Engineering··7 min
Cross-Encoder Reranking & Contradiction Detection
OMEGA now re-scores search results with a neural cross-encoder and automatically detects when new memories contradict existing ones. Zero LLM calls, fully local.
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Blog
Build Notes
Engineering decisions, benchmark deep-dives, and lessons from building an AI memory system in the open.
Tutorial··8 min
How to Add Persistent Memory to OpenClaw with OMEGA
OpenClaw is the most popular AI agent (194K+ stars), but it forgets everything between sessions. Step-by-step guide to adding persistent, semantic memory via MCP.
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Analysis··9 min
Why Consumer Memory Tools Fail for Coding Agents
Supermemory, Mem0, and bookmark-sync tools are built for consumer knowledge. Here's why coding agents need decision trails, lesson learning, and intelligent forgetting.
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Comparison··12 min
OMEGA vs Mem0 vs Zep - An Honest Comparison
Three architectures. Two benchmarks. Real numbers. Which AI memory system should you actually use in 2026?
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Benchmark··10 min
Why I Built MemoryStress
Every AI memory system claims high recall. None have been tested at 1,000 sessions. So I built the benchmark that does.
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Benchmark··8 min
#1 on LongMemEval. Here's How.
How a solo developer with zero funding built the top-ranked AI memory system - 95.4% task-averaged accuracy, beating $13M-funded teams with a local-first architecture.
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