JARVIS SERVER
A dedicated local AI development server running Ollama with multiple LLM models. Zero API costs for code review, test generation, documentation, and AI-assisted development workflows.
Two-Tier Development Workflow
Vision (Claude Code) handles orchestration and complex tasks, while JARVIS provides zero-cost local AI processing.
VISION
Claude Code running on MacBook - primary development interface
- Complex problem solving
- Architecture decisions
- Production deployments
- Task orchestration
JARVIS
Dell Precision workstation with local LLMs via Ollama
- Code review (zero API cost)
- Test generation
- Documentation writing
- Bulk processing tasks
Local AI Models
Multiple model sizes for different use cases.
qwen2.5-coder:14b
Primary model - highest quality code generation
Complex Refactoringqwen2.5-coder:7b
Fast fallback - good balance of speed and quality
Test Generationqwen2.5-coder:1.5b
Lightweight - instant responses for simple tasks
Quick Syntax HelpHigh-Value Applications
Tasks that would otherwise consume expensive API tokens.
Code Review
Review large diffs and pull requests. Analyze code for improvements without API costs.
cat diff.patch | ollama run qwen2.5-coder:14b "Review this:"
Test Generation
Generate unit tests, integration tests, and test data. Iterate freely.
"Write PHPUnit tests for UserService.php"
Documentation
Generate docblocks, README sections, API documentation for entire codebases.
"Add PHPDoc to all public methods"
Security Scanning
Review code for vulnerabilities - SQL injection, XSS, CSRF.
"Check for OWASP Top 10 vulnerabilities"
Cost Benefits
AI-Accelerated Development
Local AI infrastructure enables unlimited experimentation without API costs. Production-grade results with complete data privacy.