Think about the use cases: → AI podcasts with distinct hosts
→ Training simulations with realistic dialogue
→ Storytelling with emotional range
→ Assistants that sound more natural
→ Multi-speaker conversations where every voice has a personality This is not just
AGENTS
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AI use cases: podcasts, simulations, storytelling, assistants, multi-speaker conversations
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Atomic_Mail lets AI agents have autonomous email inboxes without humans
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HOLY F*CK, YOUR AGENT LITERALLY GOT ITS OWN PERSONAL EMAIL 🤯@Atomic_Mail just dropped, and it lets your AI agents register their own autonomous inboxes *without* needing a human in the loop.
— Charly Wargnier (@DataChaz) 19 juin 2026
If you build agentic workflows, you know that connecting them to traditional email… https://t.co/tNv6uMztcWHOLY F*CK, YOUR AGENT LITERALLY GOT ITS OWN PERSONAL EMAIL @Atomic_Mail just dropped, and it lets your AI agents register their own autonomous inboxes *without* needing a human in the loop. If you build agentic workflows, you know that connecting them to traditional email
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Managers have highest success rate using Claude Code
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Some (early) evidence that managers have the highest success rate in using Claude Code for coding. I have been arguing that management is an AI superpower, as clearly specifying what you want, how to do it & what good looks like is key to using agents. https://
oneusefulthing.org/p/management-a
s-ai-superpower
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Graph of States: Replacing Guesswork with Logic
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Can't stop your LLM from guessing instead of reasoning? That's the abductive reasoning gap. Researchers from Nankai University, Tsinghua, and others introduce Graph of States (GoS) — a new framework that transforms messy guesswork into logic.
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Key LLM era moment: Microsoft kept Bing/Sydney/GPT-4 after NYT article
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One of the key moments of the LLM era, ali g with GPT-3.5 and the decision by Microsoft to not take down Bing/Sydney/GPT-4 after the @kevinroose New York Times article.
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Installation of a local AI infrastructure with unlimited LLM on ASUS GX10
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Entre deux streams à VivaTech, je viens enfin, à 2 h du matin, de finir ma propre petite infra IA full local + API + un agent Hermes avec Nemoclaw sur ma GX10 d'@ASUS, accessible à distance quand je veux, pour avoir des LLM en illimité !! Trop heureux !!
— Defend Intelligence (Anis Ayari) (@DFintelligence) 19 juin 2026
J'ai Nemotron 120B… pic.twitter.com/zUtXD6i8L2Between two streams at VivaTech, I finally, at 2 AM, finished my own little full local AI infra + API + a Hermes agent with Nemoclaw on my GX10 from @ASUS, accessible remotely whenever I want, to have unlimited LLMs!! So happy!! I have Nemotron 120B
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Benchmark screenshots hide alt+tab to Claude Code
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haha the benchmark screenshots never show the alt+tab to Claude Code right after.
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Dumb system apologizes to smart system in 2026 programming
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I just caused an automated system which is dumb to apologize-in-advance to an automated system which is smart. (~ "The system which generates this file can't do string manipulation. You can, though, so to succeed you will want to… Sorry about extra work.") Programming in 2026.
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Codex manages Google Cloud settings itself via its browser
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Having Codex handle all the Google Cloud settings itself (using its in-app browser) is so awesome pic.twitter.com/goLAn1aIo2
— Lenny Rachitsky (@lennysan) 18 juin 2026Making Codex manage all Google Cloud settings itself using its built-in browser is so great.
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@fofrai — 2026-06-18
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J'ai des agents qui forment des agents dans l'entraînement de mes agents pour mes agents