an agent can hand you a fix that works and passes its tests but could still be the wrong call for your system. you only catch that if you've kept enough context to challenge it. iris on where she stays involved to keep that context.
- when the agent's code breaks at 2am, you're the one on call, not the agent. here's a practical ai-assisted workflow for staying responsible for what ships: linter guardrails, reference tests, and reviewable prs.
- cloud-native worked because we built on a few composable primitives: compute, storage, networking. kyle's take: software delivery needs the same shift. he names the six infrastructure primitives to build on.
- ci logs are a good starting point, but they're noisy and don't give you data you can filter or join across runs. structured test results let you ask which tests fail most, which are slow, and what's getting worse org-wide. now ga in depot.
- tar is sequential and gzip is stream-oriented, so to read one file in a container layer you unpack everything before it. soci adds metadata that lets the runtime seek directly to the bytes it needs.

