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Building a Memory Agent That Actually Forgets (And the Three Bugs That Taught Me Why That's Hard)

By Nidhi: Built for the Global AI Hackathon Series with Qwen Cloud, Track 1: MemoryAgent When I...

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Building a Memory Agent That Actually Forgets (And the Three Bugs That Taught Me Why That's Hard)

A hackathon project building a memory agent with Qwen and pgvector revealed three core failures: LLM scoring underweights specifics, extraction loses cross-turn context (breaking save-on-demand), and automation without observability hides failures. For tech teams: memory systems require explicit LLM rubrics and consistent context across pipeline stages—prompt engineering alone won't guarantee production reliability.

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marktechpost.com21 h fa

The 7 Types of Agent Memory: A Technical Guide for AI Engineers

LLM agents need seven memory layers—working, semantic, episodic, procedural, retrieval, parametric, prospective—for multi-step task reasoning. Production teams must combine in-context and external stores to build AI that learns from experience and executes sustained workflows.

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Timeline cronologica

domenica 21 giugno 2026·dev.to
How I Built LearnBoard — The UI That Makes Your AI Remember You
There's a problem that every developer who works with AI agents eventually runs into: the AI doesn't...
domenica 21 giugno 2026·dev.to
Building a Memory Agent That Actually Forgets (And the Three Bugs That Taught Me Why That's Hard)
By Nidhi: Built for the Global AI Hackathon Series with Qwen Cloud, Track 1: MemoryAgent When I...
lunedì 22 giugno 2026·marktechpost.com
The 7 Types of Agent Memory: A Technical Guide for AI Engineers
Agent memory explained: the 7 types — working, semantic, episodic, procedural, retrieval, parametric, prospective — and when to build each.
lunedì 22 giugno 2026·dev.to
The hard part of agent memory isn't remembering — it's forgetting
Everyone building agents obsesses over recall: vector stores, embeddings, RAG pipelines, bigger...

Building a Memory Agent That Actually Forgets (And the Three Bugs That Taught Me Why That's Hard)

The 7 Types of Agent Memory: A Technical Guide for AI Engineers

Timeline cronologica

How I Built LearnBoard — The UI That Makes Your AI Remember You

Building a Memory Agent That Actually Forgets (And the Three Bugs That Taught Me Why That's Hard)

The 7 Types of Agent Memory: A Technical Guide for AI Engineers

The hard part of agent memory isn't remembering — it's forgetting

Building a Memory Agent That Actually Forgets (And the Three Bugs That Taught Me Why That's Hard)

The 7 Types of Agent Memory: A Technical Guide for AI Engineers

Timeline cronologica

How I Built LearnBoard — The UI That Makes Your AI Remember You

Building a Memory Agent That Actually Forgets (And the Three Bugs That Taught Me Why That's Hard)

The 7 Types of Agent Memory: A Technical Guide for AI Engineers

The hard part of agent memory isn't remembering — it's forgetting