Qovaryx

A research project exploring compact models and local inference for focused tasks, including document processing and market-context classification. Work originated in the Bleeding Edge research environment.

Status — October 3, 2026: Qovaryx is on the back burner. Desktop downloads are paused; there is no current public installer, purchase, or trial. Published research weights are separate from desktop product availability.

Repository guide

• Random-initialized scratch bases: 50M, 350M, 1B, and 3B family releases. Training is required; inspect each configuration and loader.
• Task specialists: Q-RAG and the Q-* cards document narrow text tasks. Q-RAG classifies supplied query/passage pairs; it is not a complete file-retrieval service.
• Market-context heads: Q-Macro, Q-Pattern, Q-Regime, Q-Volatility, and Q-Veto are experimental classifiers. Class labels do not establish trading effectiveness or order authority.
• Legacy vision-language lineage: VFAi-X and VPA / Franken-B use Qwen3.5-derived foundation weights and have different provenance from the scratch bases.
• Runtime packaging: Q-Office-Suite is a historical Windows runtime artifact, separate from weights and compatible training/inference source.

Evidence and maturity

Small internal fixtures and historical test receipts do not establish general accuracy, current product availability, production readiness, or investment returns. Earlier broad performance and shipping claims have been removed from the current cards. Read each card for its specific evidence and limitations.

Local inference depends on the artifact and integration. Broker access, market data, licensing, and optional external services can require a network connection. Review individual dependencies and licenses.

J.E. Herizon LLC, doing business as JE Horizon. Current product status · Public research notes · Company information. Support: support@jehorizon.com.