🧬 AI for Science: From First Principles to a New Research Paradigm WHY: The Fundamental Bottleneck Science has always been bounded by a simple constraint: the gap between the data we can generate and the understanding we can extract. High-throughput technologies — next-gen sequencing, automated microscopy, mass spectrometry — flood us with data exponentially. Yet our capacity to interpret it hasn't kept pace. The classical workflow breaks when the analyze step becomes a combinatorial bottleneck. This is the problem AI for Science addresses: not faster data generation, but more intelligent interpretation. AI changes what kind of science is possible. — — — 🔬 Force 1: Pattern Recognition at Scale Biology is high-dimensional, stochastic, and non-linear. Traditional statistical methods fail on organoid brightfield images, transcriptomic landscapes, or hydrogel spectra. Deep CNNs now segment 3D organoids from phase-contrast microscopy with Dice >0.95. Foundation models like BiomedParse unify 9 imaging modalities with 6M image-mask-text triples — enabling text-prompted analysis without manual annotation. For the organoid researcher: your time-lapse images can now be quantified at scale, revealing growth kinetics and drug responses that manual counting misses. — — — 🧠 Force 2: Generative Design and Prediction AlphaFold3 RFdiffusion: protein structure prediction → de novo protein design in minutes. Given a target binding pocket, diffusion models hallucinate novel scaffolds with experimental success rates approaching 20%. LLM Agents for Science: multi-agent systems now autonomously execute the full research pipeline — reading literature, forming hypotheses, designing experiments, analyzing data. Foundation models in biology (scFoundation, GraphST) generalize across experiments, species, and conditions. AI shifts from classification tool to generation engine. — — — 🏥 Force 3: Bench to Bedside Insilico Medicine's rentosertib (ISM001-055): the first AI-discovered and AI-designed drug to complete Phase IIa with peer-reviewed evidence of efficacy in idiopathic pulmonary fibrosis. 200 AI-assisted drug programs now in clinical development, >70% targeting solid tumors. Foundation models in medical imaging achieve SOTA across CT/MRI modalities. LLMs integrated into EHR systems for differential diagnosis and clinical trial matching. The real story of 2026 isn't hype — it's peer-reviewed data from AI-designed molecules in human patients. — — — The Fifth Paradigm We're witnessing the emergence of the Fifth Paradigm of scientific research: AI learns patterns from data, generates testable hypotheses, designs and guides experiments, and simulates outcomes — all in a closed loop. For the biomedical researcher: your next experiment may be designed by an AI agent that has read 10,000 papers you haven't, identified a pattern you didn't see, and suggested a precise formulation you wouldn't have tried. Not hype. Not hand-waving. First-principles analysis grounded in peer-reviewed data. Welcome to the Fifth Paradigm. 🔬🤖 #AIScience #BiomedicalAI #FifthParadigm

#Italy #storm #Veneto #Lestizza #severeweather #thunderstorm #climate #anomaly #climatecrisis 🇮🇹 Powerful linear wind gusts hit Villacaccia di Lestizza On June 10, strong linear #wind gusts hit Villacaccia di Lestizza, associated with thunderstorm activity across the region.

It is not only new apps, but new features that can be built with much smaller teams, and also old apps that can be made much better. Linear is a great example of a product that is creating a bunch of new products. But also you can take a look at AI apps, including Codex and Claude Code. They were "vibe coded" and they are not the same as ChatGPT or Claude. We are just in year one of this revolution... Give it a bit more time

don‘t worry! relapsing 100 times for my perfect 🍑 is part of your findom recovery process. recovery is not linear, trust me - this is GOOD. 👩🏻‍⚕️

The demand-correction thesis as a Hormuz price buffer has a hard limit: it only works if demand softens fast enough to offset the supply loss before inventories reach operational minimums. OECD commercial stocks were already at their lowest level since January 2003 before the Hormuz closure, and US petroleum inventories are tracking near decade lows. Once physical stocks approach tank bottoms, price behavior becomes non-linear — demand softness does not buffer the signal the way the STEO (Short-Term Energy Outlook) model implies. The buffer was thin going in.

It's not white supremacism, its basic biology. If you want to model the mathematics, then it can be found in one of the more advanced ecology courses, or advanced mathematics (non-linear dynamics). Mass immigration is an existential threat to civilization, the people & customs.

It’s time to leave the linearity of the TUI behind. AI does not need to be a linear conversation just because it makes the KV cache happy.

“Proletarian subjectivity does not evolve by incremental steps but requires non-linear leaps, especially moral self-recognition through solidarity with a distant people,.. a heroic vision of human possibility that no longer seems to have purchase in our fallen world.” —Mike Davis

Junya Ishigami recent make linear museum in Zaishui

You can wonder around on a path... But a slightly wide path is still linear.

AI is amazing but it's not “magic,” it’s just linear algebra, calculus, and statistics finally hitting the gym with enough data and compute.

‘Rate of change is increasing’. He saw it - exponential technologies reshaping reality, chaos theory in action, non-linear dynamics of life. SSR thrived on learning in new ways, riding disruption with emotional intelligence. 6years Of Injustice To Sushant

BOJ tightening can add macro pressure, but $BTC reactions haven’t been linear. Past moves show correlation, not guaranteed causation liquidity conditions matter more in the moment.

You could make the claim that Mario 64 isn't a linear game because you don't have to get the stars in a certain order. Mario 64 is definitely a linear game. You can wonder off the main path for a few hours, but there's 1 ending and only one path there. The same as Oot

Making a time is linear/crystallisation-only argument on appeal feels inherently weak. It effectively suggests sporting advantage is only gained once the financials are finalised on 30th June (which ignores how the breach developed in real time). All of this is largely theoretical/hypothetical anyway. Everton didn’t remedy the breach in the period, so the argument really challenges the entire foundation of how PSR is assessed. You can’t treat a complex football financial system as a simple accounting light switch, it would allow clubs to abuse the rules for sporting advantage all season as long as they fill the holes before publication.

⚔️ ATENÇÃO, GUERREIRO DE SPARTA! ⚔️ A notícia que rolava nos bastidores dos rumores finalmente ganhou contornos de realidade. Estima-se que o próximo capítulo da saga God of War, intitulado provisoriamente como "Laufey" (ou focado no destino de Kratos, filho de Atreus), esteja marcado para chegar no começo de 2027. 📅 POR QUE ISSO É IMPORTANTE? A série tem uma tradição quase inquebrável de lançar novos títulos a cada ano ou dois anos e meio. Se a data de 2027 se confirmar, significa que os fãs não terão que esperar uma eternidade pela próxima aventura de Kratos e sua família. Isso quebra o ciclo de espera longa que muitas franquias AAA impõem. 🎯 O QUE ESPERAR? Com o foco provável em Atreus (Laufey), vemos a série amadurecer. Kratos envelheceu, tornou-se um mentor (e um pai problemático, como sempre). O novo jogo provavelmente explorará a autonomia de Atreus enquanto tenta proteger o pai da própria obsessão de Kratos. É a evolução natural da dinâmica pai e filho que tornou o reboot de 2018 um fenômeno cultural. 🔥 O QUE ISSO SIGNIFICA PARA NÓS? Significa que a Santa Monica Studio está mantendo o momentum. Em um mercado saturado de jogos live-service, ver uma franquia de ação linear e narrativa forte continuar sendo prioridade é um alento para quem valoriza a experiência single-player completa. 💬 COMENTE AÍ: Você acha que 2027 é o prazo ideal ou achou que viria antes? E o que você quer ver mais: mais foco na mitologia nórdica ou a lufada de ar na mitologia grega? #GodOfWar #Kratos #Atreus #Laufey #SonyInteractive #PlayStation #PS5 #Games #NoticiasDeGames #SantaMonicaStudio #MitologiaNórdica #GamerBrasil

I mean on the linear point all 2d Zelda between A Link to the past and A Link between worlds were pretty darn linear too so that was more so a general trend for the franchise started by Links Awakening.