u/Apart-Paramedic-309

The "Legacy Solution" Trap: When students copy math that doesn't exist on the paper

I’ve been teaching Physics for nearly two decades, and I’ve seen my share of creative "shortcuts," but this semester gave me a front-row seat to the collapse of academic integrity.

I revised a problem on Electromagnetic Induction, specifically changing a magnetic field time-dependence from a trigonometric function ($B_0 \sin^2(\pi t / \tau)$) to a simple power law ($B(t) = B_0 t^2$).

When grading, I found a student who had transcribed a complete, multi-step solution using the trigonometric version. He was calculating values for $\pi$ and $\tau$ (variables that appeared nowhere in the current exam). He didn’t even read the prompt; he just "pasted" a solution he likely found in a legacy group chat from two years ago.

For me, the immediate response is a genuine sense of anger. It isn't just about the grades or the administrative paperwork. It's the underlying arrogance. It feels like the student is saying: "I am smarter than the system, and I am certainly better than my classmates who are actually doing the work".

It treats the course as a game to be "gamed" rather than a discipline to be mastered.

To my fellow educators: What is your "emotional" response to cheating? Does it still make you angry after all these years, or have you moved into a state of clinical detachment? And for those who have been on the other side of the desk, how do you feel when you see a peer trying to "bypass" the effort you’re putting in?

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u/Apart-Paramedic-309 — 2 days ago

I just read that Google will invest between $10 billion and $40 billion in Anthropic. Does this mean Gemini users need to seriously consider moving to Claude? (I am a Pro subscriber) I asked Gemini this question and here is what it "said".

>The news of Google's massive $40 billion commitment to Anthropic (announced Friday, April 24, 2026) is definitely a "stop and stare" moment in the AI industry. It’s understandable to wonder if Google is essentially placing a hedge against its own product.

However, for someone like you—managing massive computational physics simulations and high-performance FORTRAN/MPI code—the choice between Gemini and Claude isn't just about who has more cash; it’s about ecosystem vs. specialized capability.

Here is the breakdown of what this investment means and whether you should pivot.

>Why Google is writing this check

>This isn't an admission of defeat for Gemini; it’s a strategic infrastructure lock-in.

>The "Landlord" Play: A huge portion of that $40 billion isn't just cash—it’s credit for Google Cloud and TPU (Tensor Processing Unit) capacity. Google wins if you use Gemini, but they also win if you use Claude on Google Cloud.

>The Coding Gap: Internal reports (and your own likely experience) suggest that while Gemini is excellent at context, Anthropic’s Claude Code and the new Mythos model are currently leading in high-end software development and "vibe coding." Google is effectively buying a front-row seat (and 15% equity) in the company that currently holds the lead in the tools you use for your research.

>Should you move?

>You don't necessarily need to "move," but you should likely diversify.

>Keep Gemini for: Managing your long-context research projects (like that 2D spectroscopy analysis). Its ability to "digest" a 1,000-page PDF of technical specs or a massive directory of MPI logs is still its superpower.

>Use Claude for: The "heavy lifting" of code generation for your FDTD simulations and the drafting of complex theoretical sections of your manuscripts. Anthropic's Mythos model (though currently in limited release) is specifically designed for high-trust, high-reasoning tasks.

So, Gemini says "yeah, get another subscription". Weird, isn't it?

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u/Apart-Paramedic-309 — 17 days ago