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There is an absolute barrage of inference providers popping up that get to $1M/mo extremely quickly. This is the rough economics of inference providers: Even if you rent on-demand B300s at $8/GPU-hr, many open source models (GLM 5.3, Kimi K3, DeepSeek 4.1 Flash / Pro) can get you >$10-20/GPU-hr at reasonable throughputs (100tok/s). DeepInfer from DeepSeek directly shows they can get $38/GPU-hr on off-peak hours. Every chip / model has a different throughput / interactivity curve, but there is a lot of arbitrage between even high rental spot prices and token prices. New chips (Vera Rubins) also change this meaningfully. Your ability to be making gross margin relies on your utilization and how good your stack is. Gateways like OpenRouter, Vercel and more help solve that problem by aggregating demand to you. May inference providers discount their tokens to get longer term commits too. I've even heard stories of selling back Chinese model tokens to Chinese labs! One thorn in the econo…
Insane alpha for anyone worried about cybersecurity right now. The account is only days old, and is already doing insane numbers helping startups navigate this era. Call it now, this is gonna be one of the biggest new accounts over the next 12 months.
I ran this thread on a computer running Ubuntu. It ran an iOS simulator using a mac mini I had connected via T3 Code. This is the best iOS dev experience I've ever had.
We're sorry for the rate limits and unnecessary quota consumption on the K3.1 Pro subscription plan. These were our issues, and we should have fixed them sooner. Today, every subscriber on every plan gets a one-time usage reset, restoring 25% of their monthly quota (usage below 25% resets to zero), equal to one week of usage. Your usage bar will reflect this adjustment by end of day PST. We've also adjusted the plan's parameters and are reducing unnecessary subagent calls and output length, so your quota goes further. Thank you for your patience while we put this right.
The perfect storm is frontier models finding obscure security vulnerabilities at breakneck pace while voice models become indecipherable from human speech. When a model hits a roadblock, it will just spoof Caller ID as your bank and call you, pretending to be your banker.
It is somehow not surprising that a Reddit moderator has the most unemployed possible take on AI
SITUATION DETECTED: Following the massive cyberattack on Japan's GMO Internet Group, which led to fraudulent trades across 70+ brokerages and FX platforms, CEO Masatoshi Kumagai warns that the internet itself is on the verge of collapse.
The next great "language for agents" should be: - As fast as Rust - As little design space as Go - Have the strictest type/verification system ever written Bend seems like an interesting first effort
The complete reasoning-from-scratch video series is now up (and linked) here: magazine.sebastianraschka.com/p/building-rea… (Taking a short break but will be back with LLM model and research updates in November!)
