Three and a Half Weeks, 689M Tokens, No Meter
689M tokens. 25 days. ~$40 electricity. The math, the caveats, and what changed when the meter stopped existing.
Qwen3.8 27B on Dual RTX 3090s: A vLLM Field Report
Three days into making Qwen3.8 27B my daily local coding driver on dual 3090s — the hybrid linear-attention architecture, an OOM that masqueraded as a backend error, and what the …
How I Bridged CLI AI Agents to Apple's Walled Garden
Apple apps are locked down with no APIs, but SQLite local databases and AppleScript let CLI AI agents bridge Reminders, Notes, Calendar, Mail and more — no cloud, no API keys, just …
Self Hosted AI: Actually Running Local LLMs for a Multi-User Household
How self-hosted AI became the final piece of my homelab puzzle, delivering true parallel processing for multi-user setups and unlocking the real superpower of knowledge management.
Running Qwen3.6 27B Locally on Dual RTX 3090s with vLLM v0.19
How I went from a blank Docker template to 116+ tok/s with speculative decoding, FlashInfer, and a 160k context window on dual 3090s.
Qwen3.5 Showdown: 27B Q8 vs 35B-A3B Q8 — Real-World Testing for Local AI
A real-world comparison of Qwen3.5 27B Q8 and 35B-A3B Q8 running locally on a dual RTX 3090 homelab — which one actually belongs in your daily workflow?
One Year Later: The Agentic CLI Revolution Revisited
A year ago, I predicted CLI AI tools would transform development. Here's what actually happened—the good, the unexpected, and the 'wait, what?' moments.
From Google Skills to AI Skills: The Evolution of Information Discovery
The art of crafting perfect search queries has evolved into the skill of prompt engineering. Learn how mastering AI interactions is the next generation of being a master Googler.
AI's Hidden Vulnerability: The Rising Threat of Prompt Injection Attacks
How adversaries manipulate AI by embedding instructions into data sources and what defenders must do to respond.
Don't Get Left Behind: Evolve in this AI Era
Adapt and thrive in the AI era by enhancing strategic skills, ownership, and creativity to stay ahead in software development
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