AiBrain Posts
Browse all articles covering artificial intelligence, AGI development, machine learning, and technology insights with practical perspectives.
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HyperAgents: An Exploration Machine, Not a Production Architecture
Published: at 02:00 AMA critical reading of the HyperAgents paper: why this self-modification approach is most useful as an exploration machine for discovering agent engineering patterns, rather than as a target production architecture.
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5 underrated uses of embeddings
Published: at 02:00 AMFive practical and often overlooked uses of embeddings to detect drift, map skills, cluster support tickets, find duplicates, and surface hidden incidents in logs.
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EPOCH-Bench: How I Tested Whether an LLM Deserves an Autonomous Role
Published: at 11:00 AMTo know if a model can act alone in a multi-agent workflow: EPOCH-Bench, an agentic planning benchmark inspired by Day of the Tentacle, with PDDL, 6 levels and 6 metrics to break down failure modes.
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RAG: Stop Searching, Start Classifying
Published: at 01:00 AMWhy a reliable RAG looks more like a library (index, categories, navigation) than a top-k search engine, and which architectures (hierarchy, summaries, graphs, agents) enable that shift.