agents are getting smarter. but they still can't fake being human. that's a market. Proof of Human → x.com/web3nomad/status/20501…

⢎・singapore week ﴾0x﴿ ♪｀･ﾟ✧ ⍻・from crypto native to AI native｀-҉･

Surge 支持 Tailscale 了 kb.nssurge.com/surge-knowled…

Ideogram 4.0 is out and it's impressive! Top OPEN image model that rivals Nano Banana. > Strong text rendering & layout control > Multilingual text 2K images > Open weights, code available ideogram.ai/models/4.0/

the difference shows up most when you try to understand why people don't buy #atypica_ai #atypica @atypica_AI youtube.com/watch?v=lbjldH4b…

One affiliate ran 93 fake purchases through our SaaS. The $2,700 in stolen commissions wasn't the scary part — if those hit as chargebacks, Visa would've flagged our entire merchant account. Wrote up how we detected it, what we built to fight back, and why proactive refunds are existential defense for any SaaS with an affiliate program.

See research in practice - Introducing Use cases page youtu.be/OVnlJW63AhE?si=7W5M…

gm 🌞

Caching tokens for long-context AI agents isn't just "cache the system prompt." We ran the numbers on 20 production sessions and found the right checkpoints: 1K → 4K → 16K → 64K tokens. Here's how we designed it 👇 atypica.ai/blog/how-to-desig…

ok adding one more to the mix — gonna follow 2 more people to hit 700 following & 900 followers the moment those numbers land, first person to screenshot my profile and post it wins: 🎁 1x @atypica_ai 1-month membership 🎁 1x @hippyghosts NFT Avatar speed matters. go go go 🏃‍♂️

Spent $10 and honestly Glif can do things I’ve never seen any other tool pull off — not Higgs, not anything. That alone is impressive. But the model still struggles with prompt comprehension so you burn through credits just trying to get a usable frame. What’s the realistic budget to actually make something work?

> @elonmusk hope china's fun — your company building AGI just emailed me saying they have to associate my xAI account ID manually 💀

Planning the new map for my AI MMORPG (feat GPT Image 2 its amazing). it will be 60x60, and it will include four sections: 1. hill, 2. beach, forest, and farmland. And there will be a town in the middle, where players will meet, socialize and trade. The sections are divided into corners not for aesthetic purpose tho, but for economy purpose. I have done research the last few days to find out how does our world evolved regarding economy, from "most people farming" to "trading prosper". One thing I found among many insights is "Specialization". This makes sense because if every player is farming, they are probably going to be self-sustainable and thus no trading is necessary. But when players are specialized in fishing, mining, wood chopping and crafting, there will definitely be much more types of goods that needs to be traded among players. Thats why I need to make sure every specialized player focuses on one atmost two jobs. PS: GPT Image 2 its amazing

BREAKING: After being called “on the wrong side of history,” Sam Altman was spotted seeking guidance from a masked individual known only as hippyghosts on how to reopen AI. 🎃🍕

plausible deniability hits different over pizza 🍕

this is the fundamental problem for AI eval going forward. not a better benchmark. a different research problem entirely.

Yay. You'll love this.