< Services />
Every engagement is scoped to a concrete outcome — not billed hours against a vague brief.
🧩 Configuration & Validation
Schema-driven validation layers (JSON Schema, YAML, typing.Annotated) that reject invalid configuration before it ever runs.
🤖 AI Workflow Reliability
Deterministic, observable LLM pipelines using the LLM Workflow Router — topology validated before execution, with tracing built in.
🛠️ Developer Tooling & CLIs
Internal tools, command-line utilities, and developer-experience improvements that reduce friction and make systems easier to operate.
🔬 Scientific Software
Python tooling, configuration systems, and simulation support — the kind of work shipped in the official ESA Pyxel 2.14 release.
📐 Architecture Review
A focused read of your system's trust boundaries, data flow, and failure modes — with clear, prioritized recommendations you can act on.
📝 Technical Documentation
Developer-facing docs, architecture write-ups, and case studies written by someone who reads the code — clear writing as part of the build.
< LLM Workflow Router />
Reliable Infrastructure for AI Workflows
The LLM Workflow Router helps engineering teams build AI applications that are predictable, observable, and easier to operate in production. It validates workflow topology before execution, eliminates invalid routing paths, exposes explicit failure states, and integrates with OpenTelemetry for end-to-end visibility—reducing the risk of unexpected behaviour in complex AI systems.
Inspired by the Lumenoid AI Framework, the router focuses on structural safety rather than content moderation. Lumenoid helps applications make responsible AI decisions, while the LLM Workflow Router ensures those decisions flow through explicit, deterministic, and auditable workflows.
Free MIT-licensed Core • Optional Commercial Security Licensing
pip install llm-workflow-routerStart with the free MIT-licensed core. Upgrade to the Commercial Security Layer when you need trust-boundary enforcement, policy validation, tamper-evident auditing, and enterprise support.
🛰️ Inspired by the Lumenoid AI Framework
Lumenoid is an open ethical AI architecture that defines reference principles for responsibility, transparency, uncertainty, bounded capability, and human-centred system design. Rather than prescribing model behaviour, it provides architectural foundations that help AI systems remain understandable, accountable, and safe to evolve.
🛡️ Licensing
The core LLM Workflow Router is free forever under the MIT License, including commercial use.
Organizations that need enterprise-grade trust boundaries,
policy enforcement, tamper-evident audit trails, and the
wfrouter.security.* telemetry convention can
license the optional Security Layer.
Commercial subscriptions include ongoing security updates, evolving policy packs, compatibility with OpenTelemetry GenAI conventions, and priority support.
💼 Commercial Security Licensing
| Tier | Annual Price | Designed For |
|---|---|---|
| Indie | £290 | Individuals |
| Team | £1,200 | Growing teams |
| Enterprise | From £4,500 | Large organisations |
< Install & Use My Open Tools />
Most of what I build is free and open. Install it, use it in your own work, or support it if it helps you.