Agree, but with CLI/API being the hype, it's quite common to have those tools save tokens to local files (esp. if they can't store into keychain). I wished more people understood the security implications and used MCPs instead which have a tighter boundary / keys managed well
AI
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Large Language Models Handle Complex Tasks Efficiently
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It's still amazes me how I can throw big tasks at these models that take hours to run.
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Agent Security: Protecting Production Credentials and Backups
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The conclusions here feel wrong to me. The two lessons I see are: 1. Don't run agents anywhere they might be able to access production environment credentials – it's on you to know which credentials those are 2. Keep tested backups that are independent from your production host
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Monet-7B: AI Reasoning Directly in Visual Latent Space
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What if your AI could truly “think in pictures,” not just describe them? Researchers from Peking University, Kling Team, and Amazon AGI introduce Monet-7B, a new framework that lets multimodal AI reason directly inside visual latent space—no external tools needed. Instead of
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Building Technology Workforce for AI-First Era
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Designing an end-to-end #Technology workforce for the #AI-first era
by Henning Soller Mike Stefanelli @McKinsey Learn more: https://
bit.ly/4cwVQd6 #ArtificialIntelligence #MachineLearning #ML -
Model Weights Security Returns to AI Focus
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out with securing model weights …
securing model weights is so back! -
GPT-5.5 Release: OpenAI’s Major Leap Forward
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OpenAI just turned ChatGPT into your smartest teammate; and you’re already falling behind if you don’t know how to use it. This week’s Futurepedia breakdown covers:
GPT‑5.5 and why it feels like a jump, not a tweak
Images 2.0 finally fixing AI text-in-image pain
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AI Coding Agents and Backup Best Practices for Developers
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“Always keep a separate backup.” For sure, every experienced programmer should know this. 𝘉𝘶𝘵 𝘸𝘦 𝘫𝘶𝘴𝘵 𝘤𝘳𝘦𝘢𝘵𝘦𝘥 𝘢 𝘸𝘩𝘰𝘭𝘦 𝘨𝘦𝘯𝘦𝘳𝘢𝘵𝘪𝘰𝘯 𝘰𝘧 𝘷𝘪𝘣𝘦 𝘤𝘰𝘥𝘦𝘳𝘴 𝘸𝘩𝘰 𝘥𝘰𝘯’𝘵. And we now have a legion of synthetic coding agents (like Cursor) that
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Papers Must Better Justify Their Underlying Assumptions
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I don’t think most papers I have seen think hard enough about these assumptions or are clear about why they pick particular ones. (Present company excluded)
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System Prompts as AI Safety Mechanism: Effectiveness Questions
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shouldn’t the system prompt prevent it?