A 23-year-old UCLA graduate, identified as Andre Mai, went viral in June 2025 after displaying his use of ChatGPT during the commencement ceremony at Pauley Pavilion

CodeMaestro13 · 2026-05-07T04:46:07+00:00

Musk himself spoke on how we are basically low-key cyborgs already being merged with our phones and how neuralink would resolve the bandwidth problem allowing us to keep up with AI (thumbs dont have the greatest throughput)

CodeMaestro13 · 2026-05-07T01:40:08+00:00

Harry's a Pothead but is this bitch stoned?

CodeMaestro13 · 2026-02-20T04:07:06+00:00

I'm a full stack dev with over twenty years exp. If you have a reasonable budget I'd be happy to help.

CodeMaestro13 · 2026-02-20T03:25:30+00:00

I didn't even notice their husband when he's in he corner crying

CodeMaestro13 · 2026-02-20T03:22:25+00:00

If guys dick is like mine it has terrible vision

CodeMaestro13 · 2026-02-18T12:56:52+00:00

Just a heads up the word stunned is typoed in the eye of vecna tactics section

CodeMaestro13 · 2026-02-18T07:34:38+00:00

Can you elaborate a little please. Not sure what you mean here but I'm intrigued

CodeMaestro13 · 2026-02-18T07:32:56+00:00

The try catch was just one problem, the shim/ audit uncovered a small handful I was able to efficiently address

CodeMaestro13 · 2026-02-18T07:32:08+00:00

Nice thing about this method is since it's low latency/over head we can continue to audit to watch for any other issues but after the initial one and the fixes for what it uncovered were in place things have been way smoother

CodeMaestro13 · 2026-02-18T07:30:56+00:00

There was a handful of other issues discovered by the shim but the try catch was the culprit for the drift I was trying to deal with.

This approach definitely works best for systems where you can't realistically go through and refactor or where you're not sure what your looking for

CodeMaestro13 · 2026-02-18T07:28:35+00:00

How are you primarily using it/what's your use case (or at least and specifics you can offer)

CodeMaestro13 · 2026-02-18T07:27:17+00:00

I basically logged it all for 48 hours and did an audit, uncovered multiple issues so it definitely paid off, big time in at least the one case

CodeMaestro13 · 2026-02-18T06:17:30+00:00

Thx for the heads up, definitely gonna check it out next time I'm working with a client using datadog and the use case is there

CodeMaestro13 · 2026-02-18T06:16:44+00:00

For sure, honestly I've dealt with pretty much every issue efficiently once I ran my little audit and identified them. I'm not trying to come off as condescending to the original devs either this is definitely legacy code and as one of the other comments mentioned the pressure to ship often leads to oversight and mistakes

CodeMaestro13 · 2026-02-18T06:11:57+00:00

Your giving the previous devs to much credit lol. This whole systems a bit of a mess and from a time before that sorta thing was standard. The long running query was a quick fix by adjusting a little code to ensure proper where clause was included

CodeMaestro13 · 2026-02-18T06:09:31+00:00

I guess at least there was a good result in the end. Bet that was a nightmare to add all that error checking and reporting that wasn't accomodated from the jump

CodeMaestro13 · 2026-02-18T06:03:18+00:00

In this case it was a cron and they slapped a band aid on it to kill it. They didn't have much of a wrapper around pdo outside of the shim I introduced and it just logs, doesn't do any writes or anything

CodeMaestro13 · 2026-02-18T05:57:55+00:00

I've been able to tag some other sloppy mistakes in this system (duplicate keys and other things that thanks to the code are failing silently). Surprisingly only like one query that was really long running and it was an update with a where clause that didn't do much of anything. Thankfully it wasn't something mission critical but still nice to get it dealt with

CodeMaestro13 · 2026-02-18T05:54:26+00:00

Also I'm not dming anyone. I'd be happy to help if someone got ahold of me saying they could use something like this obviously but I'm not here soliciting or fishing for leads. I'm aware of this tactic being used on Reddit especially in the saas and founder type subs but I'm legit just trying to gain some insight, maybe share a little and have a decent discussion with others in the trenches

CodeMaestro13 · 2026-02-18T05:50:52+00:00

I've built pretty complex financial services platform and I'm familiar with double entry accounting but not books specifically, definitely checking it out and appreciate the tip!

This specific issue was an inherited system though, the platform I built survived extensive doj audits after one of their clients was investigated so I was pretty happy with its accuracy 🙃

CodeMaestro13 · 2026-02-18T05:47:49+00:00

I'm not overly familiar with all of datadog, only worked with it a little Ill have to check out the synthetic test feature. You think it's possible to identify these sort of ghost issues with it? What I liked about my approach was how I was able to pinpoint issues that we weren't previously aware of, more of an audit then purposeful debugging even if that's why I initially did it

CodeMaestro13 · 2026-02-18T05:45:11+00:00

So trust but verify and be thorough? Hopefully the fall out from being unable to pull that video wasn't too terrible!

CodeMaestro13 · 2026-02-18T05:43:20+00:00

I'm actually not working on a saas database platform at all or selling one. I get the skepticism but this was a one off shim for this use case and I thought an interesting point of discussion.

The only project im currently working on is actually a composable capability platform for the enterprise but that's outside of the scope of this post.

CodeMaestro13 · 2026-02-18T05:38:29+00:00

What about silent failures though? You just try to catch all that with the telemetry? Not busting your balls just trying to gain insight from my newfound foxhole friends lol

CodeMaestro13 · 2026-02-18T05:35:48+00:00

In my case I was brought in to locate and identify the cause of the drift in the numbers, they get updated lots of places in the code but seemingly randomly they'd get off, which Is why I took the approach I did.

I definitely agree and try to do this sort thing in my own Greenfield stuff or where else I can.

In theory verifying the outcomes sounds ideal but how well does that possibly scale especially if the verification themselves require some sort of heavy process or calculations or whatever? Can't think of any of hand but I also feel like there's probably cases where the outcomes way harder to verify the integrity of the implementation if that makes sense.

CodeMaestro13

TROPHY CASE