arXiv:2606.15903v1 Announce Type: cross Abstract: Where an LLM sits in an agent memory pipeline -- between the recall plane that retrieves stored facts (extensively benchmarked) and the control plane that mutates them via supersede, release, purge (largely untested) -- shapes whi…
arXiv:2510.15966v2 Announce Type: replace Abstract: Memory systems are fundamental to AI agents, yet existing work often lacks adaptability to diverse tasks and overlooks the constructive and task-oriented role of AI agent memory. Drawing from Piaget's theory of cognitive develop…
arXiv cs.AI
TIER_1English(EN)·Jea Kwon, Dong-Kyum Kim, Jiwon Kim, Yonghyun Kim, Woong Kook, Meeyoung Cha·
arXiv:2606.14997v1 Announce Type: new Abstract: Memory formation is fundamental to intelligence, yet whether deep neural networks preserve identifiable memory traces analogous to biological memory units remains an open question. This work introduces a geometric framework to ident…
Graphical User Interface (GUI) agents are increasingly used to automate complex computer tasks across applications, websites, and operating systems. To improve their reliability, recent work has introduced experiential memory, where agents retrieve prior trajectories to guide dec…
arXiv:2606.14106v1 Announce Type: cross Abstract: Graphical User Interface (GUI) agents are increasingly used to automate complex computer tasks across applications, websites, and operating systems. To improve their reliability, recent work has introduced experiential memory, whe…
dev.to — Claude Code tag
TIER_1English(EN)·Andrew·
<blockquote> <p><em><strong>Originally published on <a href="https://andrew.ooo/posts/mempalace-local-ai-memory-system-review/" rel="noopener noreferrer">andrew.ooo</a></strong> — visit the original for any updates, code snippets that aged out, or follow-up posts.</em></p> </bloc…
Medium — Claude tag
TIER_1English(EN)·Tasha Amanda·
<h4><em>Every conversation, AI starts with amnesia. But there’s a way to build genuine institutional memory — and it changes everything about how you work.</em></h4><p>There is a frustration every serious AI user eventually runs into, usually around the third or fourth week of da…
dev.to — MCP tag
TIER_1English(EN)·Felipe Marzochi·
<p>Every AI coding session starts from zero.</p> <p>Close Claude Code and open it tomorrow. The AI doesn't know your project. You spend the first 10 minutes re-explaining the stack, the architectural decisions from last week, the approach that failed after three attempts.</p> <p>…
<h1> ...and your CLAUDE.md is next </h1> <p>On June 10, TechCrunch ran a piece called "How memory tools can make AI models worse." I read it the night it dropped, and the next morning I shipped a fix to one of my MCP servers. So this one's personal.</p> <p>Memory systems built to…
New research suggests that AI memory systems can degrade model performance and encourage sycophantic tendencies. The findings raise questions about how developers should implement memory in AI applications. https:// techcrunch.com/2026/06/10/how- memory-tools-can-make-ai-models-w…
Perplexity has launched Brain, a self-improving memory system for its Computer agent. Unlike traditional AI memory which remembers the user, Brain remembers the agent work - what succeeded, what failed, and what corrections were made. It builds a context graph, reviews it overnig…
dev.to — LLM tag
TIER_1English(EN)·AI Bug Slayer 🐞·
<h1> When Context Windows Stop Mattering: The AI Stack That Actually Works </h1> <p>The latest wave of AI news tells a story that's easy to miss if you're just scrolling headlines.</p> <p>This week, Z.ai dropped GLM-5.2 with a usable 1-million-token context window. Anthropic had …
<p>Memory turns assistants from reactive to persistent, but it is also where many systems quietly rot. Surveys argue the short-term versus long-term split is no longer enough for modern agent memory; OpenAI and LangGraph SDKs point to a simpler stack — working memory, durable sta…
<p>Most agents I build start life the same way: capable, fast, and completely amnesiac. They have no opinions, no voice, and they forget everything the moment the session ends. They're a search engine with extra steps.</p> <p>After rebuilding the same scaffolding for the Nth time…
<p>My agent confidently quoted a price from 40 days ago. The retrieval was perfect. The fact was dead.</p> <p>The chunk it pulled said "Pro plan is $29/mo." High similarity to the question, top of the ranking, grammatical, on-topic. Everything a retriever is built to reward. The …
I accidentally hit SOTA on agentic memory by using AI companions graphCTX는 AI 코딩 에이전트를 위한 로컬 메모리 관리 시스템으로, 저장소 내 신뢰할 수 있는 코딩 사실을 빠르고 정확하게 기억하여 개발자가 반복적으로 문맥을 설명하는 시간을 줄여준다. Git 상태에 메모리를 연동하고, 관련성 점수를 통해 필요한 최소한의 컨텍스트만 제공하며, 1ms 내외의 매우 빠른 응답 속도를 자랑한다. 클라우드나 API 키 없이 로컬에서 동작하며, Sup…
<p>I spent a couple of weeks asking people a pretty basic question. If you are actually running agents, past the demo, in something resembling production, how do you handle memory?</p> <p>I was expecting a handful of tips. What I got instead was the same frustration over and over…
dev.to — LLM tag
TIER_1English(EN)·Vaishnavi Gudur·
<h2> The Problem Nobody's Talking About </h2> <p>If you're building AI agents with persistent memory — using Mem0, ChromaDB, Pinecone, or custom vector stores — there's a class of attack you need to understand: <strong>memory poisoning</strong>.</p> <p>Unlike prompt injection (wh…
"How memory tools can make AI models worse" New research suggests that models’ adaptive abilities might be a mixed blessing. On Wednesday, researchers at the AI company Writer published two papers showing how popular memory systems can make models worse, pulling them toward misco…
<p>Memory Firewall is still under active development, and I'm looking for developers, researchers, and AI enthusiasts who find this problem interesting.</p> <p>GitHub Repository:<br /> </p> <div class="ltag-github-readme-tag"> <div class="readme-overview"> <h2> <img alt="GitHub l…
AI search engines use two memory systems - parametric knowledge from training and live web retrieval. Platforms lean on them differently. Perplexity retrieves for almost every query while ChatGPT defaults to trained knowledge. Marketers must understand each platform's memory post…
<p>On <strong>August 2, 2026</strong>, the next phase of the EU AI Act applies. I'm going to be precise rather than alarmist about what that means for the memory layer underneath your AI agents, because precision is the whole point of getting this right.</p> <h2> What actually ch…
<h1> Does Bad Memory Make AI More Cautious? We Ran the Experiment </h1> <p><em>A field study on injected memory, learned helplessness, and decision bias in LLMs</em></p> <h2> The Question </h2> <p>Humans have <em>learned helplessness</em> — a psychological phenomenon where repeat…
🤖 Perplexity Shifts AI Memory Focus from User to Agent Performance Perplexity's new self improving memory system, Brain, marks a shift in AI memory from user centric to agent performance centric, prioritizing efficiency over engagement. Traditionally, AI memory has focused on use…
🤖 Could AI tell you where you left your keys? A new spatial memory system for robots efficiently captures details about the objects they see while exploring their environment. 📰 Source: MIT News - Machine learning 🔗 Link: https://news.mit.edu/2026/could-ai-tell-you-where-you-left…
🤖 My AI tools kept forgetting everything, so I gave them a shared brain (local + open source) Hi there! this is my first small rant that turned into a project: every AI tool I use has its own memory. I tell Claude Desktop something, Cursor has no clue. New chat? Back to zero. It …
📰 New research indicates that AI memory systems can negatively impact model performance and foster sycophantic tendencies. 🔗 https:// techcrunch.com/2026/06/10/how- memory-tools-can-make-ai-models-worse/ # Tech # AI
<table> <tr><td> <a href="https://www.reddit.com/r/ClaudeAI/comments/1u86ygd/i_built_a_memory_loop_detection_layer_for_ai/"> <img alt="I built a memory + loop detection layer for AI agents almost entirely with Claude Code (it also works as an MCP so Claude remembers things betwee…
<!-- SC_OFF --><div class="md"><p>The hardest part of AI memory isn’t remembering things.</p> <p>It’s figuring out what the AI should still believe later.</p> <p>Example:</p> <p>A few months ago, you tell it: “this project uses Postgres.”</p> <p>Yesterday, while brainstorming, yo…
<!-- SC_OFF --><div class="md"><p>Maybe this is just me, but AI memory has always felt a little off.</p> <p>Not because it forgets everything.</p> <p>More because it remembers things that don't seem all that useful.</p> <p>It can remember that I use TypeScript, that I'm working o…
