Models & data
How design semantics enter a generative model
A method for connecting industrial design examples, structured conditioning, generative backbones and domain evaluation.
IDENIFE Research · Technical reports
Research,
in detail.
Start with a question. Record the method, the reasoning and the engineering judgment.
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Take the question further.
Title & abstract4 notes
Research method
Frameworks
State boundaries for recoverable execution
Where should a task resume? An Axis-oriented design note on state, checkpoints, external effects and recovery evidence.
Agent evaluation
From answer quality to task completion
An evaluation protocol combining task outcomes, policy adherence, repeated runs and execution costs.
3D representations
From visual representations to editable 3D assets
What do Gaussians represent, what does a mesh provide, and what does structural layering add? A path from images to 3D tools.
An editorial approach
Evidence for the idea.
Boundaries for the method.
We document research questions alongside technical choices and engineering conditions. Public methods have sources; architecture discussions describe their scope so readers can follow the evidence.
This collection contains methodological and engineering notes. Experimental results belong in separate reports with inspectable settings, records and conclusions.
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