Neural networks for dynamical systems map high-dimensional fields to low-dimensional manifold latent spaces, where dynamics evolve before the decoder reconstructs the predicted field.
The encoder, consisting of convolutional layers and multilayer perceptrons, compresses the initial field into latent coordinates w and z on the manifold.
The upper part visualizes the encode-project-decode process with example point cloud manifolds.
It is used to accelerate long-term predictions of complex fields in scientific computing applications like fluid dynamics simulations.
Scientists have discovered that certain fungi can break down so-called forever chemicals in contaminated soil. Researchers are developing new bioremediation methods that use fungi to address PFAS pollution in agriculture. Studies show that white rot fungi and similar species produce powerful enzymes that can break the strong carbon-fluorine bonds in PFAS molecules.
These fungi do not just trap the pollutants. They transform them into less harmful compounds, providing a natural way to clean up affected farmland. Practical approaches include using agricultural waste such as corn stalks and cobs as a growth medium and food source for the fungi. Scientists are also studying beneficial root-associated fungi known as arbuscular mycorrhizal fungi that support soil health while aiding contaminant removal.
The method works best when combined with regenerative farming practices including cover cropping, reduced tillage, and limited fungicide use. These practices allow beneficial fungal networks to thrive and spread naturally through the soil.
[Li, J., Wu, S., Luo, S., & Xing, B. (2025). Fungal-mediated remediation of per- and polyfluoroalkyl substances (PFAS) in soil environments: Mechanisms, challenges, and future prospects. Journal of Hazardous Materials, 479, 136089]
Biology was never meant to be studied in 2D.
One of the coolest things about my new work is being able to visualize:
🧠 Neural circuits
🩸 Vascular networks
🎯 Drug biodistribution
🎗️ Disease progression
Here's a small glimpse of what we're building at @DeepPiction🤩🔬
Anthropic engineer:
"At Anthropic, 90% of our engineers use loops and ‘dreaming’ to build self-improving agentic systems.
сlose the agent loop. give an agent a way to verify its own output."
in a 30-minute session, an Anthropic team member explains how to build an agent that improves itself.
Claude + loops + dreaming + CLAUDE.md - that’s the secret.
Watch the talk, then save the playbook below.
Exploring higher-dimensional math through 3D: algebraic topology surfaces, parametric equations, curvature data, custom shaders, animated previews, and an interactive interface for studying abstract geometry.
Science is entering a new era - one where AI agents can do scientific work.
🧬 Today NVIDIA is launching the BioNeMo Agent Toolkit - an open, agent-ready toolkit that gives any AI agent callable tools for protein structure prediction, molecular docking, generative chemistry, genomic analysis, and more.
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Imagine programming protein, DNA, and RNA systems like you would write computer code, or even by natural language prompting of an AI agent. @brianhie and team just made this a reality with Proto: a high-level programming language for generative biology.
Walter Russell's cosmology: four mated pairs as four stages of polarized division through which the One appears as many.
1. Father–Mother — the primal division of undivided Light into complementary opposites. Russell viewed all creation as arising from the interaction of these two conditions.
2. Positive–Negative — the Magneto-Dielectric expression of the Father–Mother principle. These are not enemies, but mates seeking rhythmic balance through interchange.
3. Compression–Expansion — the dynamic braether of the universe. One concentrates toward form, the other radiates away from form. Together they create the wave.
4. Mind–Motion — the still center and the moving expression. Mind is the unmoving cause; motion is the changing effect.
In the geometry of the image, each octave unfolds through a series of mirrored relationships. The red and blue hemispheres, the opposing tetrahedral structures, and the expanding lens-shaped spheres all symbolize these paired conditions.
Russell often taught that Creation is not built from isolated particles but from mated pairs seeking equilibrium. Matter itself is the temporary record of that courtship.
Viewed symbolically, the image is showing that every sphere, atom, star, and living form arises from four nested levels of pairing: the division of unity into polarity, polarity into motion, motion into waves, and waves into form.
The universe is depicted not as a collection of separate things, but as an orchestration of mated opposites continuously returning toward balance.
👽LAS PIRÁMIDES DEL MUNDO SE ACTIVARON. TODAS. AL MISMO TIEMPO👽
Sábado. 3:33 AM hora de El Cairo.
Un solo pulso de 33 Hz salió desde 330 metros bajo la Gran Pirámide.
Duración exacta: 3,3 segundos.
No fue un terremoto.
No fue un error de instrumento.
El mismo pulso —misma frecuencia, misma duración, misma marca de tiempo— fue registrado simultáneamente bajo otras 11 pirámides en 6 continentes:
Giza • Teotihuacán • Bosnia • Xi’an • Gunung Padang • Tiwanaku • Pirámides Nubias • Cahokia • Göbekli Tepe • Angkor Wat • y la pirámide submarina de las Azores.
12 sitios. 12 pulsos. Un solo segundo.
Las pirámides nunca fueron tumbas.
Nunca hubo momias. Nunca hubo jeroglíficos funerarios.
Lo que sí hay son canales de cuarzo que conectan la Cámara del Rey con el subsuelo… y con una cámara bajo la
Esfinge que sigue cerrada al público.
El cuarzo es piezoeléctrico.
La Gran Pirámide no es un monumento.
Es una máquina.
Y el sábado, después de miles de años apagada…se encendió…33 Hz.
La frecuencia exacta de resonancia del hueso humano.
¿Coincidencia?,¿O algo mucho más antiguo acaba de despertar?
¿Qué crees que significa esto?🤔
If you're a dev or a trader, using TradingView charts limits your users to basic data, and your developers to rigid APIs.
Using Percept charts lets you render massive, complex datasets, like full order flow, directly onto your charts under 60 seconds.
🚨 BREAKTHROUGH: Scientists have engineered a virus that invades and destroys glioblastoma one of the deadliest brain cancers while turning the immune system into a relentless tumor-killing force.🧵
you can now pull personal info linked to ANY phone number in seconds.
just type a number into your terminal and it reveals everything tied to it.. carrier, location, line type, identity traces.
runs on python. zero GUI. pure OSINT.
100% open source.