Description review
Vivral (Nair Engineering) | ML, Systems (GPU), Hardware, and
Vivral (Nair Engineering) · Remote · back to the listing
HR standards
40/100
poor
Title ↔ description
35/100
poor
Reads as
Unclear
no confident match
What this role officially is
data scientist — ESCO, the EU occupation classification
Data scientists find and interpret rich data sources, manage large amounts of data, merge data sources, ensure consistency of data-sets, and create visualisations to aid in understanding data. They build mathematical models using data, present and communicate data insights and findings to specialists and scientists in their team and if required, to a non-expert audience, and recommend ways to apply the data.
Also known as: data scientists, data engineer, research data scientist, data expert, data research scientist
How others title the same work
Large employers
- Applied AI Engineer Automattic
- Machine Learning Engineer, CX Intelligence Coinbase
- AI Engineer - FDE (Forward Deployed Engineer) Databricks
- AI Engineer - FDE (Forward Deployed Engineer) - U.S. Federal Sector Databricks
- Senior AI Engineer – Notebooks Datadog
Startups
- Attendi | Medior Machine Learning Engineer | Amsterdam, Netherlands | ONSITE (hybrid) | €6,000 - €7,000 per month | Full-time (80–100%, ~4–5 days/week) | Visa sponsorship + 30% ruling possible Attendi
- Member of Technical Staff (applied) Anthrogen
- Aptura AI | Full-Time | MTS (Applied AI), MTS (SWE / Product) | London | ONSITE / HYBRID Aptura AI
- Arcforma AI (arcforma.ai) | AI Engineer (Marketing / Construction / Arcforma AI (arcforma.ai)
- Staff AI Engineer - Agent Architecture & Behavior Artisan
What the listing never says
- No section describes what the person would actually do. Scope clarity
- No pay range published. Candidates cannot tell whether applying is worth their time. Pay transparency
The listing, marked up
Nothing in the wording of this listing tripped a check. The scores above still judge how complete and coherent it is.
Embedded Engineers| Gainesville, FL (UF students) | Part-time | Equity
Vivral is an AI health assistant that helps people understand their health. We run frontier-grade medical AI on ordinary computers instead of the cloud, so health support can reach remote, underserved communities. Already tested by researchers at UF, Michigan, and Princeton.
We're hiring part-time student engineers (sophomores through PhD): Machine Learning (PyTorch, LLMs), Systems (CUDA/Triton, making large models run fast on everyday hardware), Hardware (FPGA, digital design), and Embedded (C/C++ firmware). Roles are built around class schedules and come with equity that vests over time.
Apply (10 minutes): https://forms.gle/PrewX9oGEj7fCMR46
More: nairengineering.com
Vivral is an AI health assistant that helps people understand their health. We run frontier-grade medical AI on ordinary computers instead of the cloud, so health support can reach remote, underserved communities. Already tested by researchers at UF, Michigan, and Princeton.
We're hiring part-time student engineers (sophomores through PhD): Machine Learning (PyTorch, LLMs), Systems (CUDA/Triton, making large models run fast on everyday hardware), Hardware (FPGA, digital design), and Embedded (C/C++ firmware). Roles are built around class schedules and come with equity that vests over time.
Apply (10 minutes): https://forms.gle/PrewX9oGEj7fCMR46
More: nairengineering.com