We are excited to begin our Generative AI journey, introducing a robust framework that delivers real-time actionable insights from streaming data through contextual ontologies and LLM-driven reasoning. Keep an eye out as winkComposer unfolds over time.
WinkComposer is an upcoming open-source JavaScript analytics platform that transforms streaming data into real-time actionable insights. It enables the creation of domain-specific ontologies to provide precise context for data streams. Using statistical and machine learning algorithms, it rapidly detects patterns, identifies anomalies, and intelligently aggregates data. A knowledge graph links business objects, patterns, and events, creating a unified network—ideal for scenarios like monitoring manufacturing in an IoT ecosystem.
WinkComposer leverages an ontology-driven, LLM-powered reasoning framework to analyze events, patterns, and data, uncover root causes, and deliver actionable recommendations. This supports near real-time insights, enabling faster, smarter decisions. Additionally, it helps support teams resolve issues quickly and accelerates onboarding with contextual learning for new team members.
- Ease of Use: Focus on your application logic without worrying about underlying complexities.
- Open Source/Weight LLMs: Prioritizing open-source and efficient LLMs to empower developers.
- Extensibility: Create a modular and loosely coupled framework that simplifies the process for potential contributors to understand and add new features and capabilities.
- Safety & Security: Uphold responsible AI practices and framework security through compliance with OpenSSF standards.
We’re in the early stages of setting up the project — discuss your ideas at wink-composer's Github discussions or drop a line at wink@graype.in.
WinkJS is a family of open source packages for Natural Language Processing, Machine Learning, and Statistical Analysis in Javascript. The code is thoroughly documented for easy human comprehension and has a test coverage of ~100% for reliability to build production grade solutions.
WinkComposer is copyright 2024 GRAYPE Systems Private Limited.
It is licensed under the terms of the MIT License.