INDEX
Notes
Long-form pieces on AI agents, growth systems, and marketing infrastructure.
A 2018 Mining Card Beat GPT-5
Old GPU + on-device optimisation + the right harness: the three things I had to get right
A modded RTX 2080 Ti with 22GB of VRAM runs a dense 27B model at 128K context, and scores 98.2% on HumanEval — above every entry on the public leaderboard, including GPT-5. Here is what that number is actually worth, and the three engineering decisions that made an eight-year-old card viable.
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The underlying logic of the next growth system
Platforms still control traffic, advertisers still buy growth, users still vote with attention and spend. What AI changed is how demand is understood, content is produced, tasks are executed, and value is measured.
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