Making OpenClaw Actually Remember Things

Ray Fernando February 16, 2026
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Setting up QMD — OpenClaw's experimental search backend that combines BM25 + vectors + reranking — on the same Mac Mini from the last stream. Default OpenClaw memory search works, but QMD running locally through Bun + node-llama-cpp takes recall to another level without sending your data anywhere. This stream covers the full QMD setup: installing the sidecar, configuring the backend in your OpenClaw config, and testing it against real memories imported in the last session. We also walk through a private memory optimizer skill that audits your workspace files for context window bloat, applies a three-tier memory system, and sets up a nightly dream cycle that consolidates your agent's memories while you sleep. The dream cycle skill and audit scripts will be available exclusively in the Discord. LEARN TO SHIP Idea to Deployed Cohort (waitlist): https://startmy.ai Ship a real app in 3 weeks with auth, payments, and database. Next batch kicks off in February; 20 spots. GET THE TOOLS OpenClaw: https://openclaw.ai OpenClaw GitHub: https://github.com/openclaw/openclaw QMD: https://github.com/tobi/qmd OpenClaw Memory Docs: https://docs.openclaw.ai/concepts/memory#qmd-backend-experimental Robert H. Eubanks' Setup Guide: https://robertheubanks.substack.com/p/openclaw-on-mac-mini-the-complete Join our Discord: https://rfer.me/discord Key moments 00:00:00 Fixing OpenClaw Long-Term Memory 00:00:56 Memory Optimizer Skills Overview 00:03:58 OpenClaw Memory System Deep Dive 00:06:53 QMD Mini Search Engine Explained 00:09:19 Updating Your OpenClaw Agent 00:12:40 Custom Memory Optimizer Skill 00:16:45 The Agent "Dream Cycle" Concept 00:22:16 Dream Cycle and Morning Brief Scripts 00:29:32 Three-Tier Memory System Explained 00:38:05 Live Analysis of Anthropic News 00:41:04 Rhetorical Analyzer Skill Demo 00:49:05 Community Q&A and Discord 00:56:51 The Importance of Open Source AI 01:04:46 Future Plans for Mission Control CONNECT WITH RAY X (Twitter): https://x.com/RayFernando1337 Weekly AI Insider Newsletter: https://dub.sh/RayMasterAI #OpenClaw #QMD #MacMini #AIAgent #AICoding #LiveCoding #OpenClawMemory #LocalAI #AIAssistant #MemorySearch

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