that’s actual speculative; so far OpenAI and Anthropic have lost money and most businesses have not gotten significant RoI
LLMS
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Google Gemini Omni Video Generation Model Leaks Ahead of I/O
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🤯Google vient de leaker son prochain monstre.
— VISION IA (@vision_ia) 12 mai 2026
Gemini Omni : un modèle de génération vidéo qui vient d'apparaître chez certains utilisateurs Gemini, juste avant Google I/O (19-20 mai).
Les premiers résultats sont bluffants, un utilisateur a demandé "un professeur qui écrit une… pic.twitter.com/U86extcaNFGoogle vient de leaker son prochain monstre. Gemini Omni : un modèle de génération vidéo qui vient d'apparaître chez certains utilisateurs Gemini, juste avant Google I/O (19-20 mai). Les premiers résultats sont bluffants, un utilisateur a demandé "un professeur qui écrit une
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Evolution of Excel: From Early ML to LLMs
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excel didn’t have LLMs in the 90s (it did have some ML, which I have praised, but not that far back).
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Analyzing o3, Grok 4, and Claude Code
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start with https://
open.substack.com/pub/garymarcus
/p/how-o3-and-grok-4-accidentally-vindicated?r=8tdk6&utm_medium=ios
… and my substack piece on Claude Code and then read my 2001 book The Algebraic Mind -
Claude Code and the Neurosymbolic Approach to LLM Limitations
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claude code is an immense neurosymbolic effort to ward off the failure of pure LLMs. you sir are lost.
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GPT-5.5 evaluation errors revealed in FrontierMath benchmark
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The irony. Using AI (GPT 5.5), errors have been identified that would affect 1/3 of the problems in the FrontierMath benchmark Tiers 1-4. This could represent a shift in the evaluations of AI's mathematical capabilities, which may be underestimated.
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Claude Code introduces Agent View for managing parallel AI sessions
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🆕 Claude Code just dropped Agent View — and it's a big deal for devs running parallel AI sessions 👇
— Futurepedia – Learn to Leverage AI (@futurepedia_io) 12 mai 2026
Instead of managing 10 terminal tabs, you now get ONE dashboard to:
▪️Launch & background agents
▪️See what's working, waiting, or done
▪️Reply inline or jump into full sessions… pic.twitter.com/40WD7u84oYClaude Code just dropped Agent View — and it's a big deal for devs running parallel AI sessions Instead of managing 10 terminal tabs, you now get ONE dashboard to:
Launch & background agents
See what's working, waiting, or done
Reply inline or jump into full sessions -
AGI ALPHA: Scalable Substrate for Intelligence Organizations
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"AGI ALPHA: A Scalable Substrate for Intelligence Organizations" Vincent Boucher, President of http://
MONTREAL.AI and http://
QUEBEC.AI Paper: https://
github.com/MontrealAI/agi
alpha-first-real-loop/blob/main/docs/manuscript/AGI_ALPHA_Unified_Publication_Final.pdf
… #AGIAlpha #QuebecAI #SovereignAI -
The Shift from Chat to Action in Enterprise AI Agents
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Enterprise AI is moving from chat to action. ServiceNow’s new Action Fabric matters because it gives AI agents governed ways to execute workflows, not just read data. That is the real test for 2026:
Can your agents act with permissions, auditability, and policy guardrails? -
Open-source backend réduit les tokens IA de 3x
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An open-source backend layer just cut AI agent tokens by 3x.
— AlphaSignal AI (@AlphaSignalAI) 12 mai 2026
Claude Code burned through 10.4M tokens with 10 errors on a single project.
One change cut that to 3.7M tokens with zero errors.
The fix was adding InsForge as a backend context layer.
It's an open-source platform… pic.twitter.com/RnoconUkANAn open-source backend layer just cut AI agent tokens by 3x. Claude Code burned through 10.4M tokens with 10 errors on a single project. One change cut that to 3.7M tokens with zero errors. The fix was adding InsForge as a backend context layer. It's an open-source platform