Projects

A selection of what I've shipped — real systems, real impact.

R$5M+ fraud detected

Fraud Detection Agent System

Async multi-agent system that analyzed 5,000+ calls in 100 minutes, tracking operator behaviors and false deal claims. Detected R$5M+ in fraud and eliminated the need for manual analysis.

ElasticsearchPythonAsyncIOSemaphoreFastAPI

Voice Platform — Debt Collection

End-to-end voice AI platform for call center debt collection. Covers audio preprocessing, Whisper fine-tuning, transcription post-processing, and a human evaluation loop for continuous improvement.

WhisperFastAPIApache AirflowMongoDBDocker
90%+ accuracy

Monitoring & Quality Agent

AI agent that replaces human quality evaluation of calls with 90%+ accuracy. Includes a human feedback platform, dataset preparation pipeline, and fine-tuning loop.

LangGraphLangFuseFastAPIMongoDBLangChain

AI Voice Agent — Operator Training

Simulates real client calls, scores operator performance in real time, and delivers structured feedback to accelerate training of new call center agents.

LiveKitDeepgramElevenLabsLangChainFastAPI

ML Pipeline Optimization

Migrated and optimized the full data pipeline from NiFi to Airflow, including audio preprocessing, Whisper fine-tuning stages, and transcription post-processing.

Apache AirflowNiFiWhisperPythonDocker

AI Governance Framework

Developed company-wide AI governance policy including PEAS framework mapping, model inventory tracking, and a defensive layered security model for AI systems.

PEAS FrameworkPolicy DesignRisk Assessment