📰 Dev.to · Marwan Hamdy

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Dumping chat history into a vector database is the worst way to give an AI memory. Here is how I built a "Structured Memory" layer that separates conversation from durable human facts.

Dev.to · Marwan Hamdy 🧠 Large Language Models ⚡ AI Lesson 14h ago

Dumping chat history into a vector database is the worst way to give an AI memory. Here is how I built a "Structured Memory" layer that separates conversation from durable human facts.

I Turned a Dead Discord Bot Into an AI Therapist That Actually Remembers You ...

I wanted to build an AI companion, so my first step was limiting what the AI is actually allowed to think. Here is how I used "Semantic Intake" to force the LLM to understand context before it speaks:

Dev.to · Marwan Hamdy 🧠 Large Language Models ⚡ AI Lesson 14h ago

I wanted to build an AI companion, so my first step was limiting what the AI is actually allowed to think. Here is how I used "Semantic Intake" to force the LLM to understand context before it speaks:

I Turned a Dead Discord Bot Into an AI Therapist That Actually Remembers You ...