Inference Arbitrage: How I Route 200+ Daily LLM Calls Across Five Models
Inference arbitrage means routing each AI task to the cheapest model that can handle it at acceptable quality, instead of sending everything…
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LLM Benchmark Rankings 2026: 15 Models Tested on 38 Real Coding Tasks
Most LLM benchmarks measure raw intelligence. Real deployment decisions also depend on latency, format reliability, and data boundaries, including when a task…
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LM Studio Errors on Apple Silicon: Prompt Truncation, Jinja Failures, and Crash Fixes
I spent about two weeks of evenings getting Qwen3-Coder-30B running reliably on a Mac Studio (M1 Max, 32GB) through LM Studio and…
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Claude Code Memory System: MEMORY.md, Topic Files, and Automated Maintenance
The full architecture for giving Claude Code persistent memory across sessions: four layers of markdown files, two commands, five cron jobs, and the 8 design rules I derived from breaking it over 22 days.
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OpenClaw: 13 Errors, $1.50/Month, and an AI Team That Doesn’t Need the Cloud
OpenClaw on Apple Silicon with a 24B local model: 14 real errors fixed, sub-agent delivery working, $1.50/month total. Every config documented.
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Victoria BC Tech Salaries in 2026: What Developers, PMs, and Designers Actually Earn
I’ve been hiring tech talent in Victoria since before the pandemic, first at a series of companies and now as CEO of…
