July 19, 2026· ~4 min readThe On-Device LLM Revolution: Edge AI in 2026 The AI world is experiencing a fundamental shift. After years of cloud-centric inference dominated by massive data center GPUs, language models are m
July 19, 2026· ~4 min readHybrid Cloud-Local Inference Architecture for Agentic AI The dominant architecture for AI agent systems in 2025 was straightforward: send every inference request to a frontier cloud model and pay per token.
May 12, 2026· ~5 min readLocal Inference Stack with MiniMax M2.7 for Extraction, PyMC for Calibrated Probabilities When Microsoft Research documented that frontier AI agents corrupt documents across 20 interactions and Google's Threat Intelligence Group confirmed