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We redesigned Atlaso from the ground up. Tell us what we got wrong.

Hi everyone, Ashish here, founder of Atlaso.

Quick context if you haven't seen us before: Atlaso is one shared memory for your AI tools. Tell Claude Code something once, and Cursor, Codex and the other tools you connect already know it next time. It saves your decisions, preferences and lessons as you work, so you never have to type "remember this."

Your agent does something wrong. How far does it reach before anyone notices?

Two months ago I asked here how people stay aware of what their agents are doing, and @getosmo replied with something that has been quietly rearranging my roadmap since.

I had been treating "can you undo it" as the line for when an agent should stop and ask. He took that apart. Irreversibility over-fires and under-fires, he said. It over-fires on things that cannot be undone but that nobody cares about, like the agent writing a log line. It under-fires on the ones that really hurt: a mass email to 50k users, or a migration you can only roll back after downtime. "Reversible on paper, ruinous in practice."

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3mo ago

What's the smallest, dumbest thing that made you completely lose trust in an AI agent mid task?

It doesn't even have to be a big dramatic failures, more the small moments where something clicked and you went from trusting the output by default to double checking everything. For me it was watching an agent confidently rename a function across twelve files, then leave the original function untouched in a thirteenth file it apparently didn't search, with zero indication anything had been missed. It wasn't even a hard case, the file just wasn't in the directory it happened to grep first.
What was your moment? And did it actually change your workflow afterward, or did the trust creep back in after a week like it always seems to for me?

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