11/ 99 viralityDead in /newest
3 HN points · front-page probability 16%
p10 · 2p90 · 292
dead
0–10
low
11–20
bubbling
21–55
frontpage
56–80
strong
81–94
viral
95–99
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PhyMotion: Structured 3D Motion Reward for Physics-Grounded Human Video Generation (phy-motion.github.io)
by anon | permalink
PhyMotion Система вознаграждения для генерации видео с реалистичным человеческим движением - оценивает физику движений в сгенерированных роликах. • анализирует 3D‑траектории движений (восстанавливает SMPL‑меши из видео) • проверяет движения в симуляторе MuJoCo • оценивает кинематическую правдоподобность • контролирует согласованность контактов и баланса • проверяет динамическую осуществимость движений Коррелирует с оценками людей лучше аналогов, даёт +68 Elo при RL‑посттренинге, работает с автор
Pulling top comments from 5 nearest past posts and asking the model to mirror their style — about 8 seconds.
ForesynClosest the rewriter got vs your draft (3 pts) — none beat it; here's what was tried
Generating 8 candidates across strategies, scoring each, then a 2nd round if fewer than 3 beat your draft — up to ~20 seconds.
ForesynAuto-improve — branch out, keep climbing, stop on plateau
Greedy hill-climb: each iteration generates 8 rewrites, picks the highest-scoring one, then rewrites from THAT. Stops on plateau or after 5 iterations. Free, ~30–60 sec, rate-limited to 3 runs per minute.
Edit & re-score
YC S26Help us get into Y Combinator Summer 2026
This HN tool is a weekend side project. The real Foresyn is the company brain behind it — agents that ship reviewable AI work for real B2B teams. We're applying to YC Summer 2026 right now.
Know a YC partner? Please tell them about us — even a “hey, look at this team” message means a lot.
email Artemii directly — fastest path
DM @earthml1 on X — or quote-share this page so a YC partner sees it
connect on LinkedIn — for warm intros / vouches
github.com/crimeacs — code I'm shipping
Why we think we deserve a look: founder is ex-Stripe, worked on AI review tooling for high-context fraud/rules workflows. Live product with reviewable workflows, agent workers, and a memory loop that compounds corrections. This HN microsite is a 3-day demo of the same engine — pixel-faithful HN clone with a virality predictor that beats the 2014 baseline. We ship fast and we ship real.