Skill1 Unified Evolution of Skill-Augmented Agents via Reinforcement Learning paper:
https://huggingface.co/papers/2605.06130
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AGENTS
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Unified Evolution of AI-Augmented Agents via Reinforcement Learning
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OpenAI improves remote control of Codex
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OpenAI continues working on Remote Control for Codex, which will allow it to manage remote instances via SSH. A new toggle has been added to the settings that will keep remote connections open. Someone will definitely ask Codex to fix bugs on production at some point 😛
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AI tokens wasted on shell command outputs, not code
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90% of the tokens your AI burns aren't from your code.
— AlphaSignal AI (@AlphaSignalAI) 8 mai 2026
Every shell command your agent runs returns raw output.
`git status`, `find`, and `ls` are all read by the LLM in every single run.
A single `playwright test` run dumped enough output to consume 8,100 tokens.
Two… pic.twitter.com/yX1u9lcBo290% of the tokens your AI burns aren't from your code. Every shell command your agent runs returns raw output. `git status`, `find`, and `ls` are all read by the LLM in every single run. A single `playwright test` run dumped enough output to consume 8,100 tokens. Two
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LangChain Integrates with Oracle AI Database for RAG and Agents
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@Oracle is sponsoring Interrupt! LangChain directly integrates with Oracle AI Database, helping developers build RAG and agentic applications on live enterprise data without extra vector stores or sync jobs. Stop by their booth during our agent conference to learn how to -

CogAlpha: Using LLMs as Adaptive Agents for Financial Market Analysis
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Can AI find hidden patterns in stock markets that traditional methods miss? Researchers from China Mobile and the University of Hong Kong present CogAlpha — a framework that treats large language models as adaptive cognitive agents. Instead of relying on opaque neural nets or
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Telegram Integrates AI Bots and Personal Assistants for Enhanced User Interaction
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Telegram is slowly becoming the most AI-integrated messenger!
— 🚨 AI News | TestingCatalog (@testingcatalog) 8 mai 2026
Users can now interact with guest AI bots, build automated workflows involving bot-to-bot communication, and attach their personal AI assistants to their profiles so the bot can handle incoming inquiries.
Son of… https://t.co/03ZSnULMGr pic.twitter.com/mA8NlWguozTelegram is slowly becoming the most AI-integrated messenger! Users can now interact with guest AI bots, build automated workflows involving bot-to-bot communication, and attach their personal AI assistants to their profiles so the bot can handle incoming inquiries. Son of
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Doc-V* Agent Introduces OCR-Free Efficient Document Retrieval
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Struggling with AI that can't handle long, multi-page documents? Researchers from HUST and Xiaomi introduce Doc-V*, an OCR-free agent that starts with a thumbnail overview, then actively retrieves and reads only the relevant pages, storing evidence in a working memory. It
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Technical Requirements for Deploying Long-Running AI Agents
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What does it actually take to deploy long-running agents and the runtime capabilities that make it possible? Join us for an evening in New York with
– Robert Xu, Deployed Engineering @LangChain – Austin Berke, Lead AI Product Engineer @harmonic_ai RSVP: Robert Xu, Deployed -
Technical Workshop on Deploying and Managing AI Agents
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In this meet-up, we'll cover how to: Deploy agents with durable execution so runs survive crashes, deploys, and long waits for human input Use checkpoints and memory stores Add human-in-the-loop gates for consequential decisions We'll also discuss how teams
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Anthropics co-founder predicts autonomous self-improving AI by 2028
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Anthropics co-founder Jack Clark:
— Chubby♨️ (@kimmonismus) 8 mai 2026
"My prediction is that by the end of 2028, it is more likely than not that we will have an AI system where you could say to it:
"Make a better version of yourself."
And it would simply go off and do that completely autonomously."
Its coming. pic.twitter.com/OEM7zwcQzcAnthropics co-founder Jack Clark: "My prediction is that by the end of 2028, it is more likely than not that we will have an AI system where you could say to it: "Make a better version of yourself." And it would simply go off and do that completely autonomously." Its coming.