Oxiverse is a privacy-first ecosystem of products including a search engine (IntentForge), browser, and productivity tools, all built on source-available principles and Privacy-by-Design.

Is Oxiverse open source?

Yes, Oxiverse is source-available under the Oxiverse Community License (OCL) v1.0, ensuring transparency and privacy for all users.

Where is the official Oxiverse source code?

The primary development repository is hosted on Codeberg (codeberg.org/oxiverse). A mirror exists on GitHub (github.com/oxiverse-ecosystem), but all contributions should be directed to Codeberg to ensure development remains within privacy-focused infrastructure.

IntentForge is an autonomous discovery engine utilizing intent extraction and self-healing search technology to provide private, relevant results without user profiling or data retention.

IntentForge v2 Roadmap (ROA)

This document outlines the planned evolution of IntentForge v2, focusing on intent-driven discovery, personalization, and ecosystem expansion.

🚀 Current State (v2.0)

✅ Hybrid Search: 70/30 Semantic/Keyword balance with Binary Quantization.
✅ Privacy Core: Tor Snowflake transport + Cloudflare Edge fallback.
✅ Self-Improvement: Background discovery for zero-result queries.
✅ Image/Video Support: Specialized discovery and extraction pipelines.
✅ Real-time News: Aggregation from 5+ providers with geo-awareness.

🛠️ Phase 1: Enhanced Intelligence & Intent (Next 3-6 Months)

Choice-Based Disambiguation: When a query is vague (e.g., "Python"), present the user with intent choices (Tutorials, Reference, News, Comparison) to instantly narrow results.
Deep Personalization (Local-First): Direct interaction with the algorithm to weight specific domains, topics, or skill levels. Personalization data stays on the user's device/instance (Zero-Trust).
Zero-Trust Privacy Layer: Implementation of a cryptographic layer to ensure that neither ISPs nor attackers can intercept or modify search requests and results.
Latency Overhaul: Optimize ONNX inference and Meilisearch vector lookups to consistently hit sub-30ms P99 latency.

🛍️ Phase 2: Domain-Specific Excellence

E-Commerce Optimizer: Shift results for commercial queries to prioritize direct product links over blog posts/affiliate articles. Implement price tracking and comparison directly in the search view.
Courses & Student Roadmap: A dedicated "Courses" tab that aggregates documentation, videos, and open-source materials to provide a guided "Expert Level" roadmap for any skill or topic.
Research Hub: Deep integration with arXiv, PubMed, and institutional repositories for academic-grade discovery.

🎨 Phase 3: Visual & Interactive Search

Image Search 2.0: Direct extraction and OCR (Optical Character Recognition) on images for better semantic matching. Prioritize high-resolution and license-friendly (Creative Commons) content.
Interactive Roadmaps: Generate dynamic, visual roadmaps for complex topics using discovered content.
Voice Discovery: Natural language voice interface with intent-aware conversational follow-ups.

🌐 Phase 4: Decentralization & Scaling

Peer-to-Peer Discovery: Allow IntentForge instances to share discovery signals anonymously to build a global, decentralized web index.
Distributed Ranking: Federated ranking models that learn from global trends without compromising individual privacy.
Multi-Tenant Management: API key management and billing layers for enterprise deployment.

Technical Debt & Maintenance

OpenTelemetry: Full distributed tracing across all microservices.
SimHash V2: Improved cross-backend deduplication for identical content across different providers.
Modular Providers: Plugin system for adding new meta-search providers without modifying core code.