Long-Term Memory - Tag - Daily Deep Think https://blog.baifan.site/en/tags/long-term-memory/ Long-Term Memory - Tag - Daily Deep Think Hugo -- gohugo.ioenblog@baifan.site (ByF) blog@baifan.site (ByF)Tue, 03 Feb 2026 14:00:00 +0800 TencentDB Agent Memory: Real Layered Memory for AI Agents https://blog.baifan.site/en/tencentdb-agent-memory-deep-dive/ Tue, 03 Feb 2026 14:00:00 +0800 ByF https://blog.baifan.site/en/tencentdb-agent-memory-deep-dive/

If you’ve spent serious time with AI agents, these scenarios will feel familiar:

  • Re-explaining the project background, coding conventions, and output format preferences in every new session
  • Halfway through a long task, the context fills up with tool logs and the agent starts “forgetting” earlier instructions
  • Wanting the agent to learn your working habits, but having no way to do it except hand-writing a system prompt every time

Memory isn’t about making the AI store everything — it’s about making sure humans never have to repeat themselves. That’s the core idea behind TencentDB Agent Memory.

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