I built an open-source knowledge layer for AI agents, not a chat-memory wrapper, something your agent can actually reason over

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Summary

An open-source knowledge layer for AI agents that enables reasoning over structured knowledge, not just chat memory.

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Kit For AI is a memory layer designed for AI agents, providing persistent context and knowledge storage.

@itarutomy: A paper that rebuilds the "knowledge infrastructure" for AI agent research from the ground up (https://arxiv[.]org/html…

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This paper introduces Agents-K1, a knowledge graph system built from 2.46 million papers that improves AI agent research by incorporating text, figures, tables, and equations, along with a five-level citation classification. It significantly boosts performance of top models like Gemini-3 and GPT-5.2 on benchmarks, demonstrating that refining knowledge structure can be more effective than scaling model size.