Designing a Meme Template Picker That Preserves Context
A meme template picker has a difficult information-architecture problem: users recognize some formats by sight, others by name, and many only within…
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AI Features Users Don’t Want (And What They Actually Need)
Companies keep adding AI features, assuming users will embrace them. The reality is different. Most people don’t want another tool that complicates…
Expire AI Approval When the Evidence Changes, Not When the Screen Closes
A reviewer approves an AI-generated refund plan after seeing 12 affected orders and a $430 total. Before execution, the system refreshes its data: t…
agency-agents Needs a Role Handoff Card Before It Needs More Personas
msitarzewski/agency-agents is an MIT-licensed collection of specialized AI agent roles with different personalities, processes, and deliverables. Th…
A Bulk Delete Confirmation Must Show the Set That Will Actually Disappear
A user selects 30 items, changes a filter, and presses Delete. Three items are unauthorized and silently skipped; two hidden items remain selected.…
Show What an AI Agent Did Not Inspect Before Asking for Review
Agent review screens usually emphasize activity: files changed, tests passed, and a confident summary. Review quality also depends on negative evide…
Design an AI Mentor to Hand Control Back to the Student
Google DeepMind announced the ATL Saathi live pilot on July 14, 2026. The Gemini-powered web application is intended to support students in Atal Tin…
Keep Rejected Options in Your Agent Decision Log
An activity log tells us what an agent did. A decision log should also tell us what it considered and rejected. Without rejected options, a later re…
Design a Creative-Tool Exit Before Users Need It
A widely discussed goodbye to Photoshop is trending today. Switching creative tools is not an install decision; it is a migration of files, capabili…
Why We Built a Messaging App That Looks Like a Calculator
A strange thing happened during one of our product discussions. We weren't talking about encryption. We weren't talking about servers. We weren't ta…