Scientific Progress Report: Building a Computer Around AI
AI systems are increasingly being used to summarize documents, compare models, generate research notes, interpret technical claims, and assist organizational decisions. But raw model output is difficult to audit. A fluent answer can contain unsupported claims, stale memory, hidden assumptions, or overconfident synthesis.
The Accounting Cycle for Labor Unions
The Treasurer’s role now is to dredge the riverbed: test every gate, trace every current, and chart where the missing waters went. Only through structured forensic testing and transparent reporting to the Executive Board can the current run clear again.
The Treasurer’s Watch: Audits as Guardians of the River
A river is only as strong as the guardians who watch its flow. Within a labor organization, the Treasurer plays this role. The Treasurer is not simply a record keeper, nor a passive observer of staff accounting. They are the member-elected, independent steward of the current, tasked with conducting audits that ensure the river of dues revenue remains clear, lawful, and aligned with the course set by General Council.