Agentic AI for Autonomous Networks
Agentic AI system for autonomous 5G network operations enabling real-time closed-loop decision-making.
PythonLLMsBayesian OptimizationRLFastAPI
Enabled real-time autonomous decision-making in production 5G networks
Projects
ML systems and platforms I've architected, built, and deployed.
High-Throughput Distributed RL Training System
High-throughput distributed reinforcement learning system designed to scale experience generation and policy optimization across multi-node CPU/GPU infrastructure.
PyTorchPyTorch RPCZeroMQRedisLSFSlurmHPC
20× faster training across 100+ distributed actors.
AI-Native Link Adaptation
Production AI system for real-time 5G link adaptation under sub-100μs latency constraints.
PyTorchGraph Neural NetworksPolicy DistillationDomain RandomizationDistributed RL
Production deployment with measurable throughput gains in live networks.
Agentic Product Recommendation System
Conversational recommendation system combining multi-agent LLM pipelines with hybrid retrieval for e-commerce product discovery.
PythonFastAPIChromaDBPydanticRAG
Reliable conversational product discovery with zero hallucinated attributes