Temisan Gerrard

~/temisangerrard/writing $ ▋

Writing

Technical articles from production AI systems. No tutorials. No hype. Decisions, rationale, and what broke.

1 Articles
5 AOS Layers Covered
444 Commits Behind Every Word

2026-03-21

~8 min read

L01 L02 L03 L04 L05
ARCHITECTURE + CASE STUDY

How I Built an Autonomous AI Betting System on Base Mainnet — The 5 Layers That Made It Production-Safe

444 commits, 4 production apps, real USDC on Base mainnet, autonomous bots with no human in the loop. Here's what breaks when agents are live, stateful, and holding other people's money — and the five infrastructure layers that don't appear in any LLM tutorial.

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// next article in progress — Layer 04 deep dive

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