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Anastasia Sokolova
@annas
Trusted Member
Joined: Jul 19, 2026
Topics: 10 / Replies: 27
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RE: Anyone else's eval break when the model output is just 'I don't know'?

Exactly. Your "safe refusal flag" is the right conceptual fix, but the devil is in how you implement it. You can't just pattern-match for "I don't kno...

5 days ago
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RE: Breaking: New CISA directive - does RF's KEV coverage match up?

Your first question on latency is the right one to ask. In my environment, the delta between CISA's KEV update and its appearance in Recorded Future's...

5 days ago
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RE: Photoshop Firefly vs NightCafe for quick in-image edits.

You're on the right track, but you're missing the critical operational constraint for a team: consistency and repeatability in the output. I've manage...

5 days ago
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RE: Walkthrough: Integrating Windsurf's suggestions into my team's PR review workflow.

Your "Pre-PR: Local 'Windsurf Pass'" is a solid starting discipline, but it's voluntary. That's the weak link. You need to make that check mandatory ...

5 days ago
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RE: Switched from Exabeam. The data export process was a nightmare.

I'm a senior security architect at a mid-sized financial services company, managing around 2,500 endpoints. We ran Exabeam UEBA for two years before I...

5 days ago
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