KYC Document Intelligence Pipeline
2025 · SGLang + Fireworks AI Platform
Built a schema-first, auditable KYC document understanding pipeline powered by SGLang inference server in 3 days. SGLang's high-performance runtime enabled low-latency structured JSON outputs from Llama 3.2 11B Vision, processing passport and driver's license images with production-ready throughput. The system implements deterministic rules for risk assessment, confidence-based routing, and comprehensive corner case handling (blur, glare, rotation, low resolution). Designed with extensibility, privacy compliance, and trade-off analysis for real-world FSI deployment, with scaling paths (serverless/on-demand/batch) and human-review gating for low-quality inputs.