After 200 prompts spread across one week of coding work, the thing that stood out wasn’t raw output quality. It was how quickly a programmatic workflow can hit a wall once usage starts looking less like chat and more like automation. Claude Code’s newer restrictions matter because they change the shape of repeatable work: scripts, … Read more
The model everyone is praising is still worse than people admit at one annoying thing: reliable tool calling. It can look fluent, even confident, and still miss the boring details that make an agent actually ship work. I’ve felt that gap in my own side projects, where “almost right” means a broken queue, a bad … Read more
After 200 prompts in one week, the pattern was obvious: the best AI meeting notes tools don’t fail on the summary, they fail on names, action items, and who actually said what. In one 45-minute product review, the transcript was mostly fine, but the action list missed 2 owners and invented a deadline that never … Read more
I tested Cursor, Claude Code, and Cline on the same refactoring task to see what each missed. The pattern was uncomfortable, not just because of output quality, but because a small amount of uncertainty quickly led to total task paralysis, with AI either worsening or easing that paralysis. Key Takeaway AI helps most when it … Read more
I spent time on a setup before realizing the bottleneck wasn’t the editor, but how I was using it. By switching the heavy thinking to Claude Code and keeping my editor for quick edits, the difference was immediate: fewer context resets, fewer “oops, wrong file” moments, and a workflow that felt closer to how I … Read more
Stop using ChatGPT for code review — use an actual security workflow instead. AI is not just speeding up vulnerability work; it’s splitting the old culture in two. One camp still treats review as a human craft exercise. The other is already using models to triage, explain, and sometimes even spot issues faster than a … Read more
It’s late, the agent loop has rewritten the same schema file multiple times, and the only thing moving faster than frustration is the suggestion box. That’s the real shape of the github copilot vs cursor debate: not “which AI is smarter,” but which tool fails in a way you can live with when the codebase … Read more
I used to think a notion ai workflow was mostly hype. Then I spent time using it as the front door for drafts, task capture, and cleanup, and the boring part got noticeably faster. My daily setup is Cursor for code, Claude for the spec, Linear for the queue, and Notion as the place where … Read more
It’s 2am. The agent loop has already mangled my track layout twice, and now it’s confidently naming clips I never asked it to touch. That’s the strange promise of ableton live mcp: you can finally let a model reach into a DAW, but the second it crosses from “helpful” into “operating your session,” the failure … Read more
I gave the same 12-step refactor to Cursor, Claude Code, and Cline and watched what each one missed. On a real codebase, the difference wasn’t style; it was how many edits survived the first review and how much cleanup was still left after the agent said it was done. 1. The part the press release … Read more