> you buy the clothing with the most 000's at the end of the price because it's most likely the best
This is very rarely the case. For tailored or custom clothing, sure, but that doesn’t end up being the most expensive. Silly designer brands with lower quality do.
Not who you’re replying for but I can give some thoughts.
For anything math, it’s much more reliable to give agents tools. So if you want to verify that your real estate offer is in the 90–95th percentile of offerings in the past three months, don’t give Claude that data and ask it to calculate. Offload to a tool that can query Postgres.
Similar with things needing data from an external source of truth. For example, what payers (insurance companies) reimburse for a specific CPT code (medical procedure) can change at any time and may be different between today and when the service was provided two months ago. Have a tool that farms out the calculation, which itself uses a database or whatever to pull the rate data.
The LLM can orchestrate and figure out what needs to be done, like a human would, but anything else is either scary (math) or expensive (it using context to constantly pull documentation.)
HIPAA doesn't require any certification either. Some organizations voluntarily choose to earn certification from private companies that offer certifications for compliance with HIPAA privacy or administrative simplification rules but this is completely optional.
For doing some reporting stuff internally, there isn’t a certification. But there are definitely humans who have to certify financial statements and communications for financial offerings.
> how can one prove code was AI generated beyond a reasonable doubt?
Subpoena the provider they use.
Even if they don’t retain the full context, they have to save API calls for billing and analytics. If you’re clauding for the hour up to and after the commit, one can reasonably assume you built it with (if not exclusively by) AI.
I think if you ask something generic like “shoes”, this could be true.
When I’ve worked with Claude on finding brands for fashion (e.g. here’s a small watchmaker I like, what are similar options?) it does research and picks great options. Some are big, others are small producers.
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