Debugging & Code Review
Fixing code that will not run, and reviewing code that runs but should not be trusted.
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Technical & Programming
APIs & System Integration
Building REST and GraphQL APIs, and connecting systems that were never designed to talk to each other.
Integrations break at the edges: rate limits, pagination, token refresh, and the partial failure where half the records synced.
We build with retry logic, idempotency and logging from the start, so a failed run can be diagnosed and safely repeated.
What you receive
- API implementation or integration client
- Authentication handled correctly, secrets kept out of source control
- Error handling, retries and rate-limit compliance
- Endpoint documentation (OpenAPI where appropriate)
- Logging so failures are diagnosable
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AI & Machine Learning Implementation
Model development, fine-tuning, retrieval-augmented generation and getting a model out of the notebook and into use.
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Python Development
Scripts, analysis pipelines, scrapers, APIs and automation, written to be read by someone other than the author.
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Automation & Scripting
Removing the repetitive manual step that someone on your team does every week.
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Next step
Ready to talk about APIs & System Integration?
Send the brief, the deadline and anything you already have. You will get a reference number straight away and a considered reply, usually within one working day.
- Fixed quote agreed before any work begins
- A reference number you can quote on WhatsApp
- Confidential handling, and an NDA if you want one
- An honest answer if your deadline is not realistic
