This basically becomes a forcing function for Rork to become the best agent in the space. The better the agent gets, the better their margins get 🙂 Plus they launched a lot of other cool stuff, including a mobile app that builds mobile apps! Scroll the thread to see.
AGENTS
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Rork launches free AI agent error correction standard
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Rork is the first agent to implement a new standard: when your AI agent makes a mistake, it's free to fix it!
— Matt Shumer (@mattshumer_) 17 juillet 2025
This is really powerful for two reasons:
1. Users worry less about wasting $ on failed outputs
2. Rork now has an insane incentive to improve their agent! https://t.co/Keurdkb7qzRork is the first agent to implement a new standard: when your AI agent makes a mistake, it's free to fix it! This is really powerful for two reasons: 1. Users worry less about wasting $ on failed outputs
2. Rork now has an insane incentive to improve their agent! -
Memory-Native Language Models: The Missing Architecture Innovation
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again, the AI labs are obsessed with building reasoning-native language models when they need to be building *memory-native* language models – this is possible (the techniques exist)
– no one has done it yet (no popular LLM has a built in memory module)
– door = wide open -

OpenAI Agent Mode combines Operator and Deep Research capabilities
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Pues OpenAI confirma el contenido del streaming de hoy y pinta interesante. Es lo que algunas filtraciones han identificado como el Agent Mode, la combinación de Operator (uso agéntico del navegador) con Deep Research (razonamiento de largo alcance) para tareas más complejas.
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FakePsyho Wins AtCoder World Tour Finals 2025 Heuristic
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Congrats to @FakePsyho for winning AtCoder World Tour Finals 2025 Heuristic Humanity has prevailed (for now!) Thanks OpenAI for sponsoring #AWTF2025, and getting #2 on this grand challenge. Proud of @SakanaAILabs & @AtCoder
’s ALE-Agent for reaching #5, on a shoestring budget! -
AI Agent Tutorials and Pydantic-Based Agentic Applications
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I've created AI Agent tutorials and more in this repo. I'll be building Agentic Applications using Pydantic. 100% open source. Check out the repo and don't forget to leave a star:
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PydanticAI: Open Source Python Framework for Production Agentic AI Applications
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Build production-grade Agentic AI apps in pure Python! PydanticAI is a Python agent framework designed to simplify building production-grade Agentic applications. 100% Open Source
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Agentic AI Summit Week 1 Live: Three Weeks of Practical Training
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Week 1 of the Agentic AI Summit is now LIVE! From July 16–31, the Agentic AI Summit offers 3 weeks of practical training in the latest tools and techniques for building autonomous AI systems. Register Now at https://
summit.ai by @_odsc #ODSC -
Montreal AI Launches AGI Alpha Agent v0 Framework
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[ “We Choose to Ascend with AGI” ] GitHub: https://
github.com/MontrealAI/AGI
-Alpha-Agent-v0
… #AGIALPHA #ASIFirst