VMVektor Memoryinvektormemory.hashnode.dev·May 14 · 9 min readThe REM Cycle: What Background Memory Consolidation Actually DoesYour AI Agent Has Been Awake for Three Months Straight What happens when you finally let it sleep You would not trust a surgeon who had not slept in a week. Not because they would forget how to operat00
VMVektor Memoryinvektormemory.hashnode.dev·May 14 · 7 min readOpenAI Agents SDK: We Built a Production Agent.We Built a Production Agent. Then We Realised It Had No Memory. Six weeks in. The agent was working. It could search. It could summarise. It could hand off tasks between sub-agents, respect guardrails00
VMVektor Memoryinvektormemory.hashnode.dev·May 14 · 7 min readStandard RAG vs Associative Memory: Why Similarity Isn’t EnoughYour AI Can’t Connect the Dots. Here’s Why You ask your AI assistant: “What language does the developer who likes dark mode use?” It returns two snippets. One about dark mode. One about Rust. Clean si00
VMVektor Memoryinvektormemory.hashnode.dev·May 14 · 9 min readWorld-Building with Persistence: Narrative Layers in AI AgentsYour AI Forgot Your Story. Here’s Why — And How We Fixed It. Standard AI models are great at vibes, but terrible at truth. You can tell an agent that the sky is toxic and the main character is a debt-00
VMVektor Memoryinvektormemory.hashnode.dev·May 14 · 7 min readThe Hairball Problem — Memory Compression for AI AgentsAI Engineering · Memory Systems · Graph Theory Every AI agent accumulates memory over time. Without a compression strategy, that memory becomes an unsearchable mess of contradictions, duplicates, an00
