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2025

Inactive

Singularities AI

Stack

Local-first Ollama Web UI for secure multi-model conversations, role-based access, and enterprise-ready customization.

#ai #llm #ollama #nuxt
Repository

Project Context

Singularities AI was built to solve a concrete problem: many teams want LLM features, but cannot accept sending internal data to external AI providers.

The project focuses on a local-first model runtime, clear access control, and a user experience simple enough for non-specialists.

Singularities AI is a self-hosted web platform that enables teams to work with text-based AI models in a secure, customizable, and production-oriented way.

Product Focus

Singularities AI is designed as an operational AI workspace, not just a demo chat interface.

Available Today

  • Easy configuration: quick setup with a simple configuration model and flexible parameters
  • Chat with AI: natural conversations with Ollama-powered models
  • Agents: task and workflow automation with role-based agent behaviors
  • Custom context: global or conversation-level instructions to adapt model behavior
  • Many-model conversations: switch and compare model outputs in the same workflow
  • Restrict domains: limit access and usage to trusted environments
  • Multilingual support: built for international teams
  • Responsive design: smooth usage on desktop, tablet, and mobile

Coming Soon

  • Local RAG: retrieval and generation from local data sources only
  • Granular permissions: fine-grained access control per feature and role
  • Web search: controlled real-time web augmentation in AI workflows

Architecture

The platform is split into four layers:

  1. Frontend workspace: a Nuxt application for chat, account, and admin interfaces
  2. Security/API layer: a Spring Boot backend handling authentication, permissions, and orchestration
  3. Inference layer: Ollama for local model execution
  4. Data layer: PostgreSQL for persistent application data

This architecture keeps responsibilities isolated and makes production hardening easier.

Security and Operations

Singularities AI is built around privacy and deployment ownership:

  • Local-first LLM execution to reduce data exposure
  • Centralized auth and role management in the API layer
  • Configurable environment for private infrastructure
  • Source-available codebase for auditing and extension
  • Enterprise-oriented approach focused on data security and sovereignty

Current Status

The project is in active evolution with a clear priority on stability, enterprise-grade controls, and incremental feature delivery.

Need an enterprise plan or custom features? Contact the team.

Next Milestones

  • Deliver Local RAG for private knowledge workflows
  • Ship granular permission policies for enterprise teams
  • Add controlled web search capabilities
  • Continue hardening deployment and observability