PII Firewall
De-identifies work documents before they are sent to a language model. Personal data is replaced with labels and stays inside the closed perimeter.
PythonGLiNER (NER)OCREnvelope encryption
Projects
Most projects come with an interactive demo. Open a card to see the architecture and details.
Agent platform: runtime and security
A platform on which LLM agents run business scenarios. It includes a runtime on Temporal and LangGraph and a security model expressed as executable code.
PythonTemporalLangGraphgRPC
AIOps incident orchestrator
A state graph that takes a backbone-link incident from ticket to port recovery, with engineer approval for changes.
LangGraphLLM AgentsNETCONF / PyEZJunos
WebAgent-RL+: training web agents
Master's thesis on training an agent to operate a browser with RL, using an adaptive curriculum and graded reward on a single consumer GPU.
PPO / RLPyTorchQwen3-8BDeBERTa-v3
NeuroML: AI for living neural networks
A research pipeline for a dissertation on decoding the activity of neuronal cultures and controlling stimulation in a closed loop.
PythonNumPy / SciPyscikit-learnSpiking neural networks
PPR / AVR Monitor
An agent that finds overlaps between planned maintenance and network outages before they lead to an incident.
PythonFastAPIPostgreSQLKafka
Backbone traffic forecasting
A Temporal Fusion Transformer forecasts backbone load a week ahead, and the forecast is used to build a capacity-expansion plan.
PyTorchTemporal Fusion Transformerpytorch-forecastingTime Series
Junos MCP Server
An AI agent that works with Juniper (JunOS) devices autonomously, without an operator.
LLM AgentsMCPNETCONFJuniper PyEZ
MT-transformer
A Telegram bot with 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 uses segmentation masks.
PyTorchVision TransformerRe-IdentificationMasking