiki archive.
Beyond Binary Thinking: A Graduated Fidelity Spectrum for Kubernetes Security Testing
A decision framework for selecting the right Kubernetes security testing tier based on fidelity, cost, and developer feedback speed.
CoSim: Building a Company Out of AI Agents
A multi-agent company simulation with hierarchy, workplace tools, MCP, and containerized Claude Code personas.
Can AI Agents Simulate Real Organizations? A New Frontier in IO Psychology Research
A research perspective on LLM-based organizational simulation, CoSim, and the validation work required before it can be trusted as an IO psychology method.
What Does "Agentic SDLC" Actually Mean?
A clearer technical definition of agentic SDLC, with both task-level and systems-level criteria.
The AI-Powered Code Security Revolution
A market and technical analysis of AI-assisted code review and agentic security scanning in 2026.
Security Scanning for Small Dev Teams
A practical guide to getting started with security scanning on small development teams.