As AI prompts become load-bearing parts of business workflows, the question of how to test and evaluate them systematically has moved from a niche engineering concern to a practical operations question. Braintrust and PromptFoo are the two most commonly evaluated tools in this space, and they’re genuinely different enough that choosing between them based on … Read more
Shopify Magic is Shopify’s umbrella brand for its built-in AI features — product description generation, image editing, email assistance, conversational admin help, and AI-powered search. It’s genuinely useful and genuinely limited: useful because it’s already there, integrated into the admin you’re already using, and costs nothing beyond your existing Shopify subscription; limited because the output … Read more
Long-form video — webinars, podcast recordings, interviews, tutorials — contains short-form content waiting to be extracted. The AI clipping tools have made this extraction fast: upload an hour-long recording and receive a set of 60–90 second clips, automatically captioned, formatted for vertical viewing, and ready to publish. Opus Clip, Munch, and Vizard are three of … Read more
Castmagic and Descript are both AI tools that start with audio or video and produce useful content from it. But comparing them as if they’re the same kind of tool creates confusion — they solve meaningfully different problems and excel in different parts of the content workflow. Understanding what each one is actually designed for … Read more
As AI agents move from demos to production workflows, the question of how they manage memory across sessions becomes a genuine architectural decision. Zep and Letta both address this problem, but with fundamentally different philosophies: Zep adds memory to agents built on existing frameworks, while Letta is itself an agent framework where memory is a … Read more
Memory in AI tools has gone from a novelty to a genuine architectural decision. If you’re building or choosing an AI assistant for business use, the question isn’t just “does it remember things?” but “how does the memory work, what does it remember, and can it scale to what we actually need?” Mem0 and Claude’s … Read more
The promise of autonomous AI coding agents — systems that can take a task description and complete meaningful software development work without step-by-step human direction — has been one of the most discussed developments in AI over the past two years. Devin AI and GitHub Copilot Workspace are the two most prominent products attempting to … Read more
If you’ve decided to build your first business automation or internal tool but aren’t sure where to start technically, the choice of environment matters more than most advice acknowledges. Replit and Cursor are both AI-assisted coding tools, but they’re designed for different levels of experience and different workflows — and pointing a true beginner at … Read more
A category of tools has emerged that does something genuinely new: you describe a web application in plain English and receive working code — or a working app — within minutes. Bolt.new, v0, and Lovable are the three most discussed tools in this space, each with a different philosophy about what the AI should build … Read more
The AI coding tool landscape has moved fast enough that what was clearly the best choice twelve months ago may not be today. GitHub Copilot pioneered the category and still has the largest install base. Cursor emerged as the tool that serious AI-assisted developers seemed to converge on. Windsurf entered as a credible alternative with … Read more