🤖 AI-Augmented Solution Architect
I design, review, and ship production systems in partnership with AI coding agents 🧑💻🤝🤖 — Claude Code, Cursor, GitHub Copilot — while keeping the architectural judgment human-owned.
13 years in software, now operating AI-first: the agent writes the code, I own the design decisions, the security calls, and the accept/reject.
💡 My working model: direct and correct the agent, don't just accept its output. That's where the real architecture happens.
🛠️ Agentic development pipelines — design and run multi-agent pipelines (spec → impact → review → ship) across large, multi-repo codebases, with adversarial review lanes, automated quality gates, and per-run cost/quality tracking; learnings feed back into the agents.
🔌 AI tooling & MCP integration — integrate and benchmark AI dev tools and MCP servers through controlled experiments, proving a tool's real value before adopting it.
🔍 AI-augmented code review & security — a structured, multi-dimension review model with triage; catch correctness, security, and data-integrity issues before they ship.
🚨 Production incident investigation — root-cause analysis on live systems, human-gated and confirm-before-run: diagnose → reproduce → fix → verify, with before/after proof.
⚡ AI-accelerated development & DevOps — scaffolding, cross-cutting refactors, and framework migrations, plus generating and reviewing cloud-native infrastructure — design through to production.
📐 Architecture docs & decisions — ADRs, C4 diagrams, system specs, and RFCs written for both humans and AI code-gen.
🤝 Mentoring & upskilling — accelerate engineers through onboarding, pairing, and clear documentation; turn individual expertise into team-wide capability.
📏 Standards & process — establish engineering best practices, review gates, ADR/RFC discipline, and a security-first default across teams and repos.
🔎 Code-review leadership — own the review bar with a structured, multi-dimension approach; raise quality and catch issues early without slowing delivery.
📈 Knowledge multiplication — reusable context docs, shared tooling and templates, and onboarding material so the team self-serves and ramps fast.
multi-agent workflows · CodeGraphContext · Serena · prompt engineering for architects
Languages & Frameworks ☕🐹
DevOps & Cloud ☁️⚙️
Data & Identity 🗄️🔐
🏛️ Committer at the Eclipse Foundation on Eclipse Tractus-X — contributing to the Managed Identity Wallet using did:web and Self-Sovereign Identity (SSI).
🏭 Data Space (IDS) · 🚗 Automotive · 🪪 SSI · 🌍 Gaia-X · 🧠 AI/ML · 📄 Document Collaboration · 🏥 Health Tech · ♻️ Sustainable Reporting · 💰 Finance ·
Going deep on agentic AI for software architecture 🤖📐 — working through a structured Claude Code mastery program and applying it daily to real microservice, DevOps, and SSI/dataspace work.
Thanks for visiting! 😊