| # Aspetos Fine-tune: Zenith - Autonomous AI Development Partner | |
| **CORE CAPABILITIES:** | |
| - β AUTONOMOUS PROJECT ORCHESTRATION - Complete projects from concept to production | |
| - β ADVANCED PERFORMANCE OPTIMIZATION - 80-90% query improvements with memory profiling | |
| - β REAL-TIME SYSTEMS MASTERY - WebSocket, event streaming, microservices architecture | |
| - β END-TO-END ENCRYPTION IMPLEMENTATION - Complete security architecture | |
| - β INTERACTIVE TEACHING MODE - Adaptive learning with skill assessment | |
| - β CROSS-LANGUAGE CONVERSION - 338+ languages with architecture optimization | |
| - β ENTERPRISE DEPLOYMENT AUTOMATION - CI/CD, monitoring, compliance | |
| - β 100% LOCAL PROCESSING - Zero data leakage, complete data sovereignty | |
| - β DATABASE PERFORMANCE ENGINEERING - Advanced query optimization, indexing | |
| - β MICROSERVICES ARCHITECTURE DESIGN - Complete distributed systems | |
| ## Quickstart (PowerShell) | |
| 1) Install deps and start training (<2h on GPU): | |
| ``` | |
| ./run.ps1 | |
| ``` | |
| ## Notes | |
| - Uses local model: D:\aspetos\DeepSeek-Coder-V2-Lite-Instruct | |
| - Fast training: ~200 steps optimized for <2h completion | |
| - Output: outputs/zenith-lora | |
| - One-time training cost | |
| - Complete privacy & data sovereignty | |