Lakshya Jain Profile picture
Mar 13, 2025 13 tweets 3 min read Read on X
I'm teaching databases this semester at Berkeley. My students all seem unusually brilliant. Not many go to office hours, and not too many folks post on the course forum asking project questions.

Weirdly, the exam had the lowest recorded average in my 10 semesters teaching it.
Put another way, I'm pretty sure a lot of Computer Science students are using ChatGPT to complete their coding assignments instead of actually doing the assignments themselves.

If true, it's a huge problem. The process of learning debugging is critical to growing as an engineer.
IMO the effect of this may be that courses will have to give even *less* scaffolding, so that students can't GPT the entire assignment. The design aspect of projects may also become even more critical.

Theory is going to become an even more important filter for competency too.
Here's the problem with just GPT'ing your way as a student.

In production-level systems, you will be dealing with things where THIS DOES NOT WORK. You *cannot* just use GPT as a crutch, partly because you won't even have the context needed to give the prompt to solve it.
For example: there will be times when the code is so gnarly and the error so insanely difficult to debug that you cannot GPT your way through it. The only way to fix it is to set a breakpoint, step into the debugger, and see what the values of certain variables are.
When setting up a codebase, there will be times when GPT fails. It's great to use GPT as an assistant — I use it all the time. You cannot use it as the *primary means of development*, because you're functionally not understanding what you're doing (other than copy paste).
Now, you can ask: "what if my tasks at work are simple enough to where GPT does solve it all, easily? Can't I just use it for that?"

Congratulations. You may have discovered the path to being unemployed. If the AI does everything you can do, *why would they keep you around*?
For a CS skillset that can't just be replaced by an AI, you have to learn fundamentals. That lets you do tasks that an AI still can't, because your brain is very powerful.

If you're ChatGPT'ing your way through it, you're not building any of those connections for later use.
my sincere apologies for the long, borderline-preachy rant, but if you're reading this far into the thread, you're probably already interested in the topic so I figured I'd go all the way in explaining my reasoning behind my thoughts here.
One key point, everyone:

The reason AI usage is different from the boomers ranting "in MY day we used to use punch cards and wrote code in assembly" is that here, students are not just outsourcing the work. They're outsourcing critical parts of the *thinking*.
Parts of it may well be deemed "outdated".

But the reason college curriculum is structured as it is instead of being a grand industry tour on the Hot Topic Of The Day is that by teaching fundamentals, you teach students *how* to think, learn, and work. AI just bypasses that.
@SpeakServeGrow The biggest separator I see when it comes to younger programmers is their logic/math. At that age, they simply don't know enough programming or have enough experience to show mastery of it. The ones who do best in college generally tend to be the best at logic.
@SpeakServeGrow Now, this isn't perfect advice, and this isn't a perfect predictor. The *other* thing that separates programmers in college, beyond logic/math, is the ability to work hard, for hours on end with little break in focus. So pick something that also helps build that skill.

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More from @lxeagle17

Apr 29
In our new poll today, Trump approval is at -22. Two months ago, it was at -15. Meanwhile, the generic ballot has gone from D+6 to...D+6.

There's a good argument to be made that Dems are hitting a bit of a ceiling here due to choices they've made.

theargumentmag.com/p/why-democrat…
Democrats should actually be doing a lot better.

This isn't that normal — not for this cycle, and not generally. It's pretty unusual for the gap to be *this* big, and it's also unusual for the generic ballot to stay static even as approval free-falls. Image
There is a good case to make that Democrats are failing to grow because they're losing new Trump-disapproving voters on issues.

Look at crime, for instance, where Trump-disapproving GOP voters split 47-1 (!) for the GOP on trust. Image
Read 7 tweets
Apr 9
More than Hispanics and young voters, it's white women (specifically white, *non-college* women) who are souring on Trump the fastest.

But unlike the others, they're not swinging blue. Huge and unique gap between Trump disapproval and Dem vote share.

theargumentmag.com/p/women-are-do…
No, it's not "liberal white college women" driving the shift. Female Trump voters are actually 2x as likely to disapprove of him as male Trump voters are. This is way deeper. At an individual level, women are more likely to disapprove of Trump, even after controlling for ideology Image
The group that is souring on Trump fastest is still refusing to vote blue — and this gap is maximized among the moderate/conservative cohort of white women. Dems are *losing* white, moderate women.

Either ideology matters, or these people are all waiting for Dems to go on Hasan. Image
Read 5 tweets
Feb 17
The trans rights backlash is extremely real and very worrying for progressives.

The public is aligned with conservatives on several issues like sports, restrooms, and minors' access to care. It's possibly the worst issue for progressives I've ever polled.
theargumentmag.com/p/the-trans-ri…
Here's an example of how much ground progressives have lost on trans issues: In 2016, Dems won NC on the back of the bathroom bill's backlash. Those bills were quite unpopular back in 2017!

They are now ~20 points above water — 52% for, 33% against.

theargumentmag.com/p/the-trans-ri…Image
In almost everything we polled, the public — including wide swaths of Democrats — is aligned with the conservative view on trans issues

🔴Gender surgery for minors: -35
🔴HRT for minors: -23
🔴Bathroom bills: -19
🔴K-12 sports: -35
🔴Gender identity in elementary school: -15 Image
Read 6 tweets
Jan 29
As part of our polling, I track attitudes across platforms (and have done so since the start). From our latest poll...

Trump approval:
X: 55/45 (+10)
Everyone else: 38/61 (-23)

ICE favorables:
X: 45 fav/53 unfav (-8)
Everyone else: 33/63 (-30)
Trump approval by news platform in January:

X: 55/45 (+10)
TikTok: 34/63 (-29)
Facebook: 45/53 (-8)
YouTube: 43/56 (-13)
Instagram: 39/60 (-21)
Newspapers/news sites: 33/67 (-34)
ICE favorables by news platform in January:

X: 45/53 (-8)
TikTok: 24/72 (-48)
Facebook: 39/56 (-17)
YouTube: 35/63 (-28)
Instagram: 29/68 (-39)
Newspapers/news sites: 28/71 (-43)
All voters: 35/61 (-26)

So if you're wondering whether this place feels like a bubble...
Read 7 tweets
Dec 17, 2025
Extremely funny watching people react to this AOC tweet by saying the poll is biased towards making progressives look good at the expense of moderates when the pollster is *literally me*.
My interpretation — based on the fact that Newsom also outran congressional Dems by a similar amount in our last poll — is that:

1) Vance is weak.
2) AOC/Newsom are very similar electorally but with slightly different coalitions. Newsom's better with whites, AOC with Latinos.
Newsom leads Vance by 7 (53.47 to 46.53, lol — rounding at the edges).

In that same poll, Dems led 52.9-47.1. The gap between Newsom and congressional Dems is basically ~identical to the gap between AOC and congressional Dems. Image
Image
Read 4 tweets
Nov 20, 2025
I had a strong prior that the COVID response had tarnished the Democratic brand, and that it was doing lasting damage to them.

But our poll suggests, again, that what drives elite discourse aren't necessarily the same things that voters cared about.

theargumentmag.com/p/the-covid-po…
You've heard that line about 40% of America loving Trump no matter what and being his strongest soldiers on everything, right?

Just 13% of people strongly approve of how Trump handled COVID-19. (Voters have actual minds of their own.) Image
What do they think about the school closures?

It's certainly complicated, but mostly, they think it was quite understandable and necessary, even after all the time that's passed. Image
Read 6 tweets

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