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Hiring Alert | HCLTech is Hiring | PRINCIPAL AI ARCHITECT
We are looking for an experienced AI Model Architect.
Location: Noida / Chennai/ Bangalore/ Hyderabad/ Pune
Role Level: Principal / Lead / Solution Architect
Employment: Full-time
Total Experience: 10+ years
REQUIRED SKILLS:
· Model Engineering: Python, PyTorch, Transformers, Hugging Face, TRL/PEFT, SFT, LoRA/QLoRA/DoRA, DPO/RLHF, BF16/FP16, DDP/FSDP/ DeepSpeed ZeRO, MLflow / W&B.
· RAG & GraphRAG: Chunking, embeddings, hybrid search, reranking, Qdrant, Neo4j/AuraDB, Amazon Neptune, etc.; ontology, entity resolution, Cypher/Gremlin, vector-graph retrieval, grounding and citations.
· Inference & APIs: vLLM, TensorRT-LLM, SGLang, TGI/Triton, batching, KV/prefix cache, speculative decoding, quantization, FastAPI / OpenAI-compatible APIs, structured output and tool calling; intelligent model routing using rules, semantic/complexity classifiers, cascades, cost-quality-latency policies, FinOps budgets, metering, fallback, and routing observability.
· Platform & Resilience: Docker, Kubernetes, Helm, Terraform, CI/CD, Azure/AWS/GCP, multi-zone HA, cross-region DR, autoscaling, failover, backup/PITR, observability, RTO/RPO.
· Security & Quality: Layered guardrails, prompt-injection defense, PII/secrets, RBAC/ACL, HITL, auditability, OpenTelemetry tracing, evaluation, drift monitoring, latency/throughput/cost SLOs.
If interested, please drop an email at [email protected]