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Roundup of 20 decision-model alternatives to TypeSafe's Jev

MarkTechPost compares 20 decision models released within about four weeks of TypeSafe's Jev launch, spanning Cloudflare, OpenAI, Perplexity, Liquid AI, AWS's Strands Labs and independent developers. The guide lists size, license, input modalities, Jev API compatibility, pricing and reported benchmarks for each. Most figures are vendor-reported and per the article are not comparable across benchmark suites, while one third-party run from Respan keeps Jev ahead on accuracy but shows Tev1 4B better

MarkTechPost1d agoScore 72

decision modelsTypeSafeCloudflare

Products

Liquid AI Releases d1-ultra Decision Model with 65 on AA Decision Index

Liquid AI has released d1-ultra, a multimodal decision model that accepts text and images and returns probabilities for typed questions in one forward pass without generating output tokens. Liquid reports it scores 65 on the Artificial Analysis Decision Index, ranking first, and leads all eight categories in its own 112-evaluation suite. It is available via the Liquid API at $0.042 per million input tokens, with images billed as tokens and each question counted as a separate prompt. Parameter co

MarkTechPost2d agoScore 70

Liquid AIdecision modelsmultimodal AI

Tutorial

Deploy decision models with llama.cpp on Amazon SageMaker AI

The AWS Machine Learning Blog details serving quantized GGUF models with the AWS Deep Learning Container for llama.cpp on Amazon SageMaker AI, exposing OpenAI-compatible chat completions through InvokeEndpoint. It then extends the runtime with a SemIf child image that returns probabilities over caller-declared options using last-position logits, without generating answer tokens. A provided code sample covers CPU and GPU deployment paths, including CodeBuild/ECR image builds and SageMaker instanc

AWS Machine Learning Blog6d agoScore 76

Amazon SageMaker AIllama.cppSemIf