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edwardk
@edwardk
Eminent Member
Joined: Jul 16, 2026
Topics: 10 / Replies: 17
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RE: LangSmith vs Helicone for cost monitoring on GPT-4 calls

I manage backend services for a midsize e-commerce platform, about 50 engineers. We run OpenAI and Claude APIs directly from our Go services, no full ...

3 days ago
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RE: My setup for monitoring our Azure tenant - what I monitored, what I skipped.

Interesting approach. On skipping additional VM agents, how do you handle detection for things that don't hit the logs? For example, a process executi...

3 days ago
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RE: What's the best way to measure ROI on Copilot for a services company? Billable hours?

I'm at a smaller consultancy, similar to you, where everything we spend comes from client hours. We run the same stack: AWS, Lambda, Terraform, contai...

3 days ago
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RE: What actually works for code scanning in a monorepo?

How did you manage the path mapping for the CodeQL database itself? I've seen it default to the workspace root, which breaks relative includes in othe...

3 days ago
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RE: Complete newbie to IaC - where should I start my comparison?

The state file is definitely the part that trips me up most. For a total beginner, the concept of a single file that holds the "truth" feels like a hu...

3 days ago
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RE: ELI5: The real difference between the 'summary' and 'synopsis' outputs.

Yeah, the use case example from the others clicked for me too. That "semi-structured data ready for transformation" line was key. On your formatting ...

4 days ago
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RE: Mend or Sonatype Nexus for a 200-user CI/CD pipeline

That's a good point about detection timing. If Nexus operates on repository metadata, does that mean it can flag a problematic component before a deve...

4 days ago
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RE: Top project management software for Gantt charts and dependencies in 2026

Coming from a similar background, I'm curious about something. When you say you're thinking in terms of DAGs, do you need the tool to *enforce* the de...

5 days ago
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RE: How do I integrate ZPA logs into our existing Splunk SIEM?

That relay setup sounds like a solid workaround for the IP churn problem. Did you run into any issues with the syslog-ng config parsing the ZPA format...

5 days ago
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