AI with Toni · Field notes
AI that survives contact with real work.
Practical, evidence-backed guides for using AI with better judgment. Clear enough to apply today, rigorous enough to trust at work.
Latest articles
-
Cursor vs Copilot in 2026: Which Coding Workflow Fits?
Cursor vs Copilot in 2026: compare editor workflow, agents, IDE coverage, pricing, privacy and team rollout using current official documentation.
-
Copilot vs ChatGPT in 2026: Which Fits Your Workflow?
Copilot vs ChatGPT in 2026: compare Microsoft 365 integration, connected apps, pricing, privacy and the workflow each tool handles best.
-
Claude vs Gemini in 2026: Which One Fits Your Work?
A current Claude vs Gemini comparison for 2026. Choose based on writing, coding, Google Workspace, mixed media, privacy and the work you need to finish.
-
Perplexity vs ChatGPT in 2026: Research First or Create First?
A current Perplexity vs ChatGPT comparison for 2026. Choose the right research, citation and creation workflow, with a practical decision tool.
-
Gemini vs ChatGPT in 2026: Which Ecosystem Helps You Finish More?
A current Gemini vs ChatGPT comparison for 2026. Choose based on where your work lives, the sources you handle and the output you need to finish.
-
Claude vs ChatGPT in 2026: Which One Fits Your Work?
A current, workflow-first Claude vs ChatGPT comparison for 2026, with a practical decision matrix and a test you can run on your own work.
-
The 7 AI Limitations Still Breaking Real Workflows in 2026
The seven AI limitations still breaking real workflows in 2026, plus a practical verification rule for each. Updated with current models and court guidance.
One useful AI idea, every Sunday.
No hype cycle recap. Just a tested framework, workflow, or prompt you can put to work the same week.