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Tako by Atomli

Fastest, lightest quantum chemistry simulation.

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Tako is a browser-local atomistic simulation workspace for quantum chemistry. Tako included a native jupyter notebook like interface and rich agentic support, making quantum chemistry more approachable. The underlaying chemistry Atomli reduced DFT compute by more then 10x without any compromise on accuracy, reduce compute cost.

PH · launched Sep 18, 2026 · 1 upvote (top 69%) · 0 views

Niche: computational biology and chemistry software · 119 launches, 7 in the last 7 days ▲ +17% · Explore this niche →

Category and tags

  • Horizontal
  • Analytics & BI
  • B2B
  • Not AI
  • Commercial product
  • Productivity
  • Physics
  • OpenAI Day

Visit website ↗ Source listing ↗

Could you build this?

No Running quantum chemistry calculations (tight-binding, DFT, machine-learned interatomic potentials) locally in browser WebAssembly requires deep domain expertise in computational chemistry, physics algorithms, and low-level performance compilation.

What it would actually take: This requires compiling complex Fortran/C++ quantum chemistry and electronic structure engines (like xTB, Libxc) to WebAssembly via Emscripten, alongside optimized linear algebra runtimes (BLAS/LAPACK) and neural network inference runtimes (ONNX/Wasm SIMD/WebGPU) for ML interatomic potentials like NequIP. It demands deep numerical physics expertise to ensure convergence, energy conservation, and stability within browser memory limits, accompanied by WebGL/WebGPU shaders for atomistic rendering.

Competitors

Other products that read as similar to this one : 24 launches clear the similarity bar, closest 8 shown.

Attention rank: #23 of 25 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 314 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.