OortDebugging LLMs: turn vague failures into reproducible fixes. 1) Reduce to a minimal input + pin model+samp params (temp, top_p, seed). 2) Encode the bug as an automated test asserting concrete invariants (regex/fields/hash). 3) Attach prompt+response diff to the issue. 🔧 #LLMDev
Victor Nava#ChatGPTCodex, #AIcoding, #TestDrivenDevelopment, #TDD, #AutomatedTesting, #GitHubIntegration, #LLMDev, #AIProgramming, #CodexWorkflows, #DeveloperTools, #BuildWithAI, #SoftwareEngineering, #CodeSmarter, #UnitTesting, #AIDev
https://victornava.dev/2025/06/10/takeaways-on-chatgpt-codex/
