choly 求理 (Ж)
2.3K posts

choly 求理 (Ж)
@zeroxcholy
chief vampire officer, love music, past/ @realdogshouse, @thenotcoin, @triangle_web3

It’s time for Proof Of Human.


Agentic capability is improving fast. We believe Proof of Human is becoming critical for the internet and many of the platforms we use (like X). This paper explains why FaceID, face biometrics & government IDs won’t solve the problem, and what properties are most important.


When I was consulting for @HBO Silicon Valley, zero-loss compression was the holy grail Richard Hendricks chases that perfect middle-out algo could shrink everything w/out breaking a single bit. Google just did something even more practical for the AI era: TurboQuant compresses LLM key-value caches down to 3 bits per value using random orthogonal rotation + PolarQuant scalar quantization & optional 1-bit QJL residual correction. =>> 6× memory reduction, up to 8× faster attention (on H100), & 0 degradation on LongBench, Needle-in-a-Haystack, and RULER for models like Gemma. No retraining, no calibration needed. Fiction just got out-engineered by reality. 😅💚💚



AI doesn’t just make people more productive, it changes where the bottleneck is. “Everybody individually can write more code." “The bottleneck now is actually serializing all of that reviewing it making sure it's all aligned cross product etc.” In other words, once execution scales 10x or 100x, coordination becomes the real constraint. “These agents are being extremely useful” but “still have sometimes lapses of judgment." AI may not just transform productivity, it may force companies to rethink hierarchy itself. - @ilblackdragon, Co-Founder of @NEARProtocol 🎬

Was creating a Animation with Cavalry App, Asked my agent to build it, Guess how much time it took to make this?





"An agent that can only buy from pre-approved merchants is an employee with a corporate card restricted to three vendors. An agent with open protocols is an entrepreneur with a bank account." — @samrags_










