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Rob Tuckfield

I build systems that build systems.

Business Systems Lead at a fee-only wealth-management firm. I design the platforms, the standards, and the AI-augmented workflows an engineering team runs on, and I'm still in the code every day. Financial planner by training, systems builder by instinct.

Rob Tuckfield

What I do

Systems Thinking

I'm wired to look at the whole, not the components: where the feedback loops are, how structure shapes behavior, and which small change moves everything. The instinct is the same whether the system is a financial platform or a card-game engine.

Platform & Engineering Leadership

Head-of-platform ownership at an RIA — led the firm's Salesforce transition end-to-end and own it still. Full-stack ownership across app, data, infra, CI/CD, and dev workflow. Engineering standards as code.

Agentic / AI Engineering

I build with AI agents deliberately — and build the infrastructure that makes agentic coding work for a whole team — while reading and directing what they produce. The AI is the how; the systems are the what.

Domain Bridge

A CFP®-credentialed financial professional who also architects the software — speaking the language of advisors and compliance, then translating it into data models and platforms.

Selected work

All work →

CARL — an autonomous software-development pipeline

Designer & builder

CARL (Code Automation and Review Layer) is a self-managing pipeline that takes a work ticket and drives AI coding agents through the entire software development lifecycle to a finished pull request — with human approval checkpoints at key stages. It runs multiple concurrent agents in isolated git workspaces, routes different AI models to different phases, performs automated PR reviews — the 'Review Layer' of its name — and feeds that review back into the agents' context for rework loops, recovering from crashes along the way. The headline engineering achievement: org-level leverage that operationalizes AI coding for a whole team.

  • Python
  • Claude Agent SDK
  • GitHub API
  • systemd

VAMOS — the firm's internal advisor platform

Full-stack owner

A production internal application giving the firm visibility into practice composition and how it changes over time, with role-based access and per-session role switching. Authentication runs on Microsoft SSO, every backend route requires a valid token, and access is enforced server-side — the frontend requests a role, but the backend verifies you actually hold it. I owned every layer — Python/FastAPI backend, TypeScript/React frontend, Azure-managed PostgreSQL, hosting on Azure Container Apps with Container Apps Jobs handling data sync, secrets in Azure Key Vault, images in Azure Container Registry, and GitHub Actions CI/CD — partnering with the CEO, CFO, and COO on requirements while mentoring a junior contributor and driving the technical decisions throughout.

  • React
  • TypeScript
  • FastAPI
  • PostgreSQL
  • Azure
  • Entra ID SSO
  • Azure Key Vault
  • Docker
  • GitHub Actions

Salesforce — implementation lead & platform owner

Implementation lead → platform owner

Led Valeo Financial Advisors' original transition to Salesforce — owning requirements gathering, system design, the data model, configuration, development, and deployment into production, and directing project planning and timelines to a successful Phase 1 rollout. Partnered with senior leadership to turn business needs into platform roadmap decisions. Continues to own the firm's Salesforce platform as the system of record.

  • Salesforce
  • Flow
  • SOQL

More of me

Get in touch

Open to conversations about platform engineering, systems architecture, and the role AI tooling plays in both.