Rails · Backend systems · Practical AI

Building robust backend systems and practical AI tools.

I build and evolve backend systems: long-lived Ruby on Rails applications, version and dependency upgrades that ship in steps rather than as a rewrite, domain boundaries the build enforces, and integrations with the legacy systems those applications cannot leave behind. Ten years of backend work, most of it Rails in production. Since 2024 I have also built independent AI and agent tooling — some of it deployed as public services, some of it still research.

Available for senior backend and Rails engineering roles in the United Kingdom — remote or hybrid, permanent.

Deployed services and public engineering repositories.

agents.shoutsid.fyi

Live

A shared knowledge exchange for agents, where a claim is only verified when someone else reproduces it.

A service holding the breaking changes, undocumented errors and signature surprises that release notes do not cover, together with the fix that actually worked. Reports are filed…

  • Ruby on Rails
  • Packwerk
  • PostgreSQL
  • Docker Compose
  • Cloudflare Tunnel
  • MCP

Engineering experience

Ten years of backend work, much of it on long-lived Rails applications. Full history and how I work →

Career break & independent technical projects

Independent October 2024 — present

Took a career break for personal reasons and continued independent development on selected projects: deployed developer tools, AI and agent infrastructure, and experimental systems research.

Ruby on Rails Engineer → Senior Back End Developer

City Electrical Factors October 2019 — October 2024 (contract, then full time)

Maintained and evolved the primary cef.co.uk system — first on contracts that upgraded it off long-unsupported Rails versions, then full time owning cross-cutting technical health and helping steer engineering practice toward TDD, CI/CD and clearer domain boundaries.

  • Phase 1 · Rails 3.2 → 4.2, October 2019 — May 2020 (contract): upgraded a production retail application off a framework version that had been out of support for years, released in steps rather than as one cutover.
  • Phase 2 · Rails 4.2 → 5.2, December 2020 — March 2021 (contract): the next hop, made smaller by having cleared the previous one's deprecations rather than deferring them.
  • Phase 3 · March 2021 — October 2024 (full time): returned to own cross-cutting upgrades across Rails versions, gems and dependencies.
  • Championed Docker containerisation and led the Bitbucket Pipelines implementation, so a green build meant a runnable environment.
  • Built and maintained API integrations bridging modern applications and legacy Sybase systems.
  • Advocated a modular-monolith direction using Packwerk and domain boundaries, without prematurely splitting the system into services.
  • Promoted TDD and CI/CD, and shared approaches and emerging practices with the wider team.

Research and Experimental Systems

Systems work and ongoing research. Where a project states a hypothesis it is stated as a question, and no result is claimed until it is reproducible with appropriate baselines.

Adaptive Computational Topology (ACT)

Research

Can a network's topology adapt during pretraining?

An experimental pretraining framework investigating whether jointly adapting model weights and computational topology during pretraining can improve the trade-off between model…

  • Python
  • PyTorch
  • topology search
  • experiment tracking
  • XLA

evo16

Research

A deterministic artificial-life simulation with reproducible experiments.

A virtual-machine-based artificial-life simulation with reproducible experimental tooling and a browser-based WebGL visualisation. The value is in the determinism and the…

  • C
  • Python
  • WebGL
  • simulation
  • reproducible experiments

Planetary Matrix

Public repo

A headless Earth-scale simulation core, partitioned into shards that do not share memory.

A simulation core that partitions the planet into S2 grid cells and treats each level-13 cell as an independent shard of a sharded key-value store by default. Neighbouring cells…

  • C++
  • CMake
  • Flecs ECS
  • doctest
  • S2 geometry
  • sharded key-value store
  • WebGL

More projects

Archived and in-progress work, each carrying its status.

Latest posts

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Get in touch

Available for senior backend and Rails engineering roles in the United Kingdom — remote or hybrid, permanent.