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News
The LoRA won on its own moods, and the held-out tradeoff stayed visible
5+ day, 10+ hour ago (206+ words) I wanted a small answer to a practical question: can two topic-specific LoRA adapters improve perplexity on their own topic without simply making the model better at everything? The experiment used two specialists, guitar and sourdough. The base model and…...
Having Killer Instinct
1+ week, 3+ day ago (345+ words) In a recent one-on-one, my manager described a human trait that enables software engineers to succeed in their craft. They called it killer instinct, a description that goes beyond being confident. From what I learned, killer instinct refers to an…...
Doing the work was the easy part, hitting Submit was the whole fight
1+ mon, 4+ week ago (467+ words) I do the work in private without a flinch. Then a form asks me to claim it, and my whole body locks up. Today it was a partner application. Real credentials in every box, 16 years of them. And still, the…...
UFC Underdog ROI: I Tracked 500 Fights to Find Systematic Mispricings
2+ mon, 2+ week ago (838+ words) "The sharps are cleaning up in the UFC betting markets while casual bettors get slaughtered." That statement gets thrown around sportsbooks constantly, but I wanted to know if it was actually true. What if there were systematic patterns in how…...
DreamZero vs Motus
3+ mon, 3+ week ago (325+ words) DreamZero and Motus are the two most representative works in the field of World Action Models (WAMs). Both conduct joint video + action generation, adopt flow matching, and use chunk-based generation. However, they differ completely in generation paradigms, training mechanisms, alignment…...
The Enemy of Comfort: What UFC Fighter Ian Garry Taught Me About Technical Debt
6+ mon, 3+ week ago (282+ words) I’ve been following the UFC closely, and Ian Garry’s trajectory always strikes a specific chord with me. He calls himself "The Future," but what truly defines him isn’t the trash talk—it’s his absolute allergy to comfort. He changes gyms,…...
Michael VS HackPompey Round 2
8+ mon, 3+ week ago (379+ words) After attending and destroying my first hackathon last year. I was itching for another one, so I went to Hack Pompey this year to defend my title (and for the free food and merch—okay, mostly for the food and…...
The Toughest Fight I Had This Week… Was With Myself
8+ mon, 3+ week ago (47+ words) A post by fayzak izzik. Templates let you quickly answer FAQs or store snippets for re-use. Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's…...
Why Mixup Works (Even When It Blends Everything Into Goo)
9+ mon, 2+ week ago (239+ words) Mixup, introduced in 2018, is one of the oddest augmentations ever proposed. Instead of masking, cropping, or jittering, Mixup generates new samples via linear interpolation: x = λxi+(1−λ)xj y = λyi+(1−λ)yj λ∼B(α,α) where B is Beta. Blend…...
Why CutMix Works (Even When It Breaks the Image Apart)
9+ mon, 2+ week ago (262+ words) CutMix, introduced in 2019, takes Cutout’s idea and dials it up: Instead of dropping pixels, it replaces them with content from a different image and mixes the labels accordingly. You cut a patch from image A, paste it onto image B,…...