Operational
Leverage.

I combine deep technical execution with product intuition.
Specializing in Zero-to-One Delivery, Resilient Architectures, and Agentic Systems that solve actual business problems.

List Version Github
99.9%
Uptime
86
Teide Ascents Led
2052
Commits This Year
MVP
To Production
Technical Competency

Agentic Engineering

Rigorous architecture meets rapid AI iteration. I leverage agents with strict guardrails.

Agentic Workflows & Orchestration

I don't just rely on raw prompts. I build structured systems using router strategies, fallback chains, and strict evaluation harnesses.

Router Architecture
Provider-agnostic routing (OpenAI/Claude/Gemini) via LiteLLM with cost/latency optimization.
Evaluation
Experience with RLHF, function-calling, and building heuristic eval sets.

Local Inference Ops

Running hardware-aware local stacks for privacy and cost control.

  • ▹ Linux/NVIDIA (CUDA/PyTorch).
  • ▹ Quantization (GGUF/AWQ).
  • ▹ Local Runners (Ollama, LM Studio).

Backend Rigor

Solid foundations using Python & TypeScript.

  • ▹ FastAPI (Async orchestration).
  • ▹ Supabase RLS Security.
  • ▹ Docker/DDEV environments.

Static Analysis & Security

I leverage AI coding agents, but I maintain quality through strict automated gates. If it doesn't pass the linter, it doesn't merge.

Behavior Driven Testing SAST Monorepo Hygiene
Security Gates
Semgrep, Snyk, and Bandit to block insecure code paths/dependencies.
CI/Quality
Husky git-hooks, CodeRabbit AI reviews, and Playwright E2E smoke tests.

Strategic Tech Scouting

I maintain a disciplined habit of tracking the AI engineering frontier. Filtering signal from noise to identify which new tools are production-ready and which are just hype, ensuring the stack remains modern but stable.

Frontier Tracking Signal vs Noise Production-Ready Assessment
>>> PYTHON_FASTAPI >>> TYPESCRIPT >>> REACT >>> NEXT_JS >>> RUST >>> DOCKER >>> DDEV >>> OPENAI_API >>> BIOMEJS >>> CLAUDE CODE >>> CODEX >>> JULES >>> ANTIGRAVITY >>> LIGHTHOUSE >>> KNIP_MONOREPO >>> DEPCHECK >>> SEMGREP >>> BANDIT >>> SNYK >>> CODERABBIT >>> HUSKY_HOOKS >>> PYTHON_FASTAPI >>> TYPESCRIPT >>> REACT >>> NEXT_JS >>> RUST >>> DOCKER >>> DDEV >>> OPENAI_API >>> BIOMEJS >>> CLAUDE CODE >>> CODEX >>> JULES >>> ANTIGRAVITY >>> LIGHTHOUSE >>> KNIP_MONOREPO >>> DEPCHECK >>> SEMGREP >>> BANDIT >>> SNYK >>> CODERABBIT >>> HUSKY_HOOKS
Operational Case Study

B2C Business Engine

Complete digital transformation. Built a "Business-in-a-Box" for an SME as a forward-deployed engineer, shipping code that equaled hours saved and revenue captured. Delivered in tight iterations, pairing deployments with live stakeholder feedback so the system behaved like an operational engine, not a brochure site.

Traffic & Conversion

SEO

Zero-touch client acquisition via organic search optimization and high-performance frontend.

Revenue Automation

STRIPE

Integrated self-serve scheduling and payment. Money hits the bank without manual admin intervention.

Internal Tooling

AI ASSISTANT

Context-aware AI Business Assistant and automated invoicing generators.

GRIT

Operational DNA

Autonomy & Resilience.

As models raise the baseline, raw technical skills commoditise. The durable advantage is sustained deep work and good judgment across longer horizons. My expedition background forged that resilience to ambiguity.

Whether navigating a mountain at night or debugging a production outage, I operate with calm, decisive action. I don't need a playbook; I build the path.

Endurance Execution

Completed a 4,500km solo walking expedition from Belgium to Spain (7 months), closing with a 100km day carrying full pack and gear. I don't just start projects; I have the endurance to ship them.

Risk Management

Maintained a 0% accident rate on Spain's highest summit. I prioritize safety and reliability, in the mountains and in production.

Multilingual

French (Native), English (Fluent), Spanish (Fluent), German (A2).

4,500km
Distance Walked