HBM-Aware Load Balancing with libtpu and GKE
CPU load is a trailing indicator for AI inference. Discover how to use libtpu metrics and the GKE Gateway API to build high-density, memory-aware traffic routing for TPUs.
From the Front Lines of Tech
Sharing strategic insights and lessons from over 20 years of building scalable systems, leading high-performing teams, and navigating complex technology shifts.
Beyond Vibe-Checks: Trajectory Evaluation & Synthetic Adversaries
Is your agent actually reasoning, or just lucky? Discover why trajectory analysis and synthetic red-teaming are the only ways to build production-grade autonomous systems.
· StrategyThe Valuation of Open Weights: The Intelligence Supply Chain
Open source models are transforming AI from a variable SaaS cost into a strategic capital asset. Discover why owning the weights is the key to Sovereign AI and a 70% reduction in long-term TCO.
Compiling TensorRT Engines: The Calibration Trap
When aggressive INT8 quantization goes horribly rogue because of unrepresentative calibration data, and precisely how the blind pursuit of hyper efficiency can utterly destroy the end user experience.
Multi-Agent Conflict Resolution
Using a strict Judge agent pattern to forcefully break systemic, infinite deadlocks safely between highly specialized Researcher and Writer agents.
Dynamic LoRA Adapters: The Anti-Monolith Strategy
Stop training dozens of specialized foundation models. Discover how dynamic Low-Rank Adaptation hot-swapping fundamentally transforms multi-tenant inference infrastructure.