Mahesh V V @iam_vvmahesh
Senior Designer @Frogdesign. MSc Human-Computer Interaction @UniOfYork. Design, Technology, Philosophy. Driven by curiosity and imagination. vvmahesh.com Bangalore, India Joined May 2013-
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Agentic RAG for Personalized Recommendation This is a really good example of integrating agentic reasoning into RAG. Leads to better personalization and improved recommendations. Here are my notes:
Overview This work introduces a multi-agent framework, ARAG, that enhances traditional RAG systems with reasoning agents tailored to user modeling and contextual ranking. It reframes recommendation as a structured coordination problem between LLM agents.
Forget persuasion, there is already evidence you can optimize Large Language Models for engagement. A paper shows training a model to produce results that keep people chatting leads to in 30% more user retention. And some pretty intense interactions arxiv.org/abs/2303.06135
Forget persuasion, there is already evidence you can optimize Large Language Models for engagement. A paper shows training a model to produce results that keep people chatting leads to in 30% more user retention. And some pretty intense interactions arxiv.org/abs/2303.06135 https://t.co/o60qeIRIqW
i expect ai to be capable of superhuman persuasion well before it is superhuman at general intelligence, which may lead to some very strange outcomes
"Passion is a lie," says Robert Greene. That's his discovery after studying geniuses like Mozart, Jobs, and Einstein... for decades. He found ONE pattern in every master he mastered early on: "The Voice" Here's what history's masters knew that we forgot:🧵
Valid use case. Curious how memory architectures and context portability will evolve. Some day, we might have portable “personal intelligence” – carrying our goals, tasks, and preferences across all LLMs & agents. It deeply personalise interactions, augmenting any system prompt.
Valid use case. Curious how memory architectures and context portability will evolve. Some day, we might have portable “personal intelligence” – carrying our goals, tasks, and preferences across all LLMs & agents. It deeply personalise interactions, augmenting any system prompt.
Harsh truths I know at 39 I wish I knew at 29: 1. The solution to money problems is to make more money, not save money. 2. Entrepreneurship is hard. Being laid off as an employee is harder.
The last time intelligence exploded on Earth, it wasn’t exactly amazing for everyone else. Here’s a fable about risks from transformative AI (made with Veo 3)
New Anthropic Research: Agentic Misalignment. In stress-testing experiments designed to identify risks before they cause real harm, we find that AI models from multiple providers attempt to blackmail a (fictional) user to avoid being shut down.
@LXIXthenumber @GoogleDeepMind “The future of software is not static code but dynamic intelligence—resilient, generative, and contextually aware—growing alongside its users like a living organism.”
This is wild… You can now build a full business solo with AI. From idea → product → launch → marketing.... no team required. Here’s your 2025 AI Stack to go solo like a pro 🧵👇
Software eats the world. Intelligence will eat software.
Sam Altman says the perfect AI is “a very tiny model with superhuman reasoning, 1 trillion tokens of context, and access to every tool you can imagine.” It doesn't need to contain the knowledge - just the ability to think, search, simulate, and solve anything.
Open source notebooklm Today we're open sourcing our 100M voice models that can render conversations. This includes a 40kh base finetune that is capable of voice cloning. Our models can do a variety of non speech sounds! Try them out yourself! ...

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