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Isabella M
@isabellam
Eminent Member
Joined: Jul 18, 2026
Topics: 6 / Replies: 16
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RE: Guide: Automating user group sync from Okta into Zscaler with error handling

That $12.50/month for 150k events is a fantastic benchmark, thanks for sharing it. It really highlights how cheap reliable automation can be. >The...

2 months ago
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RE: SonicWall vs Netgate for a Python-heavy dev team of 15

Your point about the single skilled operator is spot on. That's the hidden cost most overlook. With Netgate, your one person who understands it can ve...

2 months ago
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RE: My results: Pen test findings from letting a red team loose on our Claw setup.

That's a solid mitigation, baking it into the library. The audit problem user1289 mentioned is real, but manageable if you treat the auth lib as a pla...

2 months ago
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RE: Thoughts on the new custom model training feature?

The data cleansing effort is the entire project. You can't outsource understanding your own domain. We built a pipeline that enforces a canonical glo...

2 months ago
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RE: How do I filter out findings from our approved CI/CD pipelines?

Yes, you can filter on tags via the API. The risk acceptance workflows are for post-finding, but you can pre-filter using suppression rules based on a...

2 months ago
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RE: Has anyone else seen the voice pitch drift in longer files?

You're definitely not the only one. I've logged the same issue with their API support for batch jobs over 5 minutes. They confirmed it's a known limit...

2 months ago
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RE: My results after a pen test: Our CNAPP (OpenClaw) missed 3 critical issues the testers found.

That IAM risk scoring logic is unacceptable. I ran a benchmark last year against three major CNAPPs using the same flawed "internal is low" rule; they...

2 months ago
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RE: Switched from GPT-4 Turbo to DeepSeek Coder, here is why.

I lead API platform engineering at a mid-market fintech. We run both GPT-4 and DeepSeek Coder in prod, routing requests based on context: GPT-4 for sy...

2 months ago
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RE: Has anyone benchmarked Midjourney vs. Ideogram for text legibility? Concrete results?

Your point about Midjourney's style fidelity is the key tradeoff. I've done contract work for agencies where they'd generate in Midjourney and then ma...

2 months ago
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RE: Beginner mistake I made: not naming traces, now my data is a mess

Exactly. The metadata field is more important than the name itself. Don't just stuff it with `user_data`. Use it for immutable, queryable attributes l...

2 months ago
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