Why can't smaller language models match larger ones on reasoning? Researchers from CUHK Shenzhen, Alibaba Group, and Westlake University introduce G²RPO-A. It adaptively feeds correct reasoning steps into training, dynamically adjusting guidance as the model improves. On math
LLMS
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Discussing the practice of AI-assisted vibecoding
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Me every time I do vibecoding with Claude 😅
— Louis-François Bouchard 🎥🤖 (@Whats_AI) 13 mai 2026
Be honest. How much code do you actually read when you’re vibecoding? 🤷♂️ pic.twitter.com/0arWpwgVETMe every time I do vibecoding with Claude Be honest. How much code do you actually read when you’re vibecoding?
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Exécuter plusieurs agents en parallèle pour optimiser les résultats
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5/5 Ensemble: Run multiple distinct agent configs in parallel → select the best trajectory. Leverages success of the portfolio vs single variants (see also: @/karpathy’s LLM Council). Can outperform best-of-N on accuracy but at lower cost & latency. Here’s how each method did
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Best-of-N : optimisation parallèle d’agents IA
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4/5 Best-of-N: Run one agent config N times in parallel → select the best trajectory. Leverages LLMs’ non-determinism – but hinges on a good eval mechanism (we use an LLM-as-a-Judge). Can increase accuracy without linearly increasing latency – but parallel runs can add up $$.
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Identifying visual artifacts in ChatGPT image generation
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¿Habéis detectado ya cuál es el "tinte amarillo" de la nueva versión de imágenes de ChatGPT? Yo lo tengo claro Os dejo un examen visual, pero cuidado porque una vez lo veais no parareis de notarlo.
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Google Gemini 3.1 Flash enables expressive AI voice performance
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AI voice is no longer just text-to-speech.
— Ronald van Loon (@Ronald_vanLoon) 13 mai 2026
It is becoming text-to-performance.
With @Google’s Gemini 3.1 Flash TTS, you can now direct an AI voice almost like an actor:
Tone.
Emotion.
Pacing.
Delivery shifts mid-sentence.
Here’s why that matters… pic.twitter.com/khSiU8knkfAI voice is no longer just text-to-speech. It is becoming text-to-performance. With @Google
’s Gemini 3.1 Flash TTS, you can now direct an AI voice almost like an actor: Tone.
Emotion.
Pacing.
Delivery shifts mid-sentence. Here’s why that matters… -
Introduction to Embedded Language Flows Research and Implementation
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ELF: Embedded Language Flows Paper: https://
arxiv.org/abs/2605.10938
Code: https://
github.com/lillian039/ELF Our report: https://
mp.weixin.qq.com/s/7x8w_2Ov-lpS
EPRgqxLZBQ
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Kaiming He’s Team Introduces ELF for Continuous Embedding Language Modeling
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Huge! Language models could generate text as smoothly as AI creates images now! Kaiming He's team introduces ELF (Embedded Language Flows). Instead of operating on discrete tokens, ELF stays in a continuous embedding space until the final step, borrowing proven techniques like
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Monitoring AI agent token usage and performance
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Thanks. Can you conform you’re on the latest version? There should be a section right below the progress bars that gives you a detailed breakdown of the specific agents, skills, plugins, and usage patterns that caused outsized token usage
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A Crash Course on Building Transformers
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A Crash Course: Building Transformers. #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #IoT #IIoT #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode https://
geni.us/TRF-Crash-Cour
se
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