… This includes generating the code, adding features, testing, and debugging. This is precisely where the back-and-forth happens, and it's also the kind of workload that used to drain my 5-hour limit on Claude. …
… In the last two to three years, AI has started embedding itself into coding workflows. I had tested almost all the AI code editors that were based on the VS Code foundation, such as Cursor and Antigravity . …
… What this means is that a free user, who is already limited in the number of workflows they can create, is also limited in the AI workflows they can produce. While I tested this with a local model by using an OpenAI-compatible endpoint and Qwen3 Coder Next, free users can't do that. …
… Want to stay in the loop with the latest in AI? The XDA AI Insider newsletter drops weekly with deep dives, tool recommendations, and hands-on coverage you won't find anywhere else on the site. Subscribe by modifying your newsletter preferences ! The same applies to debugging. …
… Sign in to your XDA account It's no secret that the frontier language models from OpenAI, Google, and Anthropic are now supplementing, and at times, outright automating a wide range of coding workflows for users, regardless of their coding prowess . …
… I mainly use VS Code for development — testing ideas, writing scripts, and building small tools that support my workflow. With Ollama running locally, I can generate code snippets, refactor functions, understand unfamiliar code, and even get help debugging without leaving the editor. …
… Whether it was debugging failing containers or checking logs manually, the terminal was the only place for it. These workflows are interactive and unpredictable, unlike repetitive startup commands, things like monitoring running services or testing quick fixes. …
… See at Perplexity Multi-model workflows are the way to go One model isn't enough for every task I've come to realize that one model isn't enough for every task. We need to start adopting multi-model workflows, similar to what some AI tools are already doing. …
… AI already has the context of my codebase, and I don't need to deal with the usual back-and-forth of switching between an AI panel and my code. After using VS Code this way for a few weeks, the editor's own AI features started to matter less. …
… Claude Code is an amazing orchestrator A real project partner Before seriously trying other AI coding tools, I used Claude Code a lot in my daily work, and it honestly changed how I worked with AI. …