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⚡ AI Lessons
Reddit r/devops
💻 AI-Assisted Coding
⚡ AI Lesson
1w ago
Where is AI actually adding value in your DevOps workflow and where isn't it?
Senior DevOps here. AI is being pushed into every part of the pipeline right now, and I want to cut past the hype and hear real production experience. Two quest
Reddit r/devops
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
Treating AI vision model evaluation as a pipeline problem: instrument the config, not just the model
Disclosure: I work at VideoDB and this is from internal research we ran and open sourced. Background: we kept getting inconsistent results from VLMs until we st
Reddit r/devops
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
Are any of the AI tools actually worth learning?
Hi. I'm currently only using claude or copilot to read my code / infra project, prompt it to add something there or, give it some error message to analyze. But
Reddit r/devops
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
How are regulated orgs actually letting engineers use Claude Code / Copilot?
Genuine question for anyone in fintech / healthcare / gov-adjacent. Security won't approve sending proprietary code to a third-party AI API. But engineers want
Reddit r/devops
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
AI tools can make one developer faster. The harder question is whether that speed becomes team throughput.
We've been thinking about AI coding tools wrong at the team level. Most evaluation starts with individual productivity: does this save a developer time? Fair qu
Reddit r/devops
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
AI "Solve Rates" are a joke. We need a Safe-to-Merge metric.
AI coding tools love bragging about high "Solve Rates." But fixing a bug while silently breaking three other things isn't a success—it's a production incident.
DeepCamp AI