RESEARCH / CHARACTER MODELSIN DEVELOPMENT

Character Model R&D

We study how characters can retain identity, memory, and relationships across long interactions, so each response can build on what came before.

RESEARCH QUESTIONS

What matters is not only what a character says, but whether it can remain the same character over time

01

Character Consistency

Maintain persona, voice, values, and behavioral boundaries across long interactions while reducing drift as context grows.

02

Relationship Continuity

Carry shared experience and relationship changes into later decisions, so interaction has a past instead of resetting every turn.

03

Narrative Causality

Keep events, choices, and consequences traceably connected so character behavior still holds over longer time horizons.

CURRENT PROTOTYPE

Using a small model to test the value of focused training

qwen3-4b-tylogiorm

qwen3-4b-tylogiorm is a post-trained roleplay model based on Qwen/Qwen3-4B. It is designed for users who care more about character consistency, distinctive voice, and narrative continuity than general assistant coverage.

Its goal is not to become a universal frontier assistant. It is narrower and more practical: make a small model genuinely strong at immersive roleplay.

In the archived SillyBench tests, this specialization produced a large jump over the untuned Qwen3-4B base model and reached a level that competes with much larger reference models on roleplay-specific evaluation.

View model records
EVALUATION LOOP

Judge stability through long interaction, not a single-turn impression

SillyBench observes persona drift, emotional discontinuity, repetitive language, and narrative collapse across many turns, grounding training direction in results that can be identified and compared.

0130+ turns

Observe whether the character drifts as context grows

02Identity / Memory

Check whether persona and shared experience continue to shape later interaction

03Relation / Narrative

Identify emotional breaks, repetition, and narrative collapse

[ INTERACT TO CREATE LIFE ]