Editorial desk
Responsible workflows for teams, managers, and individual contributors.
01 · Checklist
A practical policy tells people which tools are approved, what data is prohibited, when human review is required, and how to report a mistake. It should help work move, not hide behind vague caution.
7 min read
02 · Tested guide
“A human is in the loop” is not a control unless the reviewer has time, evidence, authority, and a clear rejection path. The handoff determines whether review changes outcomes.
8 min read
03 · Tested guide
AI can help organize evidence and draft a record, but the people responsible for a decision must confirm what was decided, why, by whom, and under which assumptions.
9 min read
04 · Checklist
Review should focus on decisions, commitments, dates, risks, and disagreements before anyone optimizes prose. Those fields create the downstream consequences.
10 min read
05 · Tested guide
The hardest support cases involve refunds, safety, identity, threats, regulated information, or missing context. A reliable system recognizes when it should stop drafting and route to a person.
7 min read
06 · Checklist
Hiring tools can influence who gets seen, scored, interviewed, or rejected. Employers need evidence about job relevance, accessibility, bias testing, notice, accommodations, and human appeal.
8 min read
07 · Explainer
A tool that condenses manager notes can quietly shape an employment decision. Missing context, uneven documentation, and confident language can make a draft feel more objective than it is.
9 min read
08 · Explainer
Output volume is easy to count and often disconnected from value. Better measures include cycle time, rework, error rate, customer outcome, decision quality, and employee effort.
10 min read