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VinSmart Future
Mức lương
Thương lượng
Địa điểm
Thành phố Hà Nội, Hà Nội
Tổng quan
- We run an AI guardrails platform — a pipeline of 20+ validators that screen text, images, documents for safety and compliance risks (toxicity, PII, NSFW, violence/self-harm, jailbreak, prompt injection, copyright, brand, language, anomaly/zero-day). Today many validators rely on external LLM/vision APIs. Your job is to build the guardrail system and ship our own models so each validator runs on…
- Fine-tune models for validators — intent, toxicity, sensitive topic, jailbreak, prompt injection, PII, NSFW/violence...detectors, language and anomaly detectors and embeddings for retrieval.
- Build the model pipeline — data prep → training → evaluation (precision/recall per validator) → serving, with iteration driven by metrics, not vibes.
- Optimize for serving — quantization, distillation, ONNX/TensorRT/vLLM, latency-vs-accuracy trade-offs so validators run fast at scale.
- Build the backend that wraps each model behind APIs — request routing, batching, async, caching, logging.
- Build the web frontend for configuration, validator results, evaluation, and analytics dashboards.
- Handle multimodal — image and document inputs (transcription, OCR → downstream classifiers).
Yêu cầu
- We're looking for
- 5+ years in software, with real time spent training/tuning models or building generative AI applications.
- Hands-on fine-tuning of transformer models — classifiers, embeddings. You can take a base model, prepare data, train, evaluate, and deploy.
- ML & NLP frameworks — PyTorch, TensorFlow, Hugging Face, spaCy, nltk, scikit-learn. Fluent in datasets, training loops, eval, and checkpointing. Familiar with MLOps
- Solid backend — Golang, Python (FastAPI/Flask), APIs, queues, databases, model serving.
- Data discipline — labeling, cleaning, augmentation, versioning, and honest evaluation.
- Deployment — Docker, a cloud (AWS/GCP), CI for both code and models.
- Nice to have
- Production content-moderation / safety experience.
- Model serving optimization — quantization, ONNX, vLLM, TensorRT.
- Multimodal work — image/audio/video classification.
- Information retrieval / search / RAG.
Quyền lợi
- Flexible working hours and attendance policy (Work from Home on working Saturdays).
- Attractive compensation and bonus packages, highly competitive in the market.
- Exclusive employee benefits across the Group’s ecosystem in accordance with company policies.
- Opportunity to work on large-scale and strategic technology projects.
- Professional technology environment with leading scientists, experts, and engineers from top technology companies in Vietnam and around the world.
- Free access to learning platforms such as Udemy, Coursera, and O’Reilly; internal workshops; sponsorship for professional certifications; and exclusive mentoring programs from the Group and Company leadership team.
- Full statutory insurance coverage in accordance with Vietnamese Labor Law (Social Insurance, Health Insurance, Unemployment Insurance), along with private healthcare insurance based on job grade and annual health check-ups at reputable hospitals and healthcare centers nationwide.
- Participation in internal activities, team-building programs, and annual company events.
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