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Philippines
2+ years of experience
Heya! I’m John Carlo Santos, a student and web developer driven by the motto “Think with Reason, Build with Passion” I’m passionate about exploring new web technologies, sharing insights with peers, and building impactful projects. Proficient in Python, I focus on web frameworks, data analysis, and statistics—ready to learn, share, and grow together.

ComplyAIgent transforms enterprise compliance from a manual, point-in-time scramble into an always-on, automated certainty. It ingests internal policies and external regulations, classifies every rule into enforceable buckets (code-level scannable patterns, actionable developer checks, infrastructure metadata, and semantic guidance), and blocks violations before they reach production. A three-tier Comparator deduplicates regulatory text using entity anchors, MinHash LSH, and semantic LLM analysis. The Categorizer generates machine-readable guardrails with regex patterns and verification questions. The pg CLI fetches these rules, scans staged git diffs with Gitleaks, regex, and entropy scoring, and blocks high-risk pushes. Medium-risk findings route to human-in-the-loop approval via LangGraph interrupts. Built in 5 days for the AMD Developer Hackathon 2026, ComplyAIgent demonstrates how agentic AI can shrink audits from weeks to hours and give compliance officers, developers, and CISOs a single source of truth — from regulation to enforcement, fully logged and always auditable.
10 May 2026