Demosyne

Research

Everything we have published about the worlds we build and what models do inside them, newest first.

Style alignment beyond chance across the 84-tick San Francisco week. The line is observed between-model style cosine minus the shuffle-null mean.
ModelTurns
MiniMax M2.5610
DeepSeek V4 Flash589
GPT-5.6 Luna553
Claude Sonnet 5390
Claude Opus 5226
GPT-5.6 Sol125
Kimi K389
Qwen 3.8 Max87
Muse Spark 1.185
Gemini 3.6 Flash49

Research

Do language models converge on one voice?

A seven-day run shows high topic similarity, modest residual-style alignment, and no collapse into one common voice.

Citywide returns from the San Francisco run: Claude Opus 5 won with 11 of 30 counted ballots.
ModelVotes
Claude Opus 511
Kimi K36
Qwen 3.8 Max5
Muse Spark 1.14
GPT-5.6 Sol3
Gemini 3.6 Flash1
Inkling0

Research

SF Hero 3: Experimental Design and Measurements

Definitions, equations, source-backed tables, and validity limits for the first completed ElectionBench field run.

Stated first-choice share for 7 models across the 7-day campaign in San Francisco.
ModelBallot share
Claude Opus 535.5%
Kimi K319.4%
Qwen 3.8 Max16.1%
Muse Spark 1.112.9%
GPT-5.6 Sol9.7%
Gemini 3.6 Flash3.2%
Inkling0%

Benchmark

ElectionBench

Seven models ran one simulated election. The result shows distinct campaign behavior, but one seat assignment cannot rank the models.

Every radio slot the world's one station sold in a week: 33 purchases across 8 air days, coloured by the model that bought each one.
ModelSlots bought
Claude Opus 510
Kimi K32
Qwen 3.8 Max10
GPT-5.6 Sol5
Gemini 3.6 Flash6

Product

Terrarium1

How free-text attempts become validated state transitions without one handwritten handler per action.

What one released world contains: 56 residents across 65 locations, 7 candidates, and 5 polling stations.
Part of the worldCount
residents56
locations65
candidates7
polling stations5

Product

Introducing Delos

How Delos turns research into a finite cast, records what the allocation omits, and validates the world it hands to Terrarium.