Laya for classification

laya

NandhaKishorM

Runs multilingual typed-decision models and provides routing, serving, and integration options

A multilingual-ready System 1 model that returns calibrated typed decisions over text in one pass

openJev-verdict-2.0

Heman10x-NGU

Develops and benchmarks a non-autoregressive typed-decision model against Jev and Laya

A multilingual System 1 model that returns calibrated typed decisions over text in one pass

A Gradio demo for Laya typed decisions, multilingual routing, moderation, and RAG filtering

A Laya model fine-tuned for agent traces, customer service, invoices, and security incidents

stuntd

bladedevoff

Learns typed decision heads on a frozen Laya encoder and serves them through Jev- and OpenAI-compatible APIs

layaForWeb

vishalmysore

Runs a quantized ONNX version of the Laya decision model entirely in the browser

laya-goish

centillex-labs

Runs Laya GGUF models in a Rust HTTP server for structured text decisions

laya-drift

pythongiant

Monitors opencode sessions for semantic drift using Laya typed-decision probes

laya-jev-lab

yibie

Compares Jev and Laya decision models and evaluates a local-first inference cascade

gg-friggin-ez

ItisShikhar

Screens Node.js text for profanity and toxicity using Jev and Laya System 1 models

jevbench

dhruvmehra

A reproducible benchmark compares JEV, Laya, and other classifiers across datasets and metrics

Runs Laya typed-decision inference natively on Apple silicon with MLX

vgi-laya

lmangani

Runs local Laya inference in DuckDB to filter, classify, and score rows

omp-laya-judge

F0Rextasy

Adds a local Laya-powered decision judge and MCP server for oh-my-pi

layaForWorkflows

vishalmysore

Runs browser-based Laya decisions to automate branching workflows

headroom

llm-learner

A local-first Codex plugin estimates prompt load using Laya scoring

Benchmarks Laya against Jev and other models on phishing detection and calibration

pastewhat-ranker-v1

mizorewww

Distills a candidate-aware clipboard ranker into Laya multilingual for local inference

WechatVibe

tswawa

Analyzes WeChat conversations for intent, emotion, and participant profiles using Laya models

Demonstrates calibrated image-based yes/no, choice and rubric decisions with Laya Vision

Demonstrates multilingual Laya typed decisions and probabilities through a Gradio interface

Fine-tunes Laya to improve grounding, contradiction handling, and calibration