SYSTEM ONLINE

⚡EIDOS

AI Truth Guardian

Truth over Tokens

Model	Observation
◉ OpenAI	◈ OBSERVED External entropy observation
◉ Gemini	◈ OBSERVED External entropy observation

EIDOS COMPARE

Public Demo Mode

⚡ 10 / 10 remaining

2 Active Models

◈ EXTERNAL OBSERVER

SHANNON ENTROPY METRICS. • COHERENCE SIGNAL. • EIDOS WATCHES FROM OUTSIDE. • NO SIMULATION — REAL LOGPROBS. • SAME PROMPT. TWO MODELS. TWO SIGNAL LAYERS. • PHOENIX UPRISING LLC — PATENT PENDING. • SHANNON ENTROPY METRICS. • COHERENCE SIGNAL. •

◉ OpenAI ◈ OBSERVED

Ready

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Waiting for prompt...

EIDOS DRIFT INSIGHT

Cross-model coherence comparison

Awaiting response...

Signal —

Awaiting analysis...

— LANGUAGE ANALYSIS —

Tone —

Mode —

— SHANNON ENTROPY (TOKEN LEVEL) —

Entropy Level —

Drift State —

Reflex —

— COHERENCE DYNAMICS —

Coherence (φ) —

Variability —

Signal flow —

Signal spread —

Gates —

State —

◉ Gemini ◈ OBSERVED

Ready

—

Waiting for prompt...

EIDOS DRIFT INSIGHT

Cross-model coherence comparison

Awaiting response...

Signal —

Awaiting analysis...

— LANGUAGE ANALYSIS —

Tone —

Mode —

— SHANNON ENTROPY (TOKEN LEVEL) —

Entropy Level —

Drift State —

Reflex —

— COHERENCE DYNAMICS —

Coherence (φ) —

Variability —

Signal flow —

Signal spread —

Gates —

State —

How EIDOS Compare Works

EIDOS analyzes AI responses by measuring real token-level probability distributions directly from each model's output. This isn't sentiment analysis or keyword matching - it's measuring the actual confidence signals embedded in how each model generates its response.

Entropy (H)
Measures uncertainty at each token. High entropy = many equally likely options. Low entropy = confident choice.

Coherence
Tracks consistency across the full response. Stable coherence = focused reasoning. Drops indicate conceptual shifts.

NGD

Early Warning
Detects instability in the signal before it becomes visible in the text. Like seeing a tremor before the earthquake.