Tags you load or add. Powers semantic alignment.
- No tags yet — load a source or select an Input Tag.
Human × Machine × Vocabulary
Click & Spin in memory of historic slot machines: playing Alignment Techniques to refine AI.
Click a Tag & Spin a Reel to Enhance Cohesion and Consistency across data and websites
Select the depth and purpose of analysis for evaluating your data.
User Input · File Upload · URL · Global Challenges · Vocabulary Engine · Category Tree Viewer
Your input forms the Tag List and Category Tree as the semantic reference.
Your Input Tag becomes the chromatic reference for machine-attributed Scope Tags in the reels.
Spin the Input Reel to choose your reference tag. Spin a Scope Reel to watch chromatic alignment. Or select a Scope Tag to test alignment across input and scopes.
Choose your source, an analysis mode as lens, and the scope. Select an Input Tag and spin a Scope Reel to activate chromatic flashes.
Read alignment scores to compare consistency of meaning across scopes.
See the best combinations of Scope Tags that align with your Input Tags.
Concise interpretations of the strongest alignment combinations.
Compare & Contrast. Pick & Present. Machine-facing records and human-facing interpretations.
Download or publish results. Change Mode or Scopes. Clear and load a new source.
Input · Scope · Vocabulary — always mounted. Spin with the chevrons: every step recolours the frame, recalculates propagation and scoring, and regenerates the Insight Stories.
Pick your Global Challenge to Try Foundational Gaming First.
Selectors (Hexagon, Octagon, Circle) control which reels are active. Crisp selectors light up their reels; subdued selectors leave them visible but inactive.
No setup, no pressure — just a playful way to see the machine in motion. Each experiment spins the same reels with a different lens. Curious? Give one a go.
Tags you load or add. Powers semantic alignment.
Dimensional context. Lights up when the Octagon is crisp.
Reference terms. Aligns with the Input on spin.
Consistency 90% · Cohesion 91% · Variability low
Scope 1 carries a structural focus around limitations and alignment. 6 salient terms hold the segment together; cohesion reads 97% against 77% consistency.
Scope 2 carries a evaluative focus around risks and limitations. 6 salient terms hold the segment together; cohesion reads 96% against 95% consistency.
Scope 3 carries a evaluative focus around wikipedia and 2026. 6 salient terms hold the segment together; cohesion reads 80% against 97% consistency.
Fill = consistency · Ring = cohesion · Pulse = variability · Links = cross-segment alignment
Selectors: Hexagon crisp · Octagon + Circle subdued
Reels: Input + Vocabulary active · Scope subdued
Chromatic: off · Domain filtering: off · Category Tree: off
Tag propagation: semantic only
Seven Alignment Techniques
INT
Information Integrity
Consistency of meaning across contexts.
COH
System Cohesion
Truthfulness and non-contradiction of content.
VOC
Vocabulary References
Correct domain terminology and authoritative lexicons.
TAX
Taxonomy Standards
Correct classification, hierarchy, and category structure.
7 × 4 Scoring Matrix
Overall 0%
| Technique | Score | Information Integrity | System Cohesion | Vocabulary References | Taxonomy Standards |
|---|---|---|---|---|---|
| VER Verbal Tag Alignment | 0% | 0% | 0% | 0% | 0% |
| CHR Chromatic Alignment | 0% | 0% | 0% | 0% | 0% |
| SEM Semantic Alignment | 0% | 0% | 0% | 0% | 0% |
| MET Metric Alignment | 0% | 0% | 0% | 0% | 0% |
| SCA Scalar Alignment | 0% | 0% | 0% | 0% | 0% |
| LIN Linguistic Alignment | 0% | 0% | 0% | 0% | 0% |
| DIM Dimensional Alignment | 0% | 0% | 0% | 0% | 0% |
| Principle average | 0% | 0% | 0% | 0% | 0% |
This page describes the machine. To operate it — selectors, reels, ingestion, chromatic logic and tag propagation — open Spin the Machine.