𝗚𝗲𝗻𝗔𝗜 𝗗𝗲𝗯𝘂𝗴𝗴𝗶𝗻𝗴 𝗦𝗲𝗿𝗶𝗲𝘀: 𝗖𝗮𝗽𝘁𝘂𝗿𝗲 𝘁𝗵𝗲 𝗙𝗮𝗶𝗹𝘂𝗿𝗲 (𝗪𝗶𝘁𝗵𝗼𝘂𝘁 𝗚𝘂𝗲𝘀𝘀𝗶𝗻𝗴)

https://www.linkedin.com/pulse/capture-failure-without-guessing-rakesh-aggarwal-4cfkf
𝗧𝗵𝗲 𝗮𝗿𝘁𝗶𝗰𝗹𝗲 𝗶𝗻𝗰𝗹𝘂𝗱𝗲𝘀:
• If you can’t 𝗿𝗲𝗽𝗹𝗮𝘆 𝗮 𝗚𝗲𝗻𝗔𝗜 𝗳𝗮𝗶𝗹𝘂𝗿𝗲, you’re not debugging — you’re guessing. Every production request must produce 𝗼𝗻𝗲 𝗶𝗺𝗺𝘂𝘁𝗮𝗯𝗹𝗲 𝗝𝗦𝗢𝗡 capturing exactly what the model saw.
• Most “model issues” are actually 𝗽𝗿𝗼𝗺𝗽𝘁, 𝗰𝗼𝗻𝘁𝗲𝘅𝘁, 𝗼𝗿 𝘁𝗼𝗼𝗹-𝗮𝘀𝘀𝗲𝗺𝗯𝗹𝘆 𝗯𝘂𝗴𝘀. Without a replayable failure artifact, root-cause analysis is impossible in distributed GenAI systems.

#GenAI #LLMOps #AIEngineering #Debugging #DistributedSystems #EnterpriseAI #SoftwareEngineering #ProductionAI #OpenAI #ChatGPT #LangChain #VectorDatabases #RAG #MLOps #AIObservability #DevOps #SRE #TechLeadership

Видео 𝗚𝗲𝗻𝗔𝗜 𝗗𝗲𝗯𝘂𝗴𝗴𝗶𝗻𝗴 𝗦𝗲𝗿𝗶𝗲𝘀: 𝗖𝗮𝗽𝘁𝘂𝗿𝗲 𝘁𝗵𝗲 𝗙𝗮𝗶𝗹𝘂𝗿𝗲 (𝗪𝗶𝘁𝗵𝗼𝘂𝘁 𝗚𝘂𝗲𝘀𝘀𝗶𝗻𝗴) канала AI Adoption Ecosystem