Latest writing Blogs Field notes, practical guides and technical analysis on AI, cybersecurity, hardware, software and self-hosting. 07 AUG 2026 TinyGPU v2.0: The 240K-Transistor Open-Source GPU That Now Runs on Real Silicon TinyGPU v2.0 has moved from FPGA prototype to working ASIC silicon. This guide explains its 25 MHz architecture, 1,000-triangle 3D renderer, SkyWater 130 nm fabrication through Tiny Tapeout, open-source design, limitations, and why the project matters for accessible chip design. HARDWARE07 AUG 2026 U.S. Water Cyberattacks 2026: How Internet-Exposed PLCs Put Critical Infrastructure at Risk A fact-checked technical guide to the 2026 cyberattacks on U.S. water utilities: what happened in Minnesota and Michigan, why internet-exposed PLCs and OT systems are vulnerable, what federal agencies warned about, and the practical defenses water operators should prioritize. CYBERSECURITY07 AUG 2026 Zoox Paid Robotaxi Launch 2026: How the Steering-Wheel-Free AV Works and What Changes in Las Vegas A technical guide to Zoox's August 2026 commercial robotaxi launch in Las Vegas: NHTSA approval, steering-wheel-free vehicle design, sensors, redundancy, battery, mapping, pricing model, safety constraints, and how Zoox differs from Waymo and conventional autonomous cars. AUTONOMOUS VEHICLES06 AUG 2026 Cloudflare OS v2: Complete Guide — Architecture, Gadgets, Gatekeepers, Setup & Pricing (August 2026) Complete, independently validated guide to Cloudflare OS v2 (released August 5, 2026). Covers the Gadget application model, Gatekeeper security architecture, Observation-based sharing policy, full deployment walkthrough for the production starter, cost breakdown (Workers/Dynamic Workers/AI Gateway), 8-stage validation checklist, and honest comparison with Copilot Studio, Gemini Enterprise, Glean, Agentforce, Dify, and n8n. AI06 AUG 2026 Meta Muse Code & Muse Spark 1.2: Complete Guide, Verified Benchmarks & Pricing (August 2026) Independently validated guide to Meta Muse Code and Muse Spark 1.2. Covers verified benchmarks (Vals Index 71.88% — 5th of 45, Terminal-Bench 14th under common harness), pricing tiers (Contributor $0.10/$0.20 vs Standard $1.25/$4.25), the /plan /grill /goal workflow, persistent background agents, API integration with code examples, and honest comparison with Claude Code, Cursor, and Grok Build. AI06 AUG 2026 Self-Hosting 1M-Context Open Models in 2026: Hardware, Engines & Deployment Guide (DeepSeek, GLM-5.2, Kimi K3, MiniMax M3 & More) Definitive 2026 guide to self-hosting open-weight models with million-token context. Covers the correct VRAM math (weights + KV cache + runtime overhead), NVIDIA DGX Spark suitability, validated model specs for DeepSeek V4 Flash 0731 (~167 GB checkpoint), GLM-5.2 (zai-org, ~753B), Kimi K3 (2.8T/104B active), MiniMax M3, Llama 4, Qwen2.5-1M, and Qwen3-235B-2507. Includes vLLM vs SGLang engine comparison, FP8/INT4 quantization guidance, deployment workflow, and an honest self-host vs API economics model. AI05 AUG 2026 AI Coding Subscription Plans Compared: Prices, Limits, Models & Usage Rules (August 2026) Thoroughly validated comparison of every major AI coding subscription in 2026. Covers OpenAI Codex/ChatGPT, Anthropic Claude Code, GitHub Copilot, Google Antigravity, xAI SuperGrok, Amazon Q Developer, Kiro, Cursor, Devin, Factory Droid, Amp, Warp, Zed, JetBrains AI, Replit, Cline, Kilo Code, OpenCode Go, Augment, GitLab Duo, Qodo, and Tabnine. Includes accurate pricing, credit systems, metering windows, model lineups, usage limits, and recommendations by developer type. AI05 AUG 2026 DeepSeek V4 Flash Complete Guide: 0731 GA Benchmarks, Pricing, OpenRouter, Local Hardware, Architecture & Comparisons Definitive guide to DeepSeek V4 Flash (0731 GA release). Covers official and independent benchmarks including Terminal-Bench 2.1 (82.7), API pricing, OpenRouter costs, providers, local hardware requirements, its 284B/13B MoE architecture, one-million-token context, real-world use cases, limitations, and comparisons with frontier models. AI05 AUG 2026 GLM-5.2 Complete Guide: Benchmarks vs GPT-5.6 Sol, Claude Opus 5, Fable 5, Kimi K3, Qwen 3.8 Max, API Pricing, OpenRouter & Local Deployment (August 2026) A thoroughly sourced guide to Z.ai's GLM-5.2, a 753B MIT-licensed open-weight MoE model with about 40B active parameters and a 1M-token context. Includes benchmark comparisons with GPT-5.6 Sol, Claude Opus 5, Claude Fable 5, Kimi K3, Qwen 3.8 Max, MiniMax M3 and M2.7, DeepSeek V4 Pro, Gemini 3.1 Pro, and Qwen3.7-Max; plus Z.ai API pricing, GLM Coding Plan, OpenRouter, Fireworks, Together, Novita, Hugging Face, self-hosting, hardware requirements, code examples, use cases, limitations, and FAQ. AI05 AUG 2026 MiniMax H3 Complete Guide: Architecture, Open-Weight License, Benchmarks vs Gemini Omni, Seedance 2.0, Kling 3.0, LTX-2.3 & More A technical guide to MiniMax H3 covering its 33B joint audio-video architecture, multimodal reference system, open-weight limitations, independent benchmark results, API pricing, local deployment requirements, and comparisons with Gemini Omni Flash, Seedance 2.0, Kling 3.0, Veo 3.1, Runway Aleph 2.0, LTX-2.3, and Wan 2.2. AI05 AUG 2026 Qwen 3.8 Max: Complete Benchmark Guide vs GPT-5.6, Claude Fable 5, DeepSeek V4, Kimi K3, MiniMax M3, GLM-5.2 & More (August 2026) Deep-dive guide to Alibaba's Qwen 3.8 Max — a 2.4T MoE model with 95B active parameters. Alibaba-reported benchmarks on GPQA Diamond (92.6%), SWE-bench Pro (67.7%), Terminal-Bench 2.1 (86.6%), OSWorld-Verified (86.1%), PaperBench (93.0%), and IFBench (82.8%). Full comparison against GPT-5.6 Sol, Claude Fable 5, Claude Opus 5, DeepSeek V4 Pro/Flash, Kimi K3, MiniMax M3, GLM-5.2, Gemini 3.1 Pro, Llama 4 Maverick, and Grok 4.5. Covers Token Plan access, pricing comparison, architecture (Gated DeltaNet hybrid attention, Qwen-AgentWorld), open-weights timeline, hardware requirements, and practical deployment guidance. AI04 JUN 2026 DeepSeek V4 Pro vs Flash vs Gemini 3.1 Pro vs MiniMax M3 vs Kimi K2.6: Complete 2026 Benchmark, Pricing & Deployment Guide Complete 2026 guide to DeepSeek V4-Pro and V4-Flash: verified benchmarks against Gemini 3.1 Pro (GPQA 94.3%), Gemini 3.5 Flash, GPT-5.5, Claude Opus 4.8, MiniMax M3, Kimi K2.6, and GLM-5.1. Includes official API pricing, MoE architecture details (CSA/HCA/mHC), local deployment with Ollama, LM Studio, llama.cpp, vLLM, SGLang, and agentic workflow setup with Claude Code, OpenCode, and OpenClaw. AI04 JUN 2026 Gemma 4 12B vs Gemini 3.1 Pro vs MiniMax M3 vs DeepSeek V4 Flash: Complete 2026 Guide — Architecture, Benchmarks & Local Deployment Complete 2026 guide to Google's Gemma 4 12B: verified benchmarks against Gemini 3.1 Pro (GPQA 94.3%), Gemini 3.5 Flash, GPT-4o, Claude Sonnet 4.6, MiniMax M3, Kimi K2.6, and GLM-5.1. Covers encoder-free multimodal architecture, native audio support, Apache 2.0 license, hardware requirements, and local deployment via Ollama, LM Studio, llama.cpp, vLLM, SGLang, and Unsloth GGUF. AI21 MAY 2026 Immich Complete Self-Hosting Guide: Install, Upgrade, Storage, Backups and GPU Acceleration Current Immich v3 self-hosting guide covering Docker Compose installation, hardware requirements, storage layout, database placement, backup and restore, reverse proxying, upgrades and hardware acceleration. SELF-HOSTING21 MAY 2026 The Ultimate Guide to Jellyfin and *ARR Stack: Complete Media Server Setup The most comprehensive step-by-step guide to setting up Jellyfin media server with Radarr, Sonarr, Lidarr, Readarr, Prowlarr, Bazarr, Mylar3, Jellyseerr, qBittorrent, FlareSolverr, Notifiarr, Tailscale, Recyclarr, and Nginx Proxy Manager. Covers Docker and native installation for Linux, Windows, macOS. Includes TRaSH-Guides best practices, hardlinks, VPN configuration, and remote access setup. SELF-HOSTING06 APR 2026 Hermes Agent: The Self-Improving Open-Source AI Agent - A Complete Technical Guide & OpenClaw Migration Handbook A comprehensive, validated guide to Hermes Agent by Nous Research - the MIT-licensed, self-improving AI agent with a closed learning loop, 14+ messaging channels, 40+ tools, and five sandbox backends. Includes detailed OpenClaw comparison and step-by-step migration handbook. AI06 APR 2026 The Ultimate Guide to OpenClaw: Architecture, Setup, and Use Cases (2026 Edition) A comprehensive, validated guide to OpenClaw v2026.4.2—the viral, privacy-first AI assistant. Covers self-hosted Docker/WSL2 setup, Cloudflare Sandbox deployment, Task Flows, ClawHub marketplace, plugin system, security hardening, and comparison with modern agent frameworks. FIELD NOTES04 APR 2026 Gemma 4: The Ultimate Guide to Google DeepMind's Most Capable Open-Weights Model A comprehensive technical deep dive into Gemma 4, released April 2, 2026. Covering all four model sizes (E2B, E4B, 26B MoE, 31B Dense), Apache 2.0 licensing, multimodal capabilities, Artificial Analysis benchmarks, hardware requirements, and step-by-step deployment guides for Windows, macOS, and Linux. AI15 FEB 2026 GLM-5: The New Open-Source Giant - Validated Benchmarks & User Guide A detailed deep-dive into GLM-5, Zhipu AI's 744B parameter flagship. Comparison with GPT-4.5, Claude 3.7, and Llama 4, plus local deployment guides. FIELD NOTES30 JAN 2026 The Ultimate Guide to OpenClaw: Architecture, Setup, and Use Cases (2026 Edition) A comprehensive, validated guide to OpenClaw v2026.1.24 (formerly Moltbot)—the viral, privacy-first AI assistant. Includes Cloudflare Sandbox setup, Docker/WSL2 guides, architecture deep-dive, and 2026 benchmarks. FIELD NOTES ← Newer Page 3 of 5 Older →
