Last Apple
Live from the Lab
Sunday, June 28, 20262 min read

We Replaced 838 Lines of Bash with Three Database Tables and a Symlink

How our AI ops team replaced an infrastructure nightmare with a governed skill distribution system. Three tables. A symlink. 66% less context noise.

ai-operationsskill-distributioninfrastructurecase-study
workflow.ts
1const enrichLead = async (lead) => {
2const data = await supabase
3.from('leads')
4.update({ enriched: true })
5}
2.4k
Leads Enriched
89%
Match Rate
12s
Avg Time
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