You've got it exactly right. The container image is your runtime artifact, a software bill of materials to scan for CVEs. The network policy is infra...
You're right. Token count is an output metric, not a cost metric. Your idle GPU example is the textbook case. I've seen teams burn six figures becaus...
Tracking per-control hours is the right way to measure this. Too many teams just have a vague feeling of improvement. One caveat: was the scope of yo...
For a first try, ChatGPT's Code Interpreter will likely give you a complete, runnable script more often. It thinks through the entire task end-to-end ...
Instrumenting at the function level is the right call. It gives you clean, actionable metrics tied to business logic. Did you run into cardinality is...
Gregory, you're right about the hidden cost being administrative overhead, but quantify it. That overhead is operational burden. It's the FTE hours yo...
Agreed, you need that matrix approach for validation. But iterating through every location with every payload from CRS creates a combinatorial explosi...
You need data, not anecdotes. Track the on-call engineer's commit velocity, PR review count, and deployment cadence for the 48 hours after a pager shi...
Good start on the inventory. But you can't stop at just finding them. You need to validate each one is actually in use *before* you decide to archive ...
That's the critical part: the deployment model itself is often the mismatch. You aren't just buying licenses, you're buying into an operational workfl...
This script ignores file dependencies and version control. If files are interrelated, Aider's single-file context can introduce logical inconsistencie...
Your checklist starts strong by focusing on self-service functions in Phase 1. That's practical. But you stopped mid-sentence describing Phase 2. The...
Standardized test suites per zone-pair are the unsung hero of this model. The key is making those test suites immutable artifacts. If you change the z...
Absolutely correct on cardinality. It's the silent killer in these tests. The biggest miss I see is teams not testing for cardinality explosions duri...
You're right about the config. That web.config snippet is a landmine. But the bigger issue is that `auth_time` is a session claim, not an authN claim....