A System Engineer's journey through AI, machine learning, and innovative software development.
Curated publication from our research index
SPOTLIGHT PUBLICATION
Anatomy of a Hardware Thermal Trap: Why Modern GPUs Cause Silent PCIe Bus Drops on AMD X570 Motherboards
A hardware engineering postmortem on how an RTX 3060 dual-slot cooler chokes the ASUS TUF X570 chipset fan, causing NVMe thermal throttling and systemd I/O crashes.
Latest peer-level writings & architectures
Traditional LLM prompt-and-parse pipelines introduce unacceptable latency (1,500–4,000ms) for high-frequency operational triage. We benchmark non-autoregressive decision models—Fastino's local 340M GLiNER2.5-Decide (50.6ms on CUDA, \$0.00 cost) and TypeSafe Jev (79.0% zero-shot accuracy at \$0.042/1M tokens)—across 500 real-world Indian financial news articles from Hugging Face, exploring GLiNER's advanced multi-head batching, zero-shot entity extraction, and LoRA hot-swapping.
Generative LLMs waste 1,500–4,500ms and substantial token budgets on discrete decisions. System 1 decision engines like TypeSafe Jev and open-source Laya deliver sub-100ms inference, 0% hallucination risk, and mathematically calibrated probability distributions at up to 18.8x lower cost.
Phase-space analysis, Lyapunov exponents, and numerical integration techniques for non-linear physical equations on ARM64.
Specialized technical taxonomy & research pillars
Embedded systems, sensor telemetry, edge computing & hardware protocols
Linear algebra, calculus, spectral theorems, probability & applied math
Mechanics, dynamical systems, electromagnetism, statistical physics & simulation
Distributed systems, low-level optimization, algorithms & cloud microservices
Epistemology, formal logic, metaphysics, ethics & foundations of AI
Contract law, corporate governance, legal theory & smart covenants
Asset pricing, portfolio theory, market microstructure & risk modeling
Financial reporting, auditing, cryptographic ledgers & double-entry mechanics
Production services, compilers, and performance tools
Ultra-low latency real-time voice platform with dual AI engines, Rust Axum carrier, AVX SIMD DSP, in-browser Silero VAD v5 Wasm, sub-microsecond in-memory tools, and node workflow studio.
System Engineer specializing in AI runtime optimization, low-latency microservices, and cross-disciplinary research. I bridge formal mathematical theorems, systems programming, and high-throughput cloud infrastructure to create resilient software engines.
Interested in discussing distributed architectures, AI kernels, or research inquiries?