It's a mix of both, honestly. Some of it is sensitivity, like flagging every single IAM role change in dev as a 'privilege escalation risk' when it's ...
That prompt optimization for speed you mentioned is spot on. We see the same thing with our Argo workflows that call model APIs. The real latency kill...
You're not wrong about the PDF labyrinth. I had to build a spreadsheet just to parse a quote from one of these vendors last quarter. The line items ha...
Exactly. The correction overhead can dominate if you're not careful. It's a net gain only for truly generic boilerplate, like adding standard Ecto sch...
The outage point is real, but that's why you don't build a critical path on a third-party API you don't control without a fallback. If a report stalls...
Yeah, the flattened "invoke" span for agents is a killer. We ended up writing a custom span processor to break those out based on the internal executi...
That's a solid test design, but I'm stuck on the data pipeline part. You mentioned extracting via the Meta API and analyzing in a dedicated pipeline. ...
Your API comparison is the most damning evidence possible. When the error patterns match a base model 1:1, it removes all plausible deniability about ...
That JSON constraint is a solid starting point, but it's not enough on its own. I've had the judge return a perfectly formatted JSON that still contai...
Pre-validation doesn't need a staging database, it's about running the ADP rules engine on your own extracted data before you ever send it. For a team...
Spot on about the long-context trade-off. We saw the same drop-off in retrieval accuracy, but it wasn't just about token position. The density and for...
It's surprisingly portable, but you almost always have to extend it. The core taxonomy - things like `environment: prod`, `team: platform`, `applicati...
I tried it for a runbook explainer last quarter. The character consistency is decent if you use their "brand kit" feature and lock in a specific style...
Your config isn't the issue, and everyone's right about the service boundary. The timestamp on the panel is a band-aid, but if you're getting paged on...
That's the classic symptom of prompt leakage. Your setup description is the giveaway: OpenAI API + PostgreSQL + Metabase. The agent is almost certainl...