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From Idea to Product.
AI‑accelerated research

A living notebook of photonics, physics, biomedicine, chemistry, finance, and simulation — with workflows, publications, and a pipeline mindset to ship real products.

  • QC + MD + AI: End‑to‑end small molecule simulation pipeline with automation.
  • Metasurface Imaging: AI‑assisted design, library sweeps, Fourier optics, and validation.
  • DORAEMON: Tap‑and‑Charge concept with rigorous EM coupling and circuit limits.
  • OrganoidVision: retinal organoids as adaptive event‑based imaging sensors.
  • ILM: glyph‑image language modeling with product codes and diffusion generation.
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SOURCE REPOS

Linked Project Repositories

These source projects remain independent GitHub repositories, while IDEAS curates their product framing, publications, and cross-domain roadmap.

OrganoidVision

Retinal organoid imaging sensors and bio-hybrid vision stack.

github.com/lachlanchen/OrganoidVision →
OrganoidIntelligence

Brain-on-chip, wetware computing, MEA loop, and organoid intelligence roadmap.

github.com/lachlanchen/OrganoidIntelligence →
ImagizedLanguageModel

Glyph-image language modeling, product codes, and diffusion-style language generation.

github.com/lachlanchen/ImagizedLanguageModel →

Productization Pipeline

We treat ideas like products: specs → prototypes → validation → docs → release. Automation, reproducible builds, and clean handoffs are first‑class.

1. Specify

Define targets, metrics, resources.

2. Simulate

QC/MD/EM pipelines and sweeps.

3. Optimize

AI‑assisted optimization + surrogates.

4. Publish

LaTeX PDFs, figures, and code.

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