When "Roughly Similar" Became a Scaling Problem
Scaling a weighted random selection feature from a naive SQL RANDOM() query through Redis and shared memory, then back to Postgres.
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Field notes on software architecture, Python, performance, and the tradeoffs that make systems easier to operate.
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Testing Discord Integrations Offline with simcord
A practical testing model for Python Discord integrations, grounded in simcord’s public description as an offline discord.py testing framework.
How This Publication Is Built
A factual tour of the Astro content collection, writing routes, and small authoring workflow behind this technical publication.
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