Hiring by Algorithm: The Compliance Landscape for AI in the Workplace
AI now screens resumes and builds shortlists. Six states regulate how. What the AI-hiring laws require, and why compliance has to run continuously.
Julia Melo7 min readAuthor
Julia Melo
Co-Founder
Julia is a co-founder of Meilynx, where she's building governance and cost observability for AI workloads — helping organizations understand, control, and scale AI adoption responsibly. She brings more than 16 years of engineering leadership, most recently as Director of Engineering at SeekOut, where she led Platform and AI-enabled product teams. Her earlier career spans finance-analytics leadership at BlackRock, HP, and a range of startups.
- Julia Melo7 min read
Your Next Exam Will Ask About AI: Five Document Requests to Prepare For
AI is entering exam document requests. The five artifacts examiners will ask for, why screenshots fail as evidence, and how to prepare your AI audit trail.
Julia Melo11 min readMeasuring AI ROI: The Unmeasured Middle Between Spend and Outcome
Fewer than 1% of companies report real AI ROI. They track spend and outcome but never the adoption and proficiency in between. Here's how to close the gap.
Julia Melo4 min readThe Impact of AI on Data Breaches
The rising cost of shadow AI, weak access controls, and absent governance — and where enforcement actually closes the gap.
Julia Melo8 min read