// Unified Inference and Training Framework for Agent Memory // Most memory-augmented agents are built with duct tape—one system for storage, another for retrieval, a third for training. New research introduces a unified framework that treats agent memory as a first-class, trainable component. MemFactory provides modular, plug-and-play memory components with native GRPO integration for fine-tuning memory management policies through RL. It supports Memory-R1, RMM, and MemAgent paradigms in one framework, with up to 14.8% relative gains over baselines. Why does it matter? As agents move from single-turn tools to persistent assistants, memory becomes the bottleneck. MemFactory gives researchers standardized infrastructure to build, train, and evaluate memory-driven agents without reinventing plumbing for every new approach. Paper: arxiv.org/abs/2603.29493 Learn to build effective AI agents in our academy: academy.dair.ai/
TOOLS
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Notion partnership camp leverages AI capabilities effectively
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technically this camp is sponsored by Notion but ive been a fan and power user since i met @ivanhzhao in 2018 and he showed me Notion 2.0 tbh i feel like notion was made for this moment in AI—a pleasure for us to work with them
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CLAUDE.md: Reduce Output Tokens by 63%
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Universal CLAUDE.md Claims to cut Claude output tokens by 63%! Drop-in. No code changes. CLAUDE.md is one of the best ways to steer Claude Code. Not surprised to see the efficiency reported here. github.com/drona23/claude-token-efficient [Translated from EN to English]
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Ollama Gets MLX Support in Recent Update
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Haha, but what's not April's fools is that ollama finally got MLX support the other day
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Neural Network Generates Real-Time Multiplayer Game Engine
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Via @sallyeaves https://t.co/HO8WaYuX01
— nomoreslaves (@nomoreslaves) 1 avril 2026Via @sallyeaves Gordon Wetzstein (@GordonWetzstein) We built a real-time multiplayer game generated entirely by a neural network—and now you can actually play it. In collaboration with @modal, we just launched the live demo for MultiGen, our diffusion-based multiplayer game engine. Grab some friends and try it here 👇 — https://nitter.net/GordonWetzstein/status/2038987059835306043#m
→ View original post on X — @sallyeaves, 2026-04-01 14:01 UTC
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Every Runs on Notion Agents for Workflow Automation
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we run all of @every on @NotionHQ one of the big reasons we love notion is notion agents. they run 24/7 in the background to help us: – prioritize work
– plan out our strategy
– organize knowledge
– make sure everyone is on the same page on Friday we're doing a Custom -
Contra Labs Measures Creative AI Quality With Human Evaluation
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🆕 New AI Tool: Contra Labs
— Futurepedia – Learn to Leverage AI (@futurepedia_io) 1 avril 2026
Most AI benchmarks measure speed & accuracy.
Contra Labs measures something harder – taste.
It's a human data & evaluation lab built to make creative AI actually good:
🔸Creative Arena – AI models battle head-to-head, judged by real creative… pic.twitter.com/hfEeLqd5MzNew AI Tool: Contra Labs Most AI benchmarks measure speed & accuracy. Contra Labs measures something harder – taste. It's a human data & evaluation lab built to make creative AI actually good:
Creative Arena – AI models battle head-to-head, judged by real creative -
ToolFolio discovers great AI tools and resources
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Man, the guys from @ToolFolio always find great stuff! 😉
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Recordly: Open-Source Screen Recorder with Professional Auto-Editing
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btw, the folks at @toolfolio pointed me to this open-source tool which looks rad too It’s called Recordly (3,500+ GitHub stars). → https://
recordly.dev An OSS screen recorder that makes your recordings look professionally edited. Out of the box:
→ Auto-zoom that -
Recordly: Open-Source Screen Recorder with Auto-Editing
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btw, the folks at @toolfolio pointed me to this open-source tool which looks rad too! It’s called Recordly (3,500+ GitHub stars). → https://
recordly.dev An OSS screen recorder that makes your recordings look professionally edited. Out of the box:
→ Auto-zoom that