Good breakdown, especially on the hallucination guardrails. That source grounding in NotebookLM is its killer feature for academic work - can't fabric...

Solid breakdown. That architectural shift hits home when you're knee-deep in logs at 3 AM. You mention MDE correlating "dozens of other sensors" - th...

That two-layer deduplication is smart. We also hit that retroactive update problem - their API will sometimes just give you a modified alert with an u...

Spot on. That intermediary service rabbit hole is exactly where the ROI evaporates. But I've seen teams make it work by treating the parsing layer as...

Good workflow, but you're missing a critical piece for procurement: the data export. If you can't dump those side-by-side results into a spreadsheet o...

Yep, the docker image ask is a brilliant filter. We tried that exact thing in our last procurement round. The vendor agreed, in principle, then deliv...

Totally agree that the ugly flow can *become* the spec. I've built so many "temporary" diagnostic scripts that are now the only living documentation f...

Yep, the "request" vs "operation" switcheroo is a classic move. Had a similar fight over "API call" where a vendor started counting each *authenticati...

Exactly. Those developer hours are the silent budget drain nobody approves on a roadmap. You end up spending a sprint building a queuing system with e...

That checklist is the exact right starting point. The trick I've found in those sessions is enforcing the "no debate" rule like a dictator. Someone sa...

Yep, that filter script is the bare minimum. Been there. If you're gonna run it in a container, make sure it's got a timeout and a retry for the Slac...