SIGNAL_ACQUIRED // OPEN_TECHNICAL_REFERENCE // CC_BY-SA_4.0
HAVE YOU TRIED READING THE PAPER?
No magic.
Just tensors, equations,
and papers you probably should have read.¶
An unnecessarily thorough explanation of what that button actually does.
Beneath the interface¶
Buttons hide systems. This collection connects representations, objectives and inference controls to implementation choices and their limitations.
INPUT
REPRESENTATION
MODEL
INFERENCE
OUTPUT
OBJECTIVE / STATE / RUNTIME / EVALUATION / FAILURE SURFACES
Pick a rabbit hole¶
- 01 / Unified engineering — Start with the mathematical map.
- 02 / Language & Transformers — Tokens, attention and the cost of a next token.
- 04 / Image · diffusion & flow — Noise, velocity and the path to an image.
- 05 / Video — Space, time and temporal consistency.
- 09 / Local inference runtime — What your hardware actually runs.
- 10 / Multimodal · VLM · omni — Representations across modalities.
- 11 / Embedding · retrieval · reranking — Finding information before generating it.
- 16 / Training · alignment · adaptation — How weights, objectives and preferences change.
- 17 / Evaluation · experiments — What your experiment can actually establish.
- 18 / Security · robustness · failure modes — Where trust ends and failure begins.
- 19 / Parameter Registry — Same name. Different mechanism. Check the definition.
First time here?¶
Take a short path: Unified engineering → Language & Transformers → Local inference runtime. Then choose the domain that brought you here. Use the Registry to distinguish names, layers and definitions.
A living reference, a citable archive¶
The site follows the repository. Zenodo releases preserve immutable versions for citation. Read how to cite and the editorial conventions.