Oliver Bernard
AI Engineer

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AI Engineer - Remote (UK) - Early Stage EdTech - £75-85k + equity
Remote within the UK, with occasional in-person meetups in London
I'm working with an early-stage, VC-backed startup building an AI-powered assessment platform, to find an AI Engineer to join their small, fully remote team.
About the Role
You'll build and improve the systems powering AI-assisted marking, feedback, and assessment. This means delivering assessment workflows for customers end-to-end — from requirements through implementation, evaluation, production release, and ongoing improvement — while also contributing to a shared assessment engine that turns recurring patterns into reusable, configurable capabilities.
This is a hands-on role: production Python, large language models, and other AI systems. You'll investigate failures, evaluate non-deterministic workflows, and make practical trade-offs between quality, latency, and cost.
Reasons to use Rodeo
I’m in my final year doing Economics and I don’t know whether to apply for grad schemes now or do a masters first. What do you think?
Honest answer — it depends on where you want to end up. A lot of top grad schemes (Big 4, civil service, banking) don’t need a masters. Let’s look at the ones you’d be competitive for now, and we can decide if a masters actually adds anything.
Also worth knowing: most autumn 2026 applications are open now. Timing matters more than you think.
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Grad scheme, placement, apprenticeship? Not sure what you want yet — that's fine. Your agent talks it through with you and turns "I have no idea" into a shortlist.
Graduate Consultant — 2026 Scheme
Why you're a good match
StrongYour economics background and your summer at a regional bank line up with what PwC looks for on the consulting scheme. Applications close in four weeks.
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Every day your agent scans the market matching roles against what actually matters to you, not just keywords on a CV.
Why you're a good match
You’ve got the grades and the economics background, and your bank internship is exactly the experience this scheme looks for. Apply soon — deadlines close within the month.
Experience fit
Your summer at the bank plus your econometrics coursework map directly to the day-one responsibilities on this scheme — client modelling, market briefings, and deal support.
Only hits
No noise. No "maybe this fits." Just roles with a clear explanation of why they're right — and where to focus when applying.
What You'll Do
- Deliver AI-assisted assessment workflows from requirements through production and ongoing improvement
- Translate marking guidance into rubrics, schemas, prompts, and LLM programs
- Build and maintain production Python code for assessment workflows and shared AI components
- Design evaluation methods using representative datasets, regression tests, and statistical analysis
- Investigate failed or contested assessments and improve workflows accordingly
- Build human-review and feedback-driven optimisation workflows
- Extend multimodal assessment capabilities across documents, images, and video
Core Requirements
- Experience building and improving LLM- or ML-based systems in production
- Strong Python engineering skills in production codebases
- Experience designing evaluations or regression tests for non-deterministic systems, with real statistical grounding
- Ability to investigate failures systematically and make sound engineering trade-offs
- At least 3 years of relevant AI/ML engineering experience, or a relevant postgraduate degree plus applied experience


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Nice to Have
- Experience with prompt/program optimisation frameworks (DSPy, GEPA, AdalFlow) or continuous evaluation workflows
- Experience with multimodal or document-processing systems
- Experience with LLM tracing/eval tools (Langfuse, MLflow, W&B, LangSmith)
- Experience with assessment technology or EdTech
- Cloud deployment experience (AWS, Azure, GCP)
You must be based in the UK and have the full right to work without sponsorship to be considered.
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