Building an Advanced Air Quality Monitor with AI-Assisted Programming

How I extended the SenseCAP Indicator D1S with additional sensors and MariaDB integration with 100% AI-generated code Introduction Air quality monitoring has become increasingly important, whether for home environments, offices, or industrial applications. When I discovered the SenseCAP Indicator D1S by Seeed Studio, I saw an excellent foundation for a comprehensive environmental monitoring station. However,

How to Run a 355B Parameter MoE Model on Ancient 8-Socket CPU-Only Hardware: A Complete Chronological Optimization Guide for GLM-4.7 (BF16 and Q8) on Lenovo System x3950 X6

Hardware Overview Inference Engine Compilation First Attempts with BF16 Quantization Early Q8_0 Tests (Pre-BIOS Optimization) BIOS Optimization and BLAS Experiments Batch Size Sweep (with optimal 64 threads) Testing Experimental Flags (Graph Reuse & RoPE) Final Linux Tweaks (THP, Cache Drop, BLAS Threading) Final Optimized Setup Some Real-World Benchmarks Lockstep vs Independent Memory Mode NEW: Further