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| title: README | |
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| ### VexelQuant Research Foundry | |
| **Sub-25ms Specialized Small Language Models (1.5B–7B) & Deterministic JSON Execution Engines for Quantitative Crypto & Prediction Market Systems.** | |
| VexelQuant designs, fine-tunes, and quantizes task-specific SLMs engineered to replace high-latency (~900ms+) external LLM APIs inside automated trading pipelines, Polymarket CLOB arbitrage bots, and autonomous on-chain agents. | |
| #### Core Architecture Standards | |
| | Metric / Layer | VexelQuant Standard | External Frontier APIs | | |
| | :--- | :--- | :--- | | |
| | **Inference Latency (Local GGUF / vLLM)** | **14ms – 28ms** | 850ms – 2,100ms | | |
| | **JSON Schema Compliance** | **99.4%+ (GRPO Enforced)** | 91% – 96% | | |
| | **Data Privacy & Strategy Leakage** | **100% Air-Gapped / Local** | Shared with third-party API hosts | | |
| | **Marginal Cost per 1M Calls** | **$0.00 (Self-Hosted)** | $150 – $1,500+ | | |
| #### Active Model Tracks (v1 Suite) | |
| * **`Vexel-Catalyst-1.5B-v1`** — High-frequency breaking news & Telegram/X catalyst extraction to deterministic ticker JSON. | |
| * **`Vexel-PolyArb-3B-v1`** — Polymarket resolution rule parsing & real-time probability delta estimation. | |
| * **`Vexel-DeFiCaller-3B-v1`** — Zero-hallucination EVM (Base/Arbitrum) & Solana (Jupiter) RPC transaction payload generation. | |
| * **`Vexel-RugShield-3B-v1`** — Sub-30ms Solidity/Rust smart contract honeypot & fee-manipulation triage. | |
| *For bespoke LoRA/GRPO fine-tuning on proprietary trading logs and custom bot schemas: `founder@vexelquant.me`* | |