Yes! There's a lot of nice UX approaches this style opens up.
For instance, if the LLM runs a bit of code that's blocked by the sandbox, we don't just show a `y/n/a(ll)` prompt, but instead stop the tool loop and insert the failed code into the dialog.
TOOLS
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UX pattern for LLM tool failures and dialog integration
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AI tool poisoning exposes major enterprise agent security flaw
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#AI tool poisoning exposes a major flaw in enterprise agent security
by Nik Kale @VentureBeat Learn more: https://
bit.ly/48YvAHT #LLM #GenerativeAI #ArtificialIntelligence #MachineLearning -
Claude Chrome extension token efficiency
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Have you tried the claude chrome extension? It should be significantly more token-efficient
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Use AI to Build Interactive Retirement Scenario Simulators
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One use case that is interesting is to ask it to build an interactive scenario simulator, with appropriate visualizations, so that you can explore different retirement outcomes, etc. depending on how your financial situation changes.
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Using AI agents for migration task documentation
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The goal, really? I have quite a big migration task and I was working in one thread to work out how to set it up well – e.g. the target spec, testing approach, etc. then got codex to write out docs and the goal prompt for the other agent. Then I'm periodically checking in with
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ChatGPT for personal finance needs built‑in skills
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ChatGPT for personal finance is interesting, but you need to know what questions to ask and have enough experience to fact-check assumptions. It really needs to ship with some pre-built skills to help guide people to productive use cases & give the AI better instructions as well
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AI goal-setting feature in Codex app
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Did you know that /goal already exists in the codex app, there's no UI around it, but if you literally just start a message with /goal and write your goal then you can get it in the app, not just the CLI
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Academic Research Pipeline Powered by Claude Code Agents
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someone just dropped a full 10-stage academic research pipeline for Claude Code. It doesn’t write your paper for you, it hunts references, formats citations, verifies data, and even runs a "devil's advocate" agent to attack your own thesis. Here's why it's a massive deal for
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Complete Claude Cowork tutorial: set up agents and automation
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Tutorial completo de Claude Cowork (25 min)
— Nico (@nicos_ai) 16 mai 2026
• cómo configurar Cowork
• automatizar tareas y procesos
• convertir Claude en un asistente real para tu trabajo
Subtitulado al español.
Muy recomendado 👇 https://t.co/m7tAS5tPMYComplete Claude Cowork Tutorial (25 min) • how to set up Cowork
• automate tasks and processes
• turn Claude into a real assistant for your work Subtitled in Spanish. Highly recommended -
OpenAI turns Codex into control plane for personal compute fleet
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holy: OpenAI is turning Codex into a control plane for your entire personal compute fleet. Every Mac Mini, work desktop, devbox, and eventually browser session becomes an agent endpoint. openai is cooking