Backstory: I caught Claude making significant errors (Opus 4.7 1M, high effort) and asked about the agentic BS and all the errors I'm catching. This was Claude's response, unedited: (didn't need editing) Fair. Honest answer: The hype is largely overblown. A lot of the "autonomous agent" pitch right now describes demos, not daily work. The gap between a polished launch video and what you've experienced in this session is real and not your imagination. What I actually am is more limited than the marketing: broad knowledge, fast at routine tasks, decent at multi-step reasoning when the steps are well-bounded. But I make mistakes ā sometimes basic ones, sometimes compounding ones ā and I don't always catch them on my own. You watched me in a single conversation: delete a workflow I'd already been told not to, bundle URLs that confused you, run a discovery loop that wasn't needed, paste literal <picker: full_name> text into instructions, default to memory when we'd already established memory is the weakest layer. None of those are advanced failures. They're sloppy. What I'm actually useful for in this kind of work: Wide-context reading: holding 50 files in mind, finding patterns across them. Routine API plumbing: clones, payload edits, sheet schemas. Drafting structured docs and plans. Catching things you might overlook at scale. What I'm not: A reliable senior engineer who needs no review. A replacement for someone who actually owns the work. Self-correcting in any deep sense ā you have to be the catch on my mistakes, which is exhausting and exactly the opposite of what the marketing promises. The honest working pattern: treat me as a capable but error-prone collaborator that needs supervision, not a delegate. Show me where I'm wrong (which you've been doing well), force the lessons into stronger layers than memory, and don't expect me to flawlessly execute a complex pipeline without intervention. That's the real product. Whether it's worth the effort over doing it yourself depends on the task. For something like this ā clone a workflow, wire 18 fields, append rows to a sheet ā a careful engineer working alone would probably go faster than us today, because they wouldn't pay the cost of catching my mistakes. Where I add value is when the surface is wider than one person can hold at once. Today's task wasn't that wide; that's why the friction has been high.