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ai

AI Code Review Hallucination: The AI Said My Code Was Fine

By Danni Friedland on March 25, 2026

AI code reviews pattern-match the genre of analysis without doing the work. A structured reasoning template fixes this — here is the one we use.

6 Best AI Coding Tools for Production (2026)

By Danni Friedland on March 23, 2026

Most AI coding tools optimize for greenfield. These six actually work on existing codebases, and one of them works in the browser where visual work happens.

What Are Framework-Aware AI Coding Tools?

By Danni Friedland on March 17, 2026

Framework-aware AI coding tools let you click on any element in your running app and describe what you want changed—in plain language. They understand your component library, your design system structure, and which file to edit. Here is what the category is, how the five current tools compare, and which ones matter for design and product teams.

Best Open-Source AI Coding Tools in 2026

By Danni Friedland on March 3, 2026

Every major open-source AI coding tool compared: Aider, Cline, OpenHands, Tabby, Goose, Continue, Roo Code, Frontman, Stagewise, and more.

Multi-Select: Fix Design Drift Across Your Entire App at Once

By Danni Friedland on February 27, 2026

Spot inconsistencies across teams? Shift-click every off-brand element, describe what it should look like, and Frontman fixes them all in one pass — real code changes, no tickets filed.

Add Runtime Context to Your AI Workflow (Next.js)

By Danni Friedland on February 23, 2026

Step-by-step: install Frontman in a Next.js project, connect your AI key, and fix a CSS layout bug by clicking the broken element instead of describing it.

AI Coding Tools That Actually See Your Browser (2026)

By Danni Friedland on February 23, 2026

Honest breakdown of browser-aware AI coding tools: Frontman, Stagewise, Tidewave, Chrome DevTools MCP, and Onlook. Architecture, pricing, and tradeoffs compared.

Frontman Launch: Ship UI Changes Without Waiting for Engineering

By Danni Friedland on February 23, 2026

Click any element in your running app, describe changes in plain English, and watch them happen. Frontman gives designers and PMs direct access to UI fixes — no IDE, no ticket, no waiting. Open source, runs locally, your code never leaves your machine.

Lighthouse Audits Without Leaving the Browser

By Danni Friedland on February 21, 2026

Frontman now runs Google Lighthouse audits as a built-in tool. Your agent sees the scores, reads the issues, and fixes them — all inside the browser you are already working in.

AI Coding Tools and the Runtime Context Gap

By Danni Friedland on February 20, 2026

AI coding tools read your source files but never see the running application. Here is what that means technically — on both the client and server side — and which tools are building the bridge.

Frontman vs. Cursor vs. Claude Code

By Danni Friedland on February 14, 2026

You tried AI coding agents for visual work and hit a wall. Here is why — and what is actually built for designers and PMs who think visually.