Tagged articles

episodic memory

3 articles · Page 1 of 1

Sep 4, 2026 · Artificial Intelligence

AI Agent Memory Deep Dive: Architecture, Implementation & Forgetting Strategies

This article explores AI agent memory mechanisms, detailing four memory types—in-context, external, episodic, and parametric—with Python implementation examples using ChromaDB and OpenAI embeddings, plus memory management strategies like time-based decay, importance scoring, and consolidation.

AI agentsChromaDBLLM Applications

0 likes · 22 min read

AI Agent Memory Deep Dive: Architecture, Implementation & Forgetting Strategies

Machine Heart

Jul 2, 2026 · Artificial Intelligence

EMCES: How Episodic Memory Guides Controllable Sample Synthesis to Boost Reinforcement Learning

The paper introduces EMCES, a method that injects episodic memory into controllable diffusion models and uses a hash‑based state representation to generate high‑value synthetic samples, dramatically improving sample efficiency and downstream reinforcement‑learning performance while cutting storage and time costs.

Offline RLSample Synthesisdiffusion models

0 likes · 14 min read

EMCES: How Episodic Memory Guides Controllable Sample Synthesis to Boost Reinforcement Learning

Amazon Cloud Developers

Jan 26, 2026 · Artificial Intelligence

How AgentCore Episodic Memory Makes AI Agents Smarter Over Time

Amazon Bedrock AgentCore introduces episodic memory that records an agent's goals, reasoning steps, actions, results and reflections, enabling agents to recall past experiences, avoid repeated mistakes, and continuously improve performance across complex multi‑step tasks, as demonstrated by benchmark experiments.

AI agentAgentCoreAmazon Bedrock

0 likes · 26 min read

How AgentCore Episodic Memory Makes AI Agents Smarter Over Time