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Reddit r/devops 💻 AI-Assisted Coding ⚡ AI Lesson 1w 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 3w 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 3w 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 1mo 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 1mo 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.