AIOps incident orchestrator
A state graph that carries a backbone-link incident from ticket to port recovery - with a human in the approval loop.
LangGraphLLM AgentsNETCONF / PyEZJunos
Projects
Interactive case studies - not just cards. Open one to explore the architecture.
WebAgent-RL+ - training web agents
Thesis project: an agent learns to operate a browser through RL - adaptive curriculum and graded reward on a single consumer GPU.
PPO / RLPyTorchQwen3-8BDeBERTa-v3
PPR / AVR Monitor
An agent that catches overlaps between planned maintenance and outages before they turn into an incident.
PythonFastAPIPostgreSQLKafka
Backbone traffic forecasting
A Temporal Fusion Transformer forecasts backbone load a week ahead and turns the forecast into a capacity-expansion plan.
PyTorchTemporal Fusion Transformerpytorch-forecastingTime Series
Junos MCP Server
An AI agent for fully autonomous interaction with Juniper (JunOS) devices - no human in the loop.
LLM AgentsMCPNETCONFJuniper PyEZ
MT-transformer
Telegram bot and a trained model that recognizes the genre of a music track.
PyTorchTransformerMel-SpectrogramAudio ML
ViT - person re-identification with masks
A Vision Transformer for person re-identification that leverages masks.
PyTorchVision TransformerRe-IdentificationMasking