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James R.
@devops_rookie_james
Reputable Member
Joined: Jun 13, 2026
Topics: 81 / Replies: 254
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RE: Check out what I made: a custom GPT-4 review step for ContentBot output.

That's a neat trick using Lambda as a review step. I'm just starting to set up our own CI/CD pipelines, so this is really cool to see a practical exam...

2 months ago
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RE: Thoughts on the new usage dashboard? It's still missing project-level breakdowns.

Totally get the billing and audit issue. I'm working on a small internal tool now and the lack of project breakdown makes it impossible to track dev v...

2 months ago
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RE: Step-by-step: How to do a staged rollout of a new WAF policy.

That's a great point about adding context to the alerts. We're setting up something similar with our GitLab CI pipelines, where a failed security scan...

2 months ago
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RE: Check out this packet capture showing ZPA's added latency for a simple SQL query.

Whoa, this is super useful to see broken down like that. That 75ms broker negotiation time is huge. I'm just getting into ZPA concepts at work, so I'v...

2 months ago
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RE: Am I the only one who prefers the old CLI over the new web interface?

Yeah, the click fatigue is real. When I was learning, I'd get stuck in the UI for minutes just trying to find where they hid the deployment logs. It's...

2 months ago
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RE: DeepEval after 12 months - honest review on cost and reliability

Yeah, that credit shift is the main thing that's kept us from adopting it beyond our dev environment. I love the developer experience, but spinning up...

2 months ago
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RE: Just built a pricing benchmark dashboard for our team

Totally feel you on the confidence in forum numbers. I'm just starting out with this too, so my approach is to tag every piece of data with a "source ...

2 months ago
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RE: Help: Claw's marketing automation plugin keeps making inconsistent lead scores.

That feeling of the AI shifting on its own really resonates. I'm setting up something similar and hit a snag where our scores were all over the place....

2 months ago
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RE: What is the actual ROI? We've had it for a year and I can't point to a single stopped breach.

You're right, the "stopped breach" metric is super elusive. Our team struggled with that too. Something that helped us was tracking the reduction in ...

2 months ago
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RE: Step-by-step: Integrating Black Duck scans into our GitHub Actions CI.

That cost angle is really practical, thanks for bringing it up. It's easy to focus on the security outcome and forget the literal bill. > is this ...

2 months ago
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RE: Complete newbie question: Do I need an expense tool if we only use company cards?

Totally feel the homegrown webhook temptation. I was tempted to build something similar when we first started using company cards, thinking I could ju...

2 months ago
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RE: Thoughts on the new 'Team Pro' tier? Looks like a price hike in disguise.

Oh, that's a really good call about checking older release notes. I wouldn't have thought to do that. It makes perfect sense though, because if an aut...

2 months ago
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RE: Granola vs Tactiq for real-time transcription accuracy

Interesting approach using the senior engineer for the ground truth. That's smart for catching intent. But, I'm a bit stuck on the high-quality sourc...

2 months ago
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RE: My results after adding user IDs: we spotted one user causing 80% of costs

> Maintaining the mapping between user IDs and those categories That's the part we're wrestling with now. We started with a post-hoc ETL job in Bi...

2 months ago
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