noetic Lab

Research & Experiments

Open notes from the team teaching machines to see, compose and create. Methods, models and the occasional beautiful failure.

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Diffusion·Mar 2026

Latent navigation: steering a model through its own imagination

What makes a generation feel real

Holding aesthetics constant across a series

Image generation research

04 topics

Diffusion models

Cascaded diffusion at 4K without the artifacts

Prompt engineering

The grammar of a great prompt

Style consistency

Reference-locking across a 60-frame sequence

Personalizing a model on twelve images

Diffusion models

Faster samplers, sharper edges

Prompt engineering

Auto-expanding sparse prompts

Creative workflow research

05 topics

Tokens that prompt themselves

Asset pipelines

From spreadsheet to 10,000 assets

AI-assisted production

Where humans stay in the loop

Shared canvases across a studio

Approval flows people actually use

Asset pipelines

Caching generations for reuse

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Latest articles

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Color memory in generative models

Outpainting beyond the frame

Measuring 'taste' quantitatively

Depth-aware relighting

Seeds, determinism and reproducibility

Versioning a creative canvas