# ARTISTIC textual-inversion and natural-image ladder - **Registry ID:** `ic-artistic-ti-ni` - **Book:** Infinitesimal Creativity - **Documentation status:** `local-curated` - **Experimental status:** registered declaration-and-repair ladder - **Canonical documentation URL:** https://categorical-ai.sridharmahadevan.com/experiments/ic-artistic-ti-ni ## Purpose Concept naming, two-stage repair, component declarations, independent structural observers, and multi-object natural imagery. ## Book location - Chapter 18: Generative Visual Languages ## Documented studies - No study-level titles are registered; consult the family-level record. ## Associated code packages - `synthetic-creativity-archive` — Infinitesimal Creativity registered experiment archive; **local-curated**; license decision pending. Registered, developmental, negative, and transport experiment directories underlying Chapters 10–19. Public packets require separate provenance, dependency, rights, and privacy review. - `diffusers-upstream` — [Hugging Face Diffusers](https://github.com/huggingface/diffusers/tree/efabd60d61c2b7aabf9f182bee6b5b6058980304); **public-external**; Apache-2.0. External diffusion and textual-inversion infrastructure used in the ARTISTIC experiments. ## Start here These concrete files are selected from the complete resolved source surface. They orient the reader; they are not a claim that every family is independently reproducible. - **runner · staged-not-public** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ni0.py`. Locate this file in the curated companion packet; no public download is currently offered. - **external-dependency · public-pinned** — [`diffusers-upstream:examples/textual_inversion/textual_inversion.py`](https://github.com/huggingface/diffusers/blob/efabd60d61c2b7aabf9f182bee6b5b6058980304/examples/textual_inversion/textual_inversion.py). Open the pinned public source file. - **runner · staged-not-public** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ni2a.py`. Locate this file in the curated companion packet; no public download is currently offered. - **runner · staged-not-public** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ni2b.py`. Locate this file in the curated companion packet; no public download is currently offered. ## Entry points - `scripts and manifests inside the consolidated packet` ## Result artifacts - `ARTISTIC_TI*_RESULTS.md` - `ARTISTIC_NI*_RESULTS.md` - `completion JSON files` ## Resolved code surfaces (74) - **external-dependency** — [`diffusers-upstream:examples/textual_inversion/textual_inversion.py`](https://github.com/huggingface/diffusers/blob/efabd60d61c2b7aabf9f182bee6b5b6058980304/examples/textual_inversion/textual_inversion.py) - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/build_artistic_ti2d_adaptive.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/build_artistic_ti3_adaptive.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/build_typed_visual_adaptive.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/calibrate_original_mask_observer.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/diagnose_artistic_ni2b_relations.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/diagnose_artistic_soccer2.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/download_frozen_model.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/estimate_ti4_declarations.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/estimate_ti4b_proximity_declarations.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/estimate_ti4c_proximity_declarations.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/estimate_ti4c_proximity_declarations_v2.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/estimate_ti4d_semantic_declarations.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/estimate_ti4e_multicue_declarations.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ni0.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ni2a.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ni2b.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ni2c.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ti2d.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ti3.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ti3b.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ti3c.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ti3d.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ti4a.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ti4b.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ti4b_failed_run.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ti4c.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ti4d.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_artistic_ti4e.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_dial_stage2.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_structural_ground_truth.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_substantive.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_typed_visual.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_typed_visual_adaptive.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/evaluate_typed_visual_masks.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/extract_artistic_ni2a_coco_metadata.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/fit_ti4c_source_observers.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/generate_dataset.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/generate_dial_stage2_dataset.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/generate_original_virel_masks.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/generate_ti4_new_objects.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/generate_ti4b_fresh_cohort.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/generate_ti4c_fresh_cohort.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/generate_ti4d_fresh_cohort.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/generate_ti4e_fresh_cohort.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/generate_typed_visual_scenes.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/infer_smoke.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/make_adaptive_contact_sheet.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/make_random_control.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/package_artistic_ni0_sealed.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/prepare_artistic_ni0_public.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/prepare_artistic_ni2a_public.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/prepare_artistic_ni2b_public.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/render_artistic_ni2a_typed_overlay.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/render_artistic_ni2b_typed_overlay.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_artistic_external_single.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_artistic_ni0.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_artistic_ni2a.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_artistic_ni2b.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_artistic_soccer2.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_artistic_ti2d_inference.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_artistic_ti3_inference.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_artistic_ti3b_retraction.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_artistic_ti3c_componentwise.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_artistic_ti3d_localized.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_artistic_ti4a.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_artistic_ti4b.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_artistic_ti4c.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_artistic_ti4d.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_artistic_ti4e.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_dial_stage2_inference.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_substantive_inference.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_typed_visual_adaptive_inference.py` - **runner** — `synthetic-creativity-archive:2026-08-14_artistic_ti0_concept_naming_registered/scripts/run_typed_visual_inference.py` ## Frozen run records (1) - `2026-08-14_artistic_ti0_concept_naming_registered` ## Evidence boundary The results demonstrate bounded visual repair and selective admission, not transformational creativity. A code or artifact link establishes traceability. It does not by itself establish independent reproduction, statistical adequacy, correctness, or support for a claim beyond this boundary.