Translates a single natural language sentence into a validated, hardware-specific computational imaging system design.
March 27, 2026
Original Paper
Designing Any Imaging System from Natural Language: Agent-Constrained Composition over a Finite Primitive Basis
arXiv · 2603.25636
The Takeaway
It automates the specialist-level effort of composing operators and parameters for new imaging modalities. This allows non-experts to prototype complex scientific instruments (like 3D/5D imaging) with expert-level reconstruction quality.
From the abstract
Designing a computational imaging system -- selecting operators, setting parameters, validating consistency -- requires weeks of specialist effort per modality, creating an expertise bottleneck that excludes thebroader scientific community from prototyping imaging instruments. We introducethis http URL, a structured specification format, and three autonomous agents -- Plan, Judge, and Execute -- that translate a one-sentencenatural-language description into a validated forward model with bounded