IMSCRIBr, IMASM Arrangement Space Iterator

Maps the 12⁸ = 429,981,696 possible arrangements of the 12 IMASM tokens into structural fingerprint classes: 430M arrangements → 165 family signatures → ~1,000–2,000 coarse structural classes → exactly 12 canonical archetypes. The vast token space collapses to 12 archetypes - evidence the 12-primitive structure is the natural basis of the arrangement space.

The 12 tokens in 4 families

Family	Tokens	Role
Logical (6)	VINIT TANCH AFWD AREV CLINK IMSCRIB	category skeleton: objects, morphisms, composition, identity
Frobenius (2)	FSPLIT FFUSE	the μ∘δ=id algebra; split→fuse order is verification
Dialetheia (3)	EVALT EVALF ENGAGR	the three truth values
Linear (1)	IFIX	irreversible fixation

Grouped by family signature and structural fingerprint (topology, self-reference, Frobenius order, periodicities), the space collapses: 165 signatures, ~1–2k coarse classes, and the 12 canonical archetypes sit in the sparse low-entropy outlier region.

The 12 canonical classes

I Dialetheic Bootstrap (self-referential paradox engine, O₂) · II Void Genesis (creation ex nihilo, O₀) · III Anchor Protocol (period-3 sabbath cycle, O₁) · IV Dual Bootstrap (inverted Frobenius, O_∞) · V Linear Chain (pure recording, unique) · VI Empty Bootstrap (period-2 oscillator, unique) · VII Parakernel (engram of contradiction, O₂) · VIII Frobenius Kernel (minimal 4-step algebra) · IX Chiral Pairs · X Truth Machine · XI Eternal Return · XII ROM Burn. Full opcode sequences, signatures, and class sizes in the backup.

Use

Requires Python ≥3.10, stdlib only, zero dependencies:

cd imsgct/IMSCRIBr
python run_map.py                 # 50M sample (default)
python run_map.py --full          # full 430M (~1–3h)
python run_map.py --sample 10000000
python run_map.py --search        # canonical arrangements + class sizes

Outputs imasm_summary.txt, imasm_space_map.json, imasm_checkpoint.json. Full 943-line original in README_backups/IMSCRIBr_README.md. Unlicense.

excribe_vox --stream requests token usage and retains the server's finish reasons, reasoning and answer character counts, and stream termination marker. A reasoning-only response reports these details in its realization error. length identifies a server-reported generation limit; stop identifies a normal generation stop. connection_closed means the stream ended without the [DONE] marker. Successful answer content follows the normal JSON path.

$\mu\circ\delta = \mathrm{id}$