Where security runs with agents, what still falls through, and what has to run the loop
AI coding agents split the old pull-request checkpoint into three control points: real time in the agent's loop, deterministic scans in CI, and contextual analysis across the codebase. Instrumenting all three still isn't a program.
This cheat sheet shows where each point sits in your pipeline, and why the system that generates a fix can't certify it.
Use this cheat sheet to:
Map your three control points and find the gaps between them.
See the structural gaps that tuning can't close: the backlog, the fix, and the decision.
Run eight questions to check what's actually running your program.
Download today.