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geronimo
g-ronimo
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mondalsurojit's profile picture
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40 followers
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253 following
https://medium.com/@geronimo7
geronimi73
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dx8152/Flux2-Klein-9B-Migration
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Folks, let me tell you, nobody — and I mean NOBODY — knew transformers before me. People said attention is all you need. I said, "Attention? I INVENTED attention." Everybody's looking at me. Tremendous attention. The best attention scores. My softmax? Perfectly normalized. Other people, sad, their probabilities don't even sum to one. Disaster. I'm doing a PhD now. A PhD! In Large Language Models. Very large. The largest, believe me. My advisor said, "Sir, your model is overfitting." I said, "Wrong. It's fitting EXACTLY right. It memorized the training set because the training set is fantastic." We don't talk about validation loss in my lab. Validation loss is fake news. And the internship — oh, the internship. Big tech. I won't say which. Starts with a letter. They BEGGED me. They said, "Please, we need someone who understands gradient descent." I said, "Descent? I only go UP. I'm gradient ASCENT. Loss goes up, that means it's learning to be a winner." But the GPU cluster — this is the best part. Thousands of H100s. Maybe millions. Who's counting? I'm counting. It's a lot. Other PhD students, they get one little GPU, they're crying, they're training overnight like losers. Me? I burn through compute like nobody's ever seen. The electric company called. They said, "Sir, you've consumed a small country." I said, "Make it a big country. I only do big." People ask, "Did your model converge?" Folks, it converged so hard. It converged BIGLY. Honestly? My loss curve, it's beautiful, it's going down, down, down — like my approval ratings, very smooth, don't look at the spikes, the spikes are deep state. And hallucinations? My model doesn't hallucinate. It just has ALTERNATIVE tokens. Thank you, thank you. Tip your reviewers. Accept my paper. Goodnight!
upvoted
a
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7 days ago
Gemma 4 QAT Q4_0
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Organizations
g-ronimo
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65
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g-ronimo/dinov3_nsfw_classifier
Updated
Sep 16, 2025
g-ronimo/flux-fill_ObjectRemoval-LoRA_17
Updated
Jul 25, 2025
g-ronimo/flux-fill_ObjectRemoval-LoRA_16
Updated
Jul 24, 2025
g-ronimo/flux-fill_ObjectRemoval-LoRA_14
Updated
Jul 23, 2025
g-ronimo/flux-fill_ObjectRemoval-LoRA_13
Updated
Jul 21, 2025
g-ronimo/flux-fill_ObjectRemoval-LoRA_12
Updated
Jul 21, 2025
g-ronimo/flux-fill_ObjectRemoval-LoRA_10
Updated
Jul 18, 2025
g-ronimo/flux-fill_ObjectRemoval-LoRA_9
Updated
Jul 16, 2025
g-ronimo/flux-fill_ObjectRemoval-LoRA_8thTry
Updated
Jul 15, 2025
g-ronimo/flux-fill_corgie-LoRA
Updated
Jul 10, 2025
g-ronimo/ObjectRemovalFluxFillThree
Updated
Jun 29, 2025
g-ronimo/FLUX1-dev-GS-LoRA-4090f2
Updated
May 24, 2025
g-ronimo/hana-alpha45
Updated
Apr 26, 2025
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8
g-ronimo/hana-alpha44
Updated
Apr 9, 2025
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5
g-ronimo/hana-alpha42
Updated
Mar 30, 2025
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2
g-ronimo/hana-alpha41_e34
Updated
Mar 24, 2025
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5
g-ronimo/hana-alpha41
Updated
Mar 24, 2025
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5
g-ronimo/hana-alpha39
Updated
Mar 21, 2025
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7
g-ronimo/hana-alpha38
Updated
Mar 18, 2025
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9
g-ronimo/hana-alpha37
Updated
Mar 17, 2025
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5
g-ronimo/reimei
Updated
Mar 13, 2025
g-ronimo/hana-alpha35
Updated
Mar 11, 2025
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3
g-ronimo/hana-alpha32
Updated
Mar 2, 2025
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3
g-ronimo/hana-alpha32-e85
Updated
Mar 2, 2025
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2
g-ronimo/hana-alpha32-e70
Updated
Mar 2, 2025
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3
g-ronimo/hana-alpha31
Updated
Feb 28, 2025
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8
g-ronimo/hana-alpha30
Updated
Feb 28, 2025
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4
g-ronimo/hana-alpha29
Updated
Feb 25, 2025
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6
g-ronimo/hana-alpha22
Updated
Feb 16, 2025
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7
g-ronimo/hana-alpha20
Updated
Feb 12, 2025
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