Fairness Audits as Engineering Hygiene, Not Academic ExerciseDraft
Coming soon·~10 min
Why every ML team shipping to production should run a basic disparate-impact check before deployment — and why we don't yet.
fairnessauditsml-systems
Writing
Notes from the production trenches
Long-form notes on the systems I ship and the research I read. Engineering and fairness in the same stream.
What I Learned Building a Multi-Agent System on Snowflake CortexDraft
Coming soon·~12 min
Production lessons from architecting a Cortex multi-agent platform across three business units — what the docs don't tell you.
llmssnowflakedata-engineering
Model Cards for Engineers Who Don't Read PapersDraft
Coming soon·~8 min
A pragmatic adaptation of the Mitchell et al. (2019) model card framework — what to fill in, what to skip, and why this is worth 30 minutes of your time.
fairnessdocumentationml-systems
Drafts in flight. RSS feed coming soon.