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I help businesses turn AI from proof-of-concept into production reality.
15+ years shipping software, from PHP monoliths to autonomous agents. Over the last four years I moved my whole practice to AI-driven development: I design, verify and ship with agents, and I build the harnesses, MCP servers and tooling that make them reliable in real businesses.
- AI Strategy & Deployment: taking teams from experimentation to production-grade agents
- Harness engineering: context, memory, tools, budgets and verification around the model
- MCP integrations: connecting agents to the business tools companies actually use
- Hands-on engineering: Rust, Go, PostgreSQL, NATS, GraphQL
- snip: CLI proxy that cuts LLM token usage by 60–90 % for Claude Code, Cursor, Copilot and Gemini (450+ ★)
- ironloop and longe: verification-first and self-improving agent harnesses
- 12+ MCP servers in production (Meta, LinkedIn, Redmine, business ERPs…), several of them remote, multi-tenant, OAuth 2.1
- Autonomous agents running daily for business owners: email, calendar, ERP, WhatsApp leads, briefings
| Year | Projects | Architecture | Patterns & focus |
|---|---|---|---|
| 2010s | Web platforms, client projects | PHP / MySQL, LAMP monoliths | MVC, server-side rendering |
| 2018 | Mobile app backends | REST APIs behind native apps | API design, versioning, push |
| 2019 | Agency projects at scale (co-founded Madara) | PHP back ends, React front ends | Scaffolding and code generators to ship faster |
| 2020 | Business apps, CRMs | Go services + React SPAs | CRUD generation, clean handlers/models/routes |
| 2021 | 100+ client projects (Squirrel Lab) | Go APIs, GraphQL | Starter kits, reusable modules, delivery pipelines |
| 2022 | SaaS at scale (Fidelatoo, 160k+ users) | Multi-tenant Go, PostgreSQL, NATS | Event-driven, real-time (SSE / WebSocket) |
| 2023 | First LLM features in production | LLM APIs inside existing products | RAG, prompt design, streaming |
| 2024 | AI agents | Tool-calling agents, agent graphs | Multi-agent orchestration, AI-driven dev workflows |
| 2025 | Agents plugged into business systems | MCP servers, remote and multi-tenant | OAuth 2.1, token economics, spec-driven development |
| 2026 | Harnesses and autonomous agents | Single-binary Rust agents, hardened VPS | Verification-first loops, persistent memory, budgets, session hygiene |
- CTO & Partner @ Squirrel: digital agency, 150+ complex projects delivered
- Co-founder @ Fidelatoo: loyalty SaaS, 160k+ monthly users, 6k+ merchants
- Partner @ Noula: mobility platform over WhatsApp
Design with clarity. Deploy with speed. Verify everything.
📍 La Réunion, France
📫 hi[at]edouard.cl