AI harnesses · Agent orchestration · MCP servers · Custom software · Team AI training
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I design, build, and deploy AI systems, automation, and custom software for founders, CEOs, and operators. Strategy to production, end to end.
One person accountable for scoping, building, and shipping, instead of a hand-off between a strategist and an implementer.
Then I train the teams who inherit the systems. Shipping the tool is half the work.
2,600+ npm downloads · 4 open source projects · Founder of Stellarwind
AI agents, harnesses, and MCP servers
- Agents that complete real work instead of answering questions
- Multi-agent orchestration, tool use, and evaluation harnesses
- Model Context Protocol servers connecting Claude, Cursor, and other clients to the tools a business actually runs on
Business automation
- Repetitive manual operations turned into systems that run unattended
- Workflow orchestration across the tools already in place
- Data pipelines, scraping, and enrichment
Custom software and SaaS products
- Full-stack products from interface to infrastructure
- Hosted, shipped, and maintained, not prototyped and abandoned
Native and desktop apps
- On-device experiences in Swift and SwiftUI
- Cross-platform desktop apps in Tauri, Rust, and Electron for macOS, Windows, and Linux
- Local inference, no cloud round-trip, no latency tax
Design systems and web
- Component libraries and design tokens that stay consistent as the team grows
- Sites built to load fast and rank
AI training for teams
- Hands-on enablement on the real workflows and the real tooling
- Not a slide deck
MCP server that extracts and manages YouTube video knowledge.
- 2,100+ downloads on npm
- Transcripts, chapters, comments, and searchable knowledge bases
- Works with Claude Desktop, Claude Code, and Cursor
- Built in TypeScript
n8n community nodes for CalDAV calendars.
- 230+ downloads on npm
- Events, tasks, free/busy, and a polling trigger
- Works with Apple iCloud, Google, Nextcloud, Fastmail, Radicale, Baikal, and any RFC 4791 server
- Built in TypeScript
MCP server for the TIDAL music streaming API.
- 240+ downloads on npm
- Built in TypeScript
Agentic plugin that cuts token consumption and accelerates development.
- Semantic code indexing and symbol-level retrieval
- Built in Rust
- Integrates with Claude Code
| Area | Tools and capabilities |
|---|---|
| AI engineering | AI harness design, multi-agent orchestration, agentic workflows, MCP server development, tool use and function calling, RAG and retrieval pipelines, prompt engineering and evaluation |
| Models | Claude, GPT, Codex, DeepSeek, Mistral, Hermes, Llama, Jev |
| Local inference | Ollama, LM Studio, llama.cpp, Hugging Face Hub |
| Agent and coding tooling | Claude Code, Claude Code plugins and skills, Codex, OpenCode, Cursor, Orca, Model Context Protocol (MCP) |
| Speech and voice | OpenAI Whisper, ElevenLabs, Fish Audio |
| Automation | Agentic workflows, n8n, workflow orchestration, web scraping, data extraction, API integration, webhooks, event-driven pipelines |
| Frontend | TypeScript, React, Next.js, Vite, Tailwind CSS, shadcn/ui, Motion |
| Backend | Node.js, Python, FastAPI, Rust, PostgreSQL, Neon, Supabase, Payload CMS, Cloudflare Workers, REST and API design |
| Mobile | Swift, SwiftUI, SwiftData, React Native, Flutter |
| Desktop | Tauri, Electron, Rust, cross-platform apps for macOS, Windows, and Linux |
| DevOps | Docker, Vercel, Hetzner, Coolify, CI/CD |
| Design | Figma, Penpot, Storybook, design systems, design tokens, component architecture, OpenDesign, Claude Design |
- Fix root causes. No workarounds, no casts to silence an error.
- Validate every input at the boundary with typed schemas.
- Never hardcode. Enums, constants, and generated types instead of magic strings.
- Rate limit every auth, generation, and write endpoint.
- Ship production ready. No TODOs left behind, no placeholders.
Business owners, CEOs, agency owners, founders and operators.
The common thread: a process that is costing hours every week, and a need to replace it with something that runs on its own, is documented, and can be extended in two years instead of rewritten.
I have shipped AI systems into real estate brokerages, relocation agencies, and commercial real estate firms through Stellarwind. The same patterns apply anywhere operations outgrow spreadsheets and manual follow-up.
▶ What does an engagement look like?
Scoping, then build, then deployment, then enablement for the team that will use it. Same person across all four.
▶ Do you only work on AI projects?
No.
A lot of the highest-return work is plain automation and custom software with no model involved. If AI is not the right answer, I say so before you spend anything.
▶ Do you train teams as well as build?
Yes.
Hands-on sessions on the actual workflows and tooling the team will use, not generic prompt-engineering theory.
▶ How do you work?
Remote, end to end.
Currently available for inquiries.
Teo Bouancheau. AI engineer, software engineer, AI automation consultant, AI agent development, AI harness and orchestration, MCP server development, local LLM deployment, custom software development, cross-platform desktop apps, business automation, AI training for teams. Founder of Stellarwind.