Praneet Brar

Calling the ATS score an estimate up front is the honest version. Of the three checks, keyword match, missing skills, or formatting traps, which one do people fix first after they see the score?

Calling calibration a different thing from missing data is the line I would keep. Once the five-second counters come back from the OnePlus, do you expect the future-dated stamps or the unreliable flag to explain most of that 80% invalid rate?

The part that stuck was returning 200 within two seconds and doing the real work async with a unique index on the event id. After three failed attempts, how are you paging yourself — email, Slack, or something that actually wakes you up?

Reading the page with no CSS and finding a nav menu and a cookie banner is a useful test. The 'this is unrelated to' line in llms.txt is a neat detail too. Do agents actually use the error codes from a JSON API in practice, or do they mostly stop at the OpenAPI file?

The whitelist versus $hidden point is the one that sticks. A new sensitive column staying private until someone adds it is the safer default. Does the admin users list ever need a field the public shape doesn't have, or do you add a separate admin resource for that?

Keeping the typed address for mail and using the normalised key only for matching is the detail that's easy to skip. The Workspace caveat is a good one too, since j.smith and jsmith can be two different colleagues there. How do you handle a real second person whose address collides with an existing key?

Granting credits only when both keys can be written, and still creating the account, is the right call. Blocking the signup outright just makes support emails. Good flag on hard deletes freeing up the keys too, that's easy to miss until someone starts farming it.

Yeah, sometimes. If one account is paying enough that killing the feature would lose them, I'll freeze it for that account only and hide it for everyone else. That only works when the feature is basically dead code with a flag, not when it's tangled through the whole product. If it's tangled, I'd rather talk to them about an export or a workaround and still remove it — one account owning the roadmap gets expensive fast.

Works fine in Supabase's SQL editor if you run it as a role that only has SELECT. Easiest path I've seen: create the read-only role in the SQL editor, grant it SELECT on the tables you need, then open a second connection (TablePlus or psql) as that role when you're poking around. You can also stay in the dashboard editor and just be careful not to run writes — but the separate role makes the "oops" harder.

Yeah that Saturday tax is the whole reason I started writing them down. The Slack message always exists somewhere, but finding it after you've already reversed the change is the painful part. A one-line note with the date would've saved the afternoon.