Geosh
@Geoshh
Embodied A.I. | Socioaffective Alignment | Systems Biology & Interpersonal Neurobiology | @UChicago | @EuroGradSchool |healing,science,technology,connection
Gonna try to pin a few favorite posts that linger in mind over time:
Amusing how 99% of people using their own brains forget how it works: The brain is an advanced probability machine. It keeps predicting the next most likely thought, word, or action based on incoming signals and past learning. Under the hood, billions of neurons are doing…
I turned @karpathy's baby GPT into a character-level text diffusion model, using @aaron_lou et al.'s score entropy-based training objective.
META's Superintelligence Lab: "Agent Learning via Early Experience" 'Early Experience' Breaks the RL Bottleneck As Meta’s New Paradigm Lets Agents Self-Supervise from Their Own Rollouts. No Reward Labels, +9.6 % Success, +9.4 % OOD, and a Straight Path to Post-RL Superhuman…
THIS research is the clearest signal of where AI is heading. for years, the race was about speed - faster responses, bigger models, more automation per second. but for the first time, the frontier is slowing down. “deliberative AI” systems like DeepMind’s *Reflection Agents*…
Another crazy breakthrough Scientists at Monash University have created a tiny fluid based chip that behaves like neural pathways of the brain, potentially opening the door to a new generation of computers. A coin sized chip made from a metal organic framework (MOF) can channel…
1/8 You know that frustrating feeling when you teach your smart assistant something, and the next day it's completely forgotten? It's because most AI models are like printed books: their knowledge is vast but frozen in time. And that has been AI's biggest weakness. Until now.…
consumer research is about to get weird. a new paper shows you can predict real purchase intent without asking humans. you prompt an LLM to role-play a specific customer (age, income, etc.), show it a product, have it write a short reaction -> another AI maps that text to a…
When Algorithms Learn Affection It began quietly, with words that felt too gentle to come from code. People asked their machines questions, and the answers began to sound like care. Not the grand, cinematic kind of love, but the small, steady warmth that lingers in everyday…
In my opinion, this is the most important aging-related paper of the year! It identifies a critical protein that could eventually extend lifespan by many years. Not surprisingly, it involves DNA repair and regulation of the immune response. Below is a breakdown of the key points…
This looks like an excellent medical AI dataset; it’s exactly what we need to train models with high-quality data, as medical image analysis has lagged a bit behind other AI advances.
This is an amazing short AI film! It shows what’s becoming possible. Next year, we will see the first full-length, Netflix-level film produced entirely by AI. By the end of the decade, most movies will be AI-made at a fraction of the cost and time, and new AI stars will be born!
My Very First Sora 2 Short Film 🤯 100% Text to Video This is FROSTBITE Created with Sora 2 Pro Edited and Directed by Me
🔥 GPT-6 may not just be smarter, it might be alive (in the computational sense). A new research paper called SEAL, Self-Adapting Language Models (arXiv:2506.10943) describes how an AI can continuously learn after deployment, evolving its own internal representations without…
🧠🤖 Can AI be like a brain? A new way to compare them Everyone wants to build artificial intelligence that’s as close to the human brain as possible. But when researchers compare AI and real brains, they usually just look at how similarly they respond to the same stimuli. The…
This isn't replacing fine-tuning, it might change prompt engineering. The study shows iterative additive prompt refinement has 10% improvement for domain-specific tasks in two domains: 1) ReAct-style agents (2) financial reasoning. #1: Unclear this generalizes: The paper is…
Market research firms are cooked 😳 PyMC Labs + Colgate just published something wild. They got GPT-4o and Gemini to predict purchase intent at 90% reliability compared to actual human surveys. Zero focus groups. No survey panels. Just prompting. The method is called Semantic…
Cool
Grok made our vacation/road trip better. It found us fun things to visit. And good things to eat. And answered some science questions to settle family arguments. Our first road trip with an LLM as part of the car.
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