Rerank Retrieval Candidates For Rag

RubyLLM is a Ruby-native AI framework giving one consistent API for 18+ providers: chat, streaming, embeddings, RAG, tools, agents, structured output, images, audio, video, and OCR, with first-class Rails integration and cost tracking.

AI Frameworks | Ruby · rails · llm-framework

SemIf reads typed option probabilities directly from open LLM logits to answer runtime-defined decisions (routing, retries, evidence checks) without generating or parsing text. Includes Python CLI, frozen benchmarks, and a WebGPU browser demo on 4B-class models.

AI Tools | Python · semantic-decisions · logit-readout