How is this multiplayer? Claude-slackbot needs to inherit my permissions for accessing scoped context and data / tools. Sounds like I need to setup specific credentials for each instance of the agent.
More importantly, claude-slackbot automatically remembering sounds like it'll be company wide AI slop? 75% of the stuff on slack should not be remembered for the future. And 90% of the stuff worth having in context is not even on the slack thread.
The AI being wrong problem is probably not insurmountable.
Humans have meta-cognition that helps them judge if they're doing a thing with lots of assumptions vs doing something that's blessed.
Humans decouple planning from execution right? Not fully but we choose when to separate it and when to not.
If we had enough data on here's a good plan given user context and here's a bad plan, it doesn't seem unreasonable to have a pretty reliable meta cognition capability on the goodness of a plan.
You’re right in that it’s obviously not the only problem.
But without solving this seems like no matter how good the models get it’ll never be enough.
Or, yes, the biggest research breakthrough we need is reliable calibrated confidence. And that’ll allow existing models as they are to become spectacularly more useful.
Is it to build a copilot for a data analyst or to get business insight without going through an analyst?
If it’s the latter - then imho no amount of text to sql sophistication will solve the problem because it’s impossible for a non analyst to understand if the sql is correct or sufficient.
These don’t seem like text2sql problems:
> Why did we hit only 80% of our daily ecommmerce transaction yesterday?
> Why is customer acquisition cost trending up?
> Why was the campaign in NYC worse than the same in SF?