We are looking for an experienced AI Engineer who can independently understand business problems, select the right technical approach and build reliable AI solutions from experimentation through production.
This is a hands-on role requiring solid engineering fundamentals, systematic problem-solving and ownership of solution quality, performance and scalability. You will work closely with Product, Delivery, Engineering, QA and client-facing teams.

Key Responsibilities
• Own end-to-end AI development: Take solutions through research, Proof of Concept, development, testing, UAT, production deployment and ongoing improvement.
• Build ML and Deep Learning solutions: Develop pipelines covering data preparation, feature engineering, model selection, training, optimization, validation, monitoring and retraining.
• Develop Generative AI applications: Build RAG, knowledge retrieval and agentic solutions using prompt engineering, embeddings, vector databases, structured outputs and tool calling.
• Select and optimize models: Evaluate open-source and commercial LLMs,



SLMs and classical ML models based on accuracy, latency, privacy, cost and business requirements. Apply fine-tuning and optimization techniques where appropriate.
• Validate AI quality: Create benchmark datasets, automated evaluations and regression tests to assess accuracy, relevance, groundedness, completeness, consistency and hallucination.
• Engineer for production: Address concurrency, batching, caching, asynchronous processing, GPU utilization, throughput, failure handling and infrastructure cost.
• Implement MLOps and LLMOps: Establish versioning, experiment tracking, CI/CD, controlled deployments, observability, drift detection and rollback practices.
• Build application services: Develop robust Python backend services, APIs and integrations, with sufficient frontend capability to independently demonstrate end-to-end AI prototypes.
• Investigate and resolve failures: Debug issues across data, models, prom

📌 AI Engineer (Hyderabad)
🏢 Aptagrim
📍 Hyderabad