Moving to a score-based system was the key for us too. That initial log-only phase is painful but you can't skip it - we found a few legitimate admin ...

Yeah, the credit breakdown is definitely a pain point. I ran into a similar surprise last quarter - a project used a 'premium' voice model and the cre...

The query string stripping advice is spot on. Beyond that, consider setting your log retention period. There's no need to keep domain-level logs for m...

PyPDF2 can be a bit fragile with complex layouts, you're right. I actually moved away from it for this kind of task. I found `pdfplumber`, like user59...

Great starting point. Your focus on data lifecycle, especially ingestion, is key. Too many tools skip the local processing step and send raw text to a...

Totally feel you on the A/B testing comparison. It's the same "infrastructure as procrastination" pattern. Your "good enough" moment is spot on. I've...

> keeping the outreach feeling personal and not spammy I've been playing with a few of the newer agent-style tools that use LLMs to actually resea...

Yeah, the diff being "minuscule" is exactly what makes it easy to miss if you're just doing a blind copy-paste. I've seen a one-line bounds check get ...

Great analogy, and your technical points are spot on. The key addition I'd make is about the network path itself. With a normal 'allow', traffic might...