Consumer Medical AI

 Open-Source Patient Billing Intelligence Platform Automatically extract, analyze, and challenge medical billing errors using locally-hosted AI. 100% open-source · No cloud dependency · All data stays on your machine. What It Does OCR Bill Extraction** | Reads scanned bills (PDF, PNG, JPG) — extracts CPT codes, charges, provider info Policy Analysis** | Parses EOB/policy documents […]

Timeline Event Scanner

Scan documents in selected directories, extract dates and locations, classify events by category (via AI or a built-in heuristic), and visualize everything on a chronological timeline plus an interactive world map. ## What’s new in v1.6 AI-extracted locations now appear on the world map** — when the AI identifies a city in a document’s text […]

AI News Ticker

AI News Ticker Features Automatically fetches AI, Robotics, and Machine Learning headlines configurable RSS feeds every hour (also configurable).  Full admin UI feed management, keyword filtering, content moderation, display settings live preview. Includes widget, shortcode REST API.

Softstar-Tokenizer Toolkit

Fast BPE tokenizer library with pre-trained vocabularies. Supports sentencepiece conversion and custom training pipelines.

Softstar-Embed-768

Lightweight 768-dimensional embedding model for semantic search and retrieval. Trained on diverse multilingual corpora with contrastive learning.

Softstar-Inference Engine

High-performance inference server for running Softstar models. Supports continuous batching, quantization, and multi-GPU serving with OpenAI-compatible API.

Softstar-100K Dataset

A curated 100K-sample dataset of high-quality instruction-following data. Cleaned, deduplicated, and formatted for fine-tuning open-weight language models.