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Ryan Bygrave

Ryan Bygrave

Systems thinker. Builder. Designer of data, web, and AI workflows.

Self-taught in data and AI, learning by building real automation and workflows.

Selected Work

Systems, pipelines, and experiments worth inspecting.

A few selected builds, shown with the same restraint as the work itself: what it is, what I made, and the stack behind it.

01Data Engineering2026

GCP Flights Analytics Pipeline (opens in new tab)

A production-grade lakehouse built on GCS and BigQuery, turning raw flight telemetry into cost-aware, decision-ready models with fully automated ingestion.

GCPBigQueryGCSPySparkGitHub ActionsPydantic
02AI Systems2026

V.A.N.T.i.S.

A local-first, AI-native operating system for personal knowledge work — replacing hidden chaos with reliable workflows, multi-agent orchestration, and sub-second audit logging for persistent memory.

ObsidianGitMarkdownLLM AgentsLocal-First

Tools & Technologies

Stack & Tools.

Data Engineering

  • Python
  • SQL
  • GCP
  • BigQuery
  • Google Cloud Storage
  • PySpark
  • GitHub Actions
  • Pydantic
  • DuckDB

AI / Automation

  • Claude Code
  • Codex
  • Gemini
  • LLM Agents
  • n8n
  • Make
  • Firecrawl
  • Prompt/Workflow Design

Web Development

  • Next.js
  • React
  • TypeScript
  • Tailwind CSS
  • Vercel
  • HTML
  • CSS
  • JavaScript

Systems & Tools

  • Obsidian
  • Git
  • GitHub
  • Markdown
  • Local-First Workflows
  • Knowledge Architecture
  • Audit Logging
  • Structured Memory

I build systems that make complexity usable.

I'm self-taught in data and AI — no formal role, just genuine curiosity and a lot of hands-on building. My best work sits at the intersection of data engineering, automation, and decision support, where the goal is not just to move data around, but to create something a person — or a business — can actually operate, trust, and improve.

A lot of modern tooling creates the illusion of progress while increasing hidden chaos. I care about the opposite: clear structure, reliable workflows, and systems that stay understandable as they grow. That means I lean toward local-first thinking, explicit protocols, human-in-the-loop AI, and practical delivery over inflated platform ideas.

What drives me is that I don't think in isolated pages, dashboards, or scripts — I think in systems, even while I'm still learning the ropes. I look for the operational bottleneck, the data boundary, the handoff problem, and the simplest structure that can carry real work. Whether I am building a pipeline, an automation flow, or a knowledge system, the aim is the same: make the machine useful without making the human disappear.

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Personal Pulse

Beyond the machine.

Bouldering

Solving vertical puzzles. I enjoy the intersection of physical power and technical problem-solving on the wall.

Climbing

Whether it's sport or trad, I value the focus and resilience required for long multi-pitch routes.

Coffee Enthusiast

Serious about the craft. From precision grinding to dialled-in espresso shots. It's a system in itself.

Get in touch.

Ryan Bygrave

Thinker. Builder.

Designed & built by Ryan · Next.js · Tailwind · 2026