In this deep dive, we uncover the chemical handshake that lets clownfish live safely among venomous sea anemones. We explain how their mucus masks the anemone's sting by keeping levels of the key sugar NU5A (5-N-acetylneuraminic acid) low, how this protective coat is acquired during metamorphosis, and why environmental change threatens this fragile partnership. Along the way we connect the biology to themes of information flow and system resilience — and why tiny molecules can decide big ecol...
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In this deep dive, we uncover the chemical handshake that lets clownfish live safely among venomous sea anemones. We explain how their mucus masks the anemone's sting by keeping levels of the key sugar NU5A (5-N-acetylneuraminic acid) low, how this protective coat is acquired during metamorphosis, and why environmental change threatens this fragile partnership. Along the way we connect the biology to themes of information flow and system resilience — and why tiny molecules can decide big ecol...
Effort.jl: Fast, Differentiable Cosmology on a Laptop
Intellectually Curious
6 minutes
1 day ago
Effort.jl: Fast, Differentiable Cosmology on a Laptop
We explore how effort.jl turns petabytes of cosmology data into fast, trustworthy inferences. A fast neural-network surrogate and physics-informed preprocessing deliver ~15 microseconds per spectrum on a single CPU, enabling gradient-based samplers like HMC/NUTS via Turing.jl to converge in minutes on a laptop. Validated against PT Challenge and BOSS data, the approach preserves accuracy and opens doors for cross-disciplinary applications in weather, climate, and materials. Note: This podcast...
Intellectually Curious
In this deep dive, we uncover the chemical handshake that lets clownfish live safely among venomous sea anemones. We explain how their mucus masks the anemone's sting by keeping levels of the key sugar NU5A (5-N-acetylneuraminic acid) low, how this protective coat is acquired during metamorphosis, and why environmental change threatens this fragile partnership. Along the way we connect the biology to themes of information flow and system resilience — and why tiny molecules can decide big ecol...
