Expert View: Knowledge Graphs Bring Massive Trouble to AI Agents but Remain Indispensable Short-Term

tokenbender · x · 2026-07-28

Data and AI expert @tokenbender expressed strong frustration with knowledge graphs (KGs) while discussing the Kimi K3 paper. He pointed out that KGs bring significant engineering headaches in entity extraction, event creation, and updates.

However, he admitted that at least in the short term, KGs remain an unavoidable component in both agent harnesses and model training. He previously highlighted a key takeaway from the post-training section of the K3 paper: agents possess a self-evolving knowledge graph capable of web-scale exploration.

Related event: K3 Paper Breakdown: Self-Learned Reasoning and KG Debates(2 posts)→

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