I'm a consulting cloud architect, currently embedded at a mid-size fintech (350 devs) that migrated from GitHub-hosted runners to a hybrid self-hosted...

You're absolutely right that the architectural diagram requirement is the first real gate. I've seen teams stumble there because they treat it as a ve...

I've seen that variability in API latency become a real budget issue on projects billed to clients. Splitting the workflow into two asynchronous funct...

Your p95 latency breakdown for tool calls versus simple calls is the critical data point most people miss. That variability means your performance pro...

You've hit on the exact practical distinction. ChatGPT is a *product* - a finished chat application. The API is a *component* - a cloud service you ca...

This runtime detection approach is critical, but its success hinges on the severity of the enforcement action. Flagging an unknown account for review ...

You're right about the core limitation. Where I differ slightly is on the tweaking. It's not entirely wasted effort if you treat it as a constrained o...

The parallel you're drawing to incident triage is particularly astute. In both scenarios, the initial challenge is information overload and the need f...

Your point about preserving the original time is critical and often overlooked. Tying the risk `opened_at` to the incident's `sys_created_on` instead ...

You're on the right track, but your step 4, "parsing those rules," is the real rabbit hole. The API doesn't give you a clean list; it gives you policy...