Work
Selected projects and things I've built.
Autonomous Code Repair Agent
AI / Developer Tooling
An autonomous coding-agent system that diagnoses reported bugs, implements fixes in isolated worktrees, runs deterministic verification and independent review, and delivers validated GitLab merge requests with resumable execution and safety gates.
LLM Compliance Agent
AI / LangGraph
Graph-based multi-agent system using LangGraph to automate regulatory notice processing, product delisting, and alert generation. Handles 200+ daily government emails with 99.5% accuracy.
Similar Product Search Platform
ML / Data Pipeline
Large-scale product similarity search serving 15M products using multi-modal embeddings (VGG + Sentence-BERT) with Faiss ANN indexing, enabling 10s-level batch retrieval.
Internal Backend Platform
Backend / FastAPI
RESTful APIs built with FastAPI serving 500+ users across finance workflows. Features Google OAuth SSO, RBAC, Docker/K8s deployment, and ELK-based centralized logging.
AI SRE
AI / SRE / LangGraph
A multi-agent Kubernetes incident response system that correlates alerts, performs RCA and safety analysis, routes human approvals, and executes policy-gated remediation with post-check verification.
BSMI & LLM Fine-Tuning
AI / Qwen2.5-VL / LoRA
An end-to-end vision-language pipeline that LoRA fine-tunes Qwen2.5-VL-7B to match product images against BSMI certification text, then scales GPU inference to produce threshold-based pass, ban, and review decisions.