BeatpulseLabs
Lead RL Environments Architect

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Company Description
Founded in 2024 in London, BeatpulseLabs is building the perception layer of AI models and products. We create high-fidelity, custom multimedia AI training datasets for enterprise clients and frontier labs, focusing on safe and domain-specific AI adoption.
Our platform transforms human intelligence, judgement and taste into actionable signals for machine learning systems, using purpose-built annotation schemas and continuous feedback loops.
In the last nine months, we have scaled to more than 5,500 dedicated subject matter experts, and we work with three of the MAG7, as well as most of the leading frontier labs.
We are now building an RL environments practice. We already have the expert network. We are hiring the person to build the technical foundation on top of it.
The Role
This is the lead technical role in our RL environments practice. You will own the architecture, the technical direction and the quality bar for every environment we ship. You will work directly with research teams at frontier labs, turn their capability goals into environment and reward designs, and build the team that delivers them. You will lead and mentor that team of engineers and research engineers, and be responsible for its culture and standards. The mandate is broad: you will define how BeatpulseLabs builds RL environments, and your decisions will shape a core business line.
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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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Graduate Consultant — 2026 Scheme
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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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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.
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Requirements
- Hands-on experience designing RL environments, reward systems or evaluation harnesses used to post-train or evaluate large models, including diagnosing reward hacking, noisy signals, and tasks that are unsolvable or trivial
- Practical depth in RLHF, RLVR and reward modelling, including how reward design choices show up in trained model behaviour
- Experience turning human or expert judgement into scalable signals: rubrics, grader calibration, LLM judges and inter-rater agreement
- 8+ years in software or ML engineering, including owning production systems from design through operation at scale
- Experience building large-scale data or execution pipelines in the cloud, including containerised and sandboxed workloads
- A track record of hiring and leading engineers, and setting technical direction for a team
- Experience working directly with external research or technical customers, from scoping through delivery


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Why This Role
- Founding ownership of a business line in one of the most consequential areas of AI
- A direct line to the research teams at the world's leading AI labs
- Access to an expert network of a calibre few companies can match
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