Lead AI Engineer bridging Theoretical Physics and Production MLOps.
Specializing in LangGraph Orchestration, RAGAS Telemetry, and High-Performance Inference.

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🛡️ Flagship Engineering: Axiom Engine V4

Enterprise-Grade Evidence-Gated Auditing Platform

The Problem: Standard LLMs hallucinate facts and suffer from "Column Drift" when analyzing dense financial 10-K tables or complex legal Master Service Agreements (MSAs). The Sovereign Architecture: I engineered a deterministic, multi-agent LangGraph circuit. It utilizes the Model Context Protocol (MCP) to securely bridge local IDEs (Claude/Cursor) to a high-speed FastAPI cloud backend. [ LOCAL IDE (Cursor/Claude) ] ◄── MCP Bridge ──► [ AXIOM FASTAPI CLOUD ] │ ┌──────────────────────────────────────────────────────▼──────┐ │ LANGGRAPH EVENT-STREAM ORCHESTRATOR │ │ │ │ 1. 📚 Librarian (NVIDIA E5-v5 1024-D Vector Retrieval) │ │ 2. ✂️ Editor (Nemotron-9B Noise/Artifact Filtration) │ │ 3. 🧠 Architect (Llama-3.3-70B Map-Reduce Synthesis) │ │ 4. ⚖️ Prosecutor (Llama-3.1-405B + RAGAS Math Telemetry) │ └──────────────────────────────────────────────────────┬──────┘ ▼ [ SUPABASE (pgvector + JSONB Vault) ] Real-World Impact: Code-to-Policy Compliance: Auditors can cross-reference live GitHub repos against static PDF regulatory guidelines to detect compliance gaps automatically. Zero-Hallucination Gating: The Adversarial Prosecutor node grades the 70B output. If RAGAS Faithfulness drops below 90%, it forces a cyclical retry, ensuring 99.9% verifiable output. Sub-Second Cold Boots: Optimized container orchestration via Lazy-Loading ML singletons and forcing CPU-only torch pipelines, slashing container bloat by 2.5GB.

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🔬 Applied Machine Learning & MLOps

Self-Healing Data Infrastructure. FastAPI microservice utilizing Physics-informed Z-score thresholds (>2.5σ) to detect data drift. Integrates an automated RAG agent for root cause analysis on error logs.

Physics-Informed Deepfake Detection. PyTorch ResNet-style CNN trained on Mel-spectrograms. Detects synthetic audio artifacts and GAN-based deepfakes via real-time spectral analysis.

📊 Engineering Telemetry