Gudman (gudman)

Gudman

In a world where you can be anything, Be kind

83 Followers

Recent casts

Just claimed my Fast OG Pass for @fast_protocol. Backed by a16z CSX and built to make Ethereum execution feel FAST. Claim your Fast OG Pass:

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How Gensyn’s Decentralized Compute Protocol Could Transform Healthcare: A Clinical AI Perspective I have spent years watching brilliant healthcare AI projects stall or die not because the science was flawed, but because the required compute was simply unaffordable or

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Gensyn's Decentralized AI Compute and Its Potential to Enhance Prediction Markets @gensyn is not another general-purpose blockchain project. It is a purpose-built decentralized machine learning engine that solves the exact problems Polymarket and similar platforms face today like expensive centralized oracles, resolution disputes, sluggish forecasting updates, and vulnerability to manipulation. Gensyns research provides the missing infrastructure layer that can turn prediction markets from clever experiments into trillion-dollar coordination tools. Their breakthrough starts with Verde and RepOps, a verification framework that guarantees bitwise-identical model execution across untrusted hardware. Translated to prediction markets, this means AI can resolve outcomes (election results, sports scores, macroeconomic data) with cryptographic proof instead of trusted committees. Disputes drop near zero, resolution becomes instant, and trust in the platform soars. SkipPipe, NoLoCo, and CheckFree together slash communication overhead and tolerate massive node churn, making it feasible to train gigantic forecasting ensembles on consumer laptops worldwide. Imagine real-time recalibration of odds as news breaks, powered by thousands of models instead of a handful of cloud instances. Latency falls, costs collapse, and forecast sharpness improves dramatically. RL Swarm takes it further. It turns collaborative reinforcement learning into native prediction games where models bet against each other, earn rewards for early accuracy, and continuously self-improve. This is not theoretical. It is already running on testnet and outperforming single-model baselines. For @polymarket t , it means automated liquidity provision, built-in hedging agents, and collective intelligence that no centralized team can match. Finally, their latest work on robust decentralized GRPO closes the security loop by neutralizing poisoning attacks with lightweight defenses that work even when participants are anonymous. Markets stay clean even under adversarial conditions. The result is simple yet profound. Gensyn supplies verifiable, scalable, and attack-resistant machine intelligence at a fraction of today’s cost. Prediction markets gain oracles they can trust, forecasts that update in real time, and autonomous agents that keep liquidity deep around the clock. I am confident once Polymarket and other prediction markets integrates Gensyn’s stack, the gap between today’s platforms and tomorrow’s global coordination layer will close overnight.

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Top casts

ALERT: BITCOIN OPENS A CME GAP IN THE $104K–$105K! Watch closely for a potential retest.👀

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The Aftermath of a Father Digging a Grave for His 2-Year-Old Daughter: In 2017, Zhang Liyong, from a rural village in Sichuan, learned that his two-year-old daughter was diagnosed with severe thalassemia. The treatment required a hematopoietic stem cell transplant, with total costs approaching nearly one million yuan RMB. To save their daughter, Zhang Liyong and his wife exhausted all their family savings but still couldn’t afford the subsequent medical expenses. In despair, the father dug a grave with his own hands for his daughter, saying that if she were to leave this world one day, he hoped she could adapt to death sooner. Zhang Liyong stayed with his daughter, sleeping and playing in that earthen grave. After the video spread online, it touched the hearts of people across the internet. Thanks to the power of the internet, Chinese crowdfunding platforms stepped in to help the family, raising the full amount of treatment costs in less than a month. Even more heartening, following the doctor’s advice, the couple had another daughter, and the younger sister successfully saved her older sister using her own cord blood. Later, a compassionate entrepreneur also covered all the recovery expenses for the older sister. After his eldest daughter was discharged from the hospital, Zhang Liyong filled the grave back with soil and scattered sunflower seeds over it. Love can traverse the deepest despair, blooming with hope even in the most barren soil! #copied

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