An open typed-decision model on DeBERTa-v3-large answering Choice (up to 255 options), Score and yes/no questions from one forward pass, trained on 18K states and 42K questions.

#replica
#deberta
#huggingface
#github

Open repository ↗

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benchmarkauthor demo

Mapika/decider-2b on an RTX 5070 Ti

angework 2026-09-20 52 X views

A Jev-style 2B decider tested on a consumer RTX 5070 Ti under Windows 11.

#replica
#huggingface
#local
#benchmark

Open service ↗

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replicasource-backed

open-alternative-jev: typed decisions from any open-weights LLM in one pass

ikermoel 2026-09-20

A System One style layer that returns typed, calibrated decisions from any open-weights LLM in a single forward pass (Hugging Face and vLLM), with benchmarks against Jev in the README.

#replica
#open-source
#vllm
#huggingface

Open repository ↗

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replicasource-backed

Laya: the open decision model that predates Jev

Convai Innovations (NandhaKishorM) 2026-09-19 451.4K X views

An mmBERT-based 0.3B typed decision model published a year before Jev and rediscovered during launch week; weights and a demo Space on Hugging Face, plus a multilingual variant. Ports to MLX and Core ML followed within days.