Tsukiai Laya Fine-Tuned Decision Gate (tsukihime-exe/tsukiai-laya)

This repository contains the fine-tuned and metadata-prompt-tuned Laya Decision Gate for the Tsukiai Agent Pipeline.

Model Overview

• Base Model: convaiinnovations/laya
• Output Labels: respond, ignore, optional
• Primary Use Case: Classifying incoming live Discord messages and voice transcripts to decide whether Tsukiai should reply, remain silent, or treat as optional banter.

Benchmark Results (samlee.txt - 1,000 Examples)

Evaluating on 600 held-out test examples:

Category	Baseline Accuracy	Tsukiai Tuned Accuracy
Overall Test Accuracy	53.83%	77.67% (+23.84%)
direct_mention	100.0%	100.0%
reply	0.0%	100.0%
background	100.0%	100.0%
ambiguous	4.4%	29.6%
joke	42.5%	62.5%
voice_transcript	47.8%	71.3%

Quickstart Usage

import laya

# Load Tsukiai fine-tuned Laya gate directly from Hugging Face
model = laya.load("tsukihime-exe/tsukiai-laya", device="cuda")

# Predict typed decision
decision = model.predict("[Reply to Tsukiai] User: Hey Tsukiai, are you online?")
print("Decision:", decision)  # -> 'respond'