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How we built long-term memory for Alyx: why we chose a file over a knowledge graph

Arize AI · published 1 October 2026

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https://www.trychroma.com/research/context-rot
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https://arxiv.org/abs/2307.03172
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https://www.ibm.com/think/topics/ai-agent-memory
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https://mem0.ai/blog/long-term-memory-ai-agents
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https://redis.io/blog/long-term-memory-architectures-ai-agents/
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https://machinelearningmastery.com/beyond-short-term-memory-the-3-types-of-long-term-memory-ai-agents-need/
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https://aws.amazon.com/blogs/machine-learning/building-smarter-ai-agents-agentcore-long-term-memory-deep-dive/
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https://github.com/getzep/graphiti
github.com
https://arxiv.org/abs/2402.17753
arxiv.org
https://arxiv.org/abs/2410.10813
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https://blog.getzep.com/lies-damn-lies-statistics-is-mem0-really-sota-in-agent-memory/
blog.getzep.com
https://arxiv.org/abs/2504.19413
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https://github.com/getzep/zep-papers/issues/5
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https://www.letta.com/blog/benchmarking-ai-agent-memory
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ChatGPT Memory and the Bitter Lesson Read at the source ↗
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https://simonwillison.net/2025/May/21/chatgpt-new-memory/
simonwillison.net
ChatGPT's Memory Update Has a Packaging Problem Read at the source ↗
shloked.com
https://claude.com/blog/memory
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https://support.claude.com/en/articles/11817273-use-claude-s-chat-search-and-memory-to-build-on-previous-context
support.claude.com
https://support.claude.com/en/articles/12138966-release-notes
support.claude.com
https://code.claude.com/docs/en/memory
code.claude.com
https://docs.letta.com/v1-sdk/memory/memory-blocks
docs.letta.com
https://langchain-ai.github.io/langmem/concepts/conceptual_guide/
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https://github.com/anticorrelator/lore
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https://arize.com/products/alyx/
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