Code

Four excerpts from production systems.

Short extracts from four of my shipped systems — the same code that classifies leads, runs the scheduler, powers the Chrome extension, and renders the storefront.

01 classifier / forex_classifier.py

Lead classifier

15-point scoring engine from Forex Lead Finder.

accepts ~26% · discards ~74%
02 scheduler.py

Six-hour scheduler

APScheduler loop that drives the scraper.

four harvests per day · indefinite runtime
03 extension / content.js

Chrome extension

DOM injection for ProWorkSpace on Upwork.

idempotent · SPA-safe · no polling
04 sections / product-grid.liquid

Storefront section

Hand-authored Liquid from the AYVA Dawn fork.

zero third-party apps · <50 kb css

Full code excerpts with syntax highlighting live on the home page — this page is the summary for direct links.

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