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Memory Lifecycle

3 articles · Page 1 of 1
vivo Internet Technology
vivo Internet Technology
Oct 21, 2026 · Artificial Intelligence

Memory as Governance: Lifecycle, Feedback & Forgetting for Reliable AI Actions

This article presents KDC's memory runtime framework, where memory objects undergo lifecycle stages—formation, reinforcement, decay, conflict, forgetting, migration, archival—governed by feedback validation and error attribution, enabling AI systems to selectively apply historical experience rather than indiscriminately accumulating it.

AI Memory ManagementAI ReliabilityContinuous Consistency
0 likes · 31 min read
Memory as Governance: Lifecycle, Feedback & Forgetting for Reliable AI Actions
DataFunSummit
DataFunSummit
Jul 27, 2026 · Artificial Intelligence

Why Do Long‑Horizon AI Agents Still Use the Wrong Memories?

Adding memory to agents is now straightforward, but when agents run for weeks across many interactions, the real challenge shifts from merely retrieving past data to determining which past information remains valid, how to manage its lifecycle, and how to govern cost, updates, and deletion, as highlighted by Oracle's technical report and benchmark evaluations.

Agent MemoryEnterprise AILong-Horizon AI
0 likes · 14 min read
Why Do Long‑Horizon AI Agents Still Use the Wrong Memories?
Wu Shixiong's Large Model Academy
Wu Shixiong's Large Model Academy
Jul 22, 2026 · Artificial Intelligence

How to Handle Long Conversation History: Beyond Full Prompt or Recent Rounds

The article explains that effective conversation memory for LLMs requires classifying information into static knowledge, short‑term context, and long‑term memory, defining a full lifecycle for each entry, and implementing strict storage, retrieval, update, and deletion policies rather than simply concatenating all history or keeping only the latest turns.

LLMMemory LifecycleRAG
0 likes · 24 min read
How to Handle Long Conversation History: Beyond Full Prompt or Recent Rounds