OpenAI’s Rosalind Academic Plan Lowers Access Costs—Not the Governance Burden
OpenAI’s sponsored GPT‑Rosalind access may lower costs for eligible US labs, but provenance, data governance and human verification remain essential.
Author: Mary Oge Chuks
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Measure the Work, Not the Person: A Leadership Test for Employee Monitoring
Employee-monitoring data can reveal useful signals without fairly measuring performance. Use this leadership test to check purpose, proportionality, context, trust and correction rights.
Before You Buy a Digital Product Business, Audit Refund Risk and What You Actually Own
A practical buyer-side audit for checking ownership, editable files, licence transfer, customer data and refund exposure before acquiring a digital-product business.
Robots Do Not Need to Predict Every Pixel of Touch—They Need to Predict Contact Change
A September 2026 robotics preprint suggests that robots may act more reliably by predicting how touch changes—not reconstructing every future tactile pixel.
Before You Buy an AI Social Media Scheduler, Test Permissions, Failures and Export
A practical buyer’s guide to permissions, approval controls, publishing failures, data protection, exportability and the real operating cost of an AI social media scheduling tool.
CreativeVerse: The Countdown Clock That Restarted Every Midnight
A fictional founder discovers that a countdown clock can lift immediate sales while quietly teaching customers not to trust the brand behind it.
Before You Buy AI Bookkeeping Software, Test the Reconciliation and Audit Trail
A practical buying guide to testing AI bookkeeping software for reconciliation, correction history, human review, data controls, full cost and exportability.
AI Can Click Through Scientific Software—but the Artefact Still Has to Prove the Result
A new benchmark shows why scientific AI agents should be judged by the files, plots, structures and measurements they produce—not by convincing interface activity.
Before You Buy a Customer-Service AI Agent, Test the Refund and Complaint Boundary
Before buying a customer-service AI agent, test its refund, cancellation and complaint boundaries, human handover, evidence trail and full operating cost.
Not Every Objection Is Resistance: Review Change Load Before Adding Another Tool
Before introducing another workplace tool or process, map the live change load, distinguish constructive objections from overload and protect stabilisation time.