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| """Concept Lab: measure what conditioning does to the model, factor that | |
| effect into reusable pieces, and compile the pieces back through the | |
| model's own conditioning channels. | |
| The thesis in one line: a reusable concept does not have to live in trained | |
| weights. It can live in a measured functional delta. | |
| examples -> functional deltas -> factorization -> portable operator | |
| -> native conditioning | |
| Layering, and it is load-bearing (the same discipline timeline/ uses): | |
| concept_lab/types.py CONTRACTS ONLY. Stdlib. No torch, no comfy, | |
| no H3. Dataclasses, canonical JSON, and the | |
| deterministic ids everything else keys on. | |
| concept_lab/space.py the workspace: a manifest root you can see, a | |
| tensor root that holds the heavy evidence, and | |
| the export/import that moves a space between | |
| machines with provenance intact. | |
| concept_lab/api.py THE VERBS. One implementation of every | |
| operation. Returns plain JSON-able dicts. | |
| concept_lab/backends/ everything model-specific. base.py is the | |
| seam; h3.py is the first backend. | |
| concept_lab/strategies/ factorization algorithms (arrive with their | |
| experiments, not before). | |
| concept_lab/cli.py shell client over api.py | |
| concept_lab/mcp.py typed agent client over api.py | |
| concept_lab/nodes.py ComfyUI client over api.py: the two alpha | |
| capture nodes, which exist because a capture | |
| can only be taken inside the ComfyUI process | |
| (DEC-CL-0018). | |
| Three surfaces, one authority. A verb that is not in api.py does not | |
| exist, and no surface is allowed to hold a rule the others cannot see. | |
| That is what makes a graph, a shell and an agent interchangeable here. | |
| This file imports NOTHING on purpose. `concept_lab.types` and | |
| `concept_lab.space` must stay importable in a process with no torch and no | |
| comfy in it (tests/test_concept_lab_contracts.py asserts exactly that in a | |
| subprocess), because the whole point of the contracts is that they are | |
| readable and writable by things that are not ComfyUI. | |
| Status vocabulary, used on every claim in this subsystem: | |
| PROPOSED idea, not measured | |
| MEASURED measured under a named condition | |
| SCOPED measured, valid only on a named distribution | |
| FAILED tested, did not pass its gate | |
| RETRACTED an earlier reading was wrong | |
| SUPERSEDED replaced by a better formulation | |
| OPEN important unknown, no adequate test yet | |
| Nothing gets promoted quietly. | |
| """ | |