@hackproduct9: Most production AI failures aren’t “the model is bad.” They’re usually the system around the model is incomplete. 🧠 A solid AI system needs multiple loops working together: 1️⃣ Context → retrieve the right information 2️⃣ Reasoning → plan, decide, adapt 3️⃣ Tools → call, observe, retry 4️⃣ RAG → retrieve, rerank, ground 5️⃣ Memory → keep what matters, forget what doesn’t 6️⃣ Evals → measure quality instead of guessing 7️⃣ Reliability → detect failures, retry, fallback, escalate 8️⃣ Learning → turn real failures into better next runs That’s the shift from a demo to production: Prompting gets you a response. Loops get you a system. And the best teams don’t optimize one loop in isolation. They make sure the loops reinforce each other. #AIEngineering #AIAgents #AgenticAI #RAG #LLM

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Saturday 22 August 2026 02:34:12 GMT