Human × Machine × Vocabulary

Alignment is the Name of the Game

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

Reels

Input · Scope · Vocabulary — always mounted. Spin with the chevrons: every step recolours the frame, recalculates propagation and scoring, and regenerates the Insight Stories.

INPUT(Hexagon)CRISP — active

Tags you load or add. Powers semantic alignment.

crisp · semantic + vocabulary
  • No tags yet — load a source or select an Input Tag.
Semantic
Scope
Vocabulary
Chromatic
Domain
0%Input → Scope → Vocabulary
SCOPE(Octagon)SUBDUED — inactive

Dimensional context. Lights up when the Octagon is crisp.

subdued · semantic
  • No tags yet — load a source or select an Input Tag.
Scope Partition Engine3 partitions
  • Consistency90%
  • Cohesion91%
  • Variabilitylow
  • Scope 1
  • Scope 2
  • Scope 3
Semantic
Scope
Vocabulary
Chromatic
Domain
0%subdued — engage the Octagon
VOCABULARY(Hexagon)CRISP — active

Reference terms. Aligns with the Input on spin.

crisp · semantic + vocabulary
Semantic
Scope
Vocabulary
Chromatic
Domain
0%Directional → Vocabulary → Scope

Scope Segments

Consistency 90% · Cohesion 91% · Variability low

  1. Scope 177% consistency · 97% cohesion · high variability

    Scope 1 carries a structural focus around limitations and alignment. 6 salient terms hold the segment together; cohesion reads 97% against 77% consistency.

    • limitations
    • alignment
    • 2026
    • Directional
    • Three-Column 3D
  2. Scope 295% consistency · 96% cohesion · low variability

    Scope 2 carries a evaluative focus around risks and limitations. 6 salient terms hold the segment together; cohesion reads 96% against 95% consistency.

    • risks
    • limitations
    • wikipedia
    • Directional
    • Three-Column 3D
  3. Scope 397% consistency · 80% cohesion · moderate variability

    Scope 3 carries a evaluative focus around wikipedia and 2026. 6 salient terms hold the segment together; cohesion reads 80% against 97% consistency.

    • wikipedia
    • 2026
    • best
    • Directional
    • Three-Column 3D

Scope Cohesion Graph

Fill = consistency · Ring = cohesion · Pulse = variability · Links = cross-segment alignment

Scope 1 — 77% consistency · 97% cohesion · high variability177%Scope 1Scope 2 — 95% consistency · 96% cohesion · low variability295%Scope 2Scope 3 — 97% consistency · 80% cohesion · moderate variability397%Scope 3
Combined Alignment Score0%across 2 live dimensions
  • Semantic0%
  • Scope
  • Vocabulary0%
  • Chromatic
  • Domain
Insight StoriesHuman-facing and Machine-facing InterpretationsNo story yet — select an Input Tag and make a selector crisp.
Human Story

Nothing has propagated yet. Choose a source, select an Input Tag and make the Hexagon, Octagon or Circle crisp — the story writes itself from the alignment scores.

Machine Story
input.tag
null
source
Factory Preset · AI Credibility Datasets
stack.semantic
[]
stack.scope
[] @ Medium Scope
stack.vocabulary
[Directional, Three-Column 3D]
domain.identity
ADI · 268° · filter=All · in-domain=0/2
chromatic.triad
0° / 120° / 240° → propagated none · ref 0°
propagation.strength
1/5 channels · semantic
scores
semantic=0.00 scope=0.00 vocabulary=0.00 chromatic=0.00 domain=0.00
scores.combined
0.00 (0%)
tree
dark
reels
Input=0% · Scope=held · Vocabulary=0%
top.combination
none
Insight Story Cards

No combinations to narrate yet — make the Hexagon and Octagon crisp so scope and vocabulary tags propagate.

Alignment Techniques

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 Techniques · Four Assessment Principles

Seven Alignment Techniques

  1. DIMDimensional Alignment
  2. LINLinguistic Alignment
  3. SCAScalar Alignment
  4. METMetric Alignment
  5. SEMSemantic Alignment
  6. CHRChromatic Alignment
  7. VERVerbal Tag Alignment

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%

Seven alignment techniques scored against four assessment principles
TechniqueScoreInformation IntegritySystem CohesionVocabulary ReferencesTaxonomy Standards
VER Verbal Tag Alignment0%0%0%0%0%
CHR Chromatic Alignment0%0%0%0%0%
SEM Semantic Alignment0%0%0%0%0%
MET Metric Alignment0%0%0%0%0%
SCA Scalar Alignment0%0%0%0%0%
LIN Linguistic Alignment0%0%0%0%0%
DIM Dimensional Alignment0%0%0%0%0%
Principle average0%0%0%0%0%

Machine Architecture

This page describes the machine. To operate it — selectors, reels, ingestion, chromatic logic and tag propagation — open Spin the Machine.

  1. Intent Layer — Gaming Mode
  2. Technique Layer — Alignment Technique
  3. Selector Layer — Hexagon · Octagon · Circle
  4. Machine Layer — Input Reel · Scope Reel · Vocabulary Reel
  5. Chromatic Layer — Chromatic Alignment · Domain Filtering · Chromatic Propagation
  6. Tagging Layer — Semantic Tags · Scope Tags · Chromatic Tags
  7. Source Layer — Load a Source · Type a URL · Factory Preset