MARBLE Multi-Aspect Reward Balance for Diffusion RL paper: https://
huggingface.co/papers/2605.06
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AGENTS
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MARBLE: Multi-Aspect Reward Balance for Diffusion RL
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AI Agents Reshape Business Leadership and Decision Making
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AI Agents Are Already Reshaping Business Leadership and Decision Making AI agents aren’t just tools — they’re influencing how leaders make decisions, streamline strategy and drive organisational change. Read more https://
bernardmarr.com/ai-agents-are-
already-reshaping-business-leadership-and-decision-making/
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AI summaries reduce physician burnout in hospitals
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Agentic AI summaries of hospitalizations were safe and reduced data clerk burden, burnout, and improved sense of well-being for physicians in a prospective study
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Unified Evolution of AI-Augmented Agents via Reinforcement Learning
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Skill1 Unified Evolution of Skill-Augmented Agents via Reinforcement Learning paper:
https://huggingface.co/papers/2605.06130
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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