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

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