Senior Security Engineering TPM Leader & Systems Architect specializing in distributed trust models, edge AI automation, and resilient IoT ecosystems.
- Project Antigravity: Developing decentralized, high-throughput multimodal asset pipelines using optimized local VLMs (Gemma 4 12B IT).
- Hardware Acceleration: Engineering asynchronous, multi-threaded PyTorch batch data streams to saturate local consumer hardware buffers safely under tight memory thresholds.
- Jetson & Small Form Factor Optimization: Compiling and scaling down model weights using targeted quantization matrices (NF4, FP4/FP8) to deploy low-latency inference on the NVIDIA Jetson Orin Nano platform.
- Industrial IoT Bridges: Designing event-driven system automation scripts (Python, Bash, PowerShell) to monitor local data pipeline performance and system logs.
- Energy Hardware Integration: Orchestrating real-time solar array and hardware load-center data streams via persistent API pulling, device telemetry loops, and local edge computing nodes (Raspberry Pi).
- Security Architecture: Extensive tenure driving cloud infrastructure risk modeling, defensive engineering strategy, and threat mitigation design.
- Incident Response Operations: Deep background steering systemic vulnerability coordination, security control validation, and post-incident detection engineering loops.
- Core Toolkit: Python | PowerShell | Bash | Docker Container Networking | Linux-Windows Subsystem Ingestion (WSL2/virtiofs) | Git Execution Pipelines
local-gemma-photo-cataloger: Local multi-threaded metadata extraction engine utilizing custom LayerNorm monkey-patches and parallel CPU/GPU streaming pipelines. (currently in emulation soak period)Gemini_Photo_Batch_Workflow: Companion cloud-based implementation tracking high-throughput pipeline horizontal scaling across remote enterprise architectures.