Workslop: When Low-Effort AI Output Creates More Work for Colleagues
Workslop is AI output that looks finished but isn't. What two US surveys found, why the MIT 95% figure is separate, and how to send it back politely.
AI at Work & AI Literacy
AI agents, team workflows, policies and the skills professionals need in an AI-shaped workplace.
Team workflows with AI
How to Build AI Into Your Team's Workflow, One Task at a Time
How to put AI in team workflows in 6 steps, and why, in a large trial, an AI tool for each person sped up solo work but not the work a team shares.
Copilot and Gemini in office suites
How to Get Useful Results From Copilot in Excel
How to get useful results from Copilot in Excel: set up the data, then 5 everyday jobs, each with a worked prompt and a quick way to check the answer.
Microsoft Copilot Explained: What It Does Inside Word, Excel, Outlook, and Teams
Microsoft Copilot in Word, Excel, Outlook and Teams as of September 2026: what each does, how it uses work data, and what 4 government trials found.
AI policy and governance
AI Governance Explained: Who Decides What in Your Organization
AI governance decides who approves, checks and answers for AI at work. A map of 7 decisions, 3 ways to organize them, and what fits a small firm.
How to Write an AI Use Policy: A Step-by-Step Guide With Template
Write an AI use policy in 8 steps, with a plain template built on NIST, ISO/IEC 42001, the EU AI Act and data regulators' advice on chatbots at work.
AI literacy basics
AI, Machine Learning, and Generative AI: What's the Difference?
AI holds machine learning, which holds deep learning and generative AI. How the 5 terms nest, and why predictive and generative tools need different checks.
What Is an AI Agent? A Plain-English Guide for Business Readers
An AI agent acts, it does not only answer. What independent tests found about finishing multi-step work, and 6 things to require before you let one act.
AI Literacy Explained: What Every Employee Needs to Understand
How EU law, the OECD and the US Labor Department define AI literacy, the 5 things every employee should understand, and what the EU asks of employers.
Data privacy, security and shadow AI
Shadow AI Explained: Why Employees Use Unapproved Tools and What to Do
Shadow AI is AI used for work without approval. In IBM's 2025 study, 1 in 5 breached firms reported a shadow AI breach. Why it happens and what beats a ban.
Bias, risk and regulation
The EU AI Act Explained: A Plain-English Guide to Risk Tiers and Who Is Affected
The EU AI Act sorts AI into 4 risk tiers. What it bans, why hiring tools count as high-risk, who must comply, and the dates after the 2026 amendment.