Same /goal Feature, Two Agent Personalities
I used Codex's /goal for weeks, then tested Claude Code's new /goal on tasks Codex failed; the behavioral difference is striking enough to document.
AI-assisted coding & workflows
I used Codex's /goal for weeks, then tested Claude Code's new /goal on tasks Codex failed; the behavioral difference is striking enough to document.
A friend asked if I'd take an AI transformation role. My take: don't save money, avoid IDEs, keep agents inspectable. GPT-5.5, two weeks old; 10 weeks left.
Where to start vibe coding? Two paths: work or a digital identity. Only publish the real you—Kevin Hart's decade-old tweets show the internet remembers.
Two weeks with GPT-5.5 (SPUD): I've mostly dropped Claude Code. The leap isn't a few percent gain—old weaknesses fixed make agent design philosophy clear.
GitHub stars are instant, but shipping something usable is a slog. I explain why vibe coding doesn't close the gap: what Jobs and Zhang Xiaolong share.
Karpathy dropped 'vibe coding'; Amazon requires senior sign-off on AI code. I explain how AI coding changed breadth, speed, and quality—but not ownership.
Another GPT-6 'release' went viral: fake news wins attention, real reporting is a niche. AI is making the problem worse, so I moved us back to Claude Code.
I wasted four hours on Claude Code's Chrome extension; Xiaohongshu posts got soft-throttled. AI didn't turn failure into success—it made failure faster.
Claude Code can install software, process data, and deploy apps. This is a meta-ability that gives ordinary users low-barrier control over computers.
I knew nothing about launching a website or SEO. Two days later my site was live; a week later, MiraclePlus came knocking. My firsthand Claude Code experience.
I used Claude Code to write 300,000 lines in 10 days, hit a dead end, scrapped it, rebuilt in 48 hours with under 10,000 lines. Code: liability, not asset.
AI coding evolved from autocomplete to vibe coding in three leaps. Once AI can reliably write code, it gains the interface to automate every digital task.
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