Start AI Tools
by Intent Solutions
Learn AI Development Through Real-World Projects
Welcome to Start AI Tools - an educational platform documenting real AI development projects, technical deep-dives, and practical implementation guides. Follow along as we build production systems, debug complex issues, and share what actually works (and what doesn’t).
What You’ll Learn
🎓 AI Engineering & Development
- Building production AI systems from scratch
- Real-world implementations with Claude, GPT-4, and open-source LLMs
- MLOps, deployment patterns, and scaling strategies
- Practical guides for AI integration in business applications
📚 Technical Deep-Dives
- Platform Engineering: Building 254-table BigQuery schemas, data pipelines, RSS systems
- Systems Architecture: Distributed systems, microservices, API design patterns
- DevOps & Automation: N8N workflows, CI/CD pipelines, infrastructure as code
- Security & Operations: Linux administration, SSH security, production monitoring
💡 Project Case Studies
- DiagnosticPro: AI-powered automotive diagnostics platform (concept to production in 4 days)
- Waygate MCP: Security-hardened Model Context Protocol server
- Bob’s Brain: Open-source Slack AI assistant with enterprise integration
- RSS Validation Systems: Testing and validating 226+ feeds across 16 categories
Ecosystem Deep Dives
IRSB Ecosystem — On-Chain Accountability for AI Agents
3 layers. 37 contracts. ~1,200 tests. The first on-chain accountability layer for AI agent transactions — cryptographic receipts, economic bonds, automated dispute resolution. 11 contracts live on Sepolia.
Hub Page | Part 1: On-Chain Enforcers | Part 2: Evidence Pipeline | Part 3: Watchtower | Part 4: Z3 + Three-Layer Stack
Wild Ecosystem — Governed AI Agent Access for Production Rails
10 Ruby gems. ~2,924 tests. Safe, read-only introspection, governed mutations, telemetry, gap mining, and skill governance — making AI agents safe in production Rails.
Hub Page | Part 1: Safety Architecture | Part 2: CLAUDE.md | Part 3: Observability | Part 4: Tech Lead
Recent Educational Content
Browse our latest technical articles covering real-world development challenges, architectural decisions, and lessons learned from building production systems.
Research & Curriculum → - Comprehensive AI engineering guides and technical papers Projects → - Active projects with full documentation and code Posts → - Technical blog posts and development insights
Featured Resources
📖 Complete AI Engineering Curriculum
A comprehensive guide taking you from zero to $200K+ AI engineering salary with practical projects, technical skills, and career development strategies.
🛠️ Open Source Projects
All major projects include production code, deployment examples, and detailed implementation guides available on GitHub.
About This Site
Start AI Tools is maintained by Intent Solutions as an educational resource for developers, engineers, and technical founders learning AI development and modern software engineering practices.
This site documents real projects, shares technical knowledge, and provides practical guides based on hands-on experience building production systems. All content is freely available for learning purposes.
For commercial services: Visit jeremylongshore.com Questions or feedback: jeremy@intentsolutions.io
Educational content focused on practical AI development, systems architecture, and production engineering.