Architecting automation workflows, constructing cloud-native Infrastructure, and scaling LLMs and multimodal models into end-to-end production applications.
Human-in-the-Loop • Reinforcement learning from human feedback
Real-time Gmail API ingestion. Gemini 2.5 parses intent and calculates risk-weighted confidence scores.
Asynchronous HITL Gate. Routes low-confidence drafts to Telegram for interactive manual approval.
Structured PostgreSQL logging of correction pairs. Building high-fidelity datasets for RLHF fine-tuning.
Utilized Terraform for declarative provisioning, enabling "one-click" lifecycle management.
Hardened access via IAP Tunneling, eliminating public-facing vulnerabilities.
Leveraged Traefik v3 for dynamic discovery and automated SSL.
LLM-Driven Insights • Real-time API Fusion
Hourly retrieval via Open-Meteo API. Custom JS nodes process JSON for weather and solar cycles.
Integrated Gemini to transform metrics into personalized routine advice based on climatic shifts.
Automated pipeline via Telegram Bot. High-concurrency delivery of weather and solar cycles alerts.