Post by Codynex

Most startups rush to add AI. Few build the stack that actually scales. Here's why.. A prompt isn’t a product. You need the right AI architecture behind it. At Codynex, the stack usually looks like this: 🧠 LLM Layer → Reasoning and decision making 📚 Memory Layer → Context via RAG and vector databases 🔗 Integration Layer → APIs connecting CRM, docs, and tools ⚙️ Action Layer → Agents executing real workflows The difference? AI that answers questions vs AI that runs operations. P.S. Most AI projects don’t fail at the model level,  they fail at the architecture level. ➕ Follow Codynex 🔁 Repost if this helped. #AIStack #Startups #AIAgents #Codynex #AIStrategy