SILENTHACKS

>

Senior technical architect building backend systems, developer tooling, and agentic AI experiments from the seams between systems.

$ cd ~/work $ cat ~/writing

$ ls ~/work

~/work/simcordPythonsimcordDeterministic offline testing for discord.py bots.git clone ↗~/work/vlm-benchmarkPythonvlm-benchmarkPluggable evaluation, cost tracking, and tooling for vision language models.git clone ↗

$ cat ~/writing

Jun 2026When "Roughly Similar" Became a Scaling ProblemScaling a weighted random selection feature from a naive SQL RANDOM() query through Redis and shared memory, then back to Postgres.Jun 2026Testing Discord Integrations Offline with simcordA practical testing model for Python Discord integrations, grounded in simcord’s public description as an offline discord.py testing framework.Jun 2026How This Publication Is BuiltA factual tour of the Astro content collection, writing routes, and small authoring workflow behind this technical publication.