Roles & Responsibilities:
- Architect scalable AI solutions: Define end-to-end reference architectures (LLM/RAG, NLP, vision, agentic workflows) that move cleanly from DemoBytes → POC → MVP → Demoable → Production.
- Own full-stack delivery: Build features across data/ML, backend APIs/services (FastAPI/Flask), and lightweight UIs (React/Next.js) for demoable, user-ready outputs.
- Rapid prototyping: Stand up POCs in days; harden validated solutions into MVP and production with incremental quality/security gates.
- MLOps & platformization: Implement CI/CD/CT for models, datasets, prompts; automate evals, canary/rollback, versioning, model/data drift monitoring, and experiment tracking (W&B;/MLflow).
- Integration & interoperability: Embed AI into existing products and workflows via APIs, queues, SDKs, and webhooks with transparent SLAs and observability.
- Operate what you build: Instrument services, track p95 latency/availability/cost, and drive continuous improvement post-launch.
- Mentor & uplift: Coach engineers on best practices (prompting, vector design, evals,



latency/cost tuning, secure data handling).
- Release cadence: Maintain monthly demo releases and production releases every two months with ALM-driven governance.
- Ethical AI & compliance: Apply privacy-by-design, bias testing/mitigation, model cards, auditability, and data protection controls; ensure documentation in ALM.
- Trendwatching: Track state-of-the-art AI (models, toolchains, infra) and pragmatically incorporate breakthroughs into roadmaps.

Qualifications:
- 4–6 years delivering AI/ML features to production with fast POC → MVP → Production cycles.
- Strong ML/DL fundamentals; hands-on with PyTorch and/or TensorFlow/Keras; LLMs (prompting, fine-tuning/LoRA), RAG patterns, and evaluation.
- Python proficiency; scikit-learn, spaCy/NLTK; Hugging Face (Transformers/Datasets/PEFT); familiarity with YOLO/FastAI (role-relevant).
- Backend engineering for production (FastAPI/Flask), auth, caching, testing; p

📌 Senior AI Engineer (Chennai)
🏢 Xerago
📍 Chennai