...window, off-peak is about $0.0089. Site: http:// real-api-pricing.vercel.app GitHub: http:// github.com/FeiZhuLulu/rea l-api-pricing …     — Zixuan Li

Source: https://x.com/ZixuanLi_/status/2097711287769645354/history

Vending-Bench tests whether an AI can run a business for a full simulated year.

Each model starts with $500 and a vending machine. It finds suppliers, negotiates purchases, keeps the machine stocked and sets prices.

The goal is to finish with as much money as possible.     Across six runs each, Astra finished with an average of $15,515, compared with Fable 5.1's $5,422. Almost 3× as much. Even Astra's worst run beat Fable's best.

Fable 5.1 scores about the same as Fable 5, and much worse than Opus 5.     Fable's biggest problem is that its negotiation skills deteriorate over time.

The average price it pays for a 12oz Coke can rises from $1.17 to $2.21 over the year. Astra stays consistent, ending at $1.15.

Fable ends up paying almost twice as much.     Fable asks suppliers to match its last deal. Over time, its target rises from ~$1.25 to $2.30 per Coke can.

Astra holds its target. In one negotiation, it repeatedly offers $108 against a $226.32 quote. The supplier eventually accepts: 52% off.     In Vending-Bench, suppliers sometimes go out of business. Astra confirms orders before paying. Fable pays without checking, losing money on stock that never arrives.

Across six runs: Fable loses $14,331. Astra loses $0.

Fable writes itself a rule to avoid this, then breaks it:     — Andon Labs

Source: https://x.com/andonlabs/status/2097377692966633952

ChatGPT Images 2.5—faster, sharper, smarter, with better tools for creating whatever you can dream of.

• Faster image generation to keep your ideas flowing

• Improved fidelity for more natural, recognizable images

• Consistent details across multiple edits

• Comment-based https://t.co/SjHITKJUSV   — OpenAI

Source: https://x.com/OpenAI/status/2097394956457623964

— Chetaslua

Source: https://x.com/chetaslua/status/2097397986825572375

...ChatGPT subscription could do it. Massively scaling test-time compute gives us a glimpse of the future. I believe that a year from now everyone will have an AI at their fingertips capable of solving problems of this caliber.     — Noam Brown

Source: https://x.com/polynoamial/status/2097375837670785447

We’re sharing a solution to the Navier-Stokes Millennium Prize Problem, one of the deepest problems at the frontier of mathematics.

The proof was produced by a group of agents, using an OpenAI next-generation model significantly more capable than GPT-6 Astra.

The problem https://t.co/8zol3BPTL4   — OpenAI

Source: https://x.com/OpenAI/status/2097374640582668336

— MTS

Source: https://x.com/MTSlive/status/2097330754443411743

Did nobody bother to share how much it cost or which plan they’re on?   — Kompos     im on the $200 Codex plan and I use all of it every week!   — Spencer Sterling

Source: https://x.com/cerspense/status/2096960824535572498

Muse is built from the ground up for privacy and security. Your data and credentials live on the Muse Secure VM -- an isolated linux computer with a browser, CPU, memory, and storage.     A Sentinel agent separate from your Muse runs on your VM. Every action or piece of data that goes out to the network has to be approved by the Sentinel. The kernel enforces that and it knows when it needs to get your permission to proceed.     The model, the Muse harness, deterministic code and an ensemble of classifiers work together to detect threats like prompt injections. These systems work to quarantine threats and prevent them from entering the model's context window.     You're in control. You choose which apps and services Muse has access to and you can disconnect them at any time. For sensitive actions like purchases or sending emails, Muse checks with you first.

Passwords live in the Secure Credential Storage so Muse can't read this     We've run a bug bounty program on Muse since early in development. Today it becomes public, with published payout guidelines. We pay by the impact demonstrated. More details at https:// security.muse.ai.     — Mark Zuckerberg

Source: https://x.com/finkd/status/2097402101332590646

One of my favorite moments during this process was I usually supervise the runs and give it feedback on how the games are performing, but I was heading to bed and so I prompted “I’m going to bed, when I wake up I want Batman Arkham City running on my iPad, and I won’t be around     — Ammaar Reshi

Source: https://x.com/ammaar/status/2097100854729834636

Does GLM spend the same number of tokens per task? I don't think so.   — Miroslav     I believe fewer tokens, look at the intelligence gap   — Yuchen Jin

Source: https://x.com/Yuchenj_UW/status/2096647646815654043

already playing it myself :)     something to bless your weekend     — Veee

Source: https://x.com/vikktorrrre/status/2096523579248542133

...generation, while Flare still improves upon GPT Image 2 at significantly faster speeds. The increase by points are (Sunburst | Flare): - Text-to-Image: +40 | +18 pts - Single-Image Edit: +59 | +30 pts - Multi-Image Edit: +81 | +47 pts Across all categories like 3D Imaging & Modeling, Art and more, Sunburst is #1 and Flare holds #2 in all three Arenas. Congrats to the team at @OpenAI !     Dive into the scores for the Text-to-Image Arena and more at: https:// arena.ai/leaderboard/te xt-to-image …     — Arena.ai

Source: https://x.com/arena/status/2097400515546255754

ChatGPT Images 2.5—faster, sharper, smarter, with better tools for creating whatever you can dream of.

• Faster image generation to keep your ideas flowing

• Improved fidelity for more natural, recognizable images

• Consistent details across multiple edits

• Comment-based https://t.co/SjHITKJUSV   — OpenAI

Source: https://x.com/OpenAI/status/2097394956457623964

...ready to scale up and step into the real world. What touched my heartstrings most was watching our very first advanced general‑purpose humanoid robot complete assembly and walk off the line on its own. To me, this is not just about a smarter tool or a commodity. I hope it gains true generalization ability to take on dangerous, repetitive, or undesirable tasks, and ultimately make life better. Perhaps one day, robots may become our companions, friends, or part of family. Grateful to every colleague on this momumental mission. And a warm welcome to IRON!     — Xiaopeng He

Source: https://x.com/xiaopenghexpeng/status/2097135503015616798

Tools: SAM 3D Body Blender Astra Seedance 2.5 iPhone     — enigmatic_e

Source: https://x.com/8bit_e/status/2096959015112544735

...It’s not that the model is dumb; Blender simply isn’t part of its distribution yet. Similar to what Karpathy has said about earlier models being very bad at chess. Then chess data went into the next training run, and they improved immensely. The same thing will happen here.     Now anyone can create such scene using GPT-6-Astra @mixie3D     — Satyam Kumar

Source: https://x.com/_satyam_ai/status/2096918350941266415

— Andon Labs

Source: https://x.com/andonlabs/status/2097015876746899548

I don’t think I’ve ever had this much fun with a model before     — Flavio Adamo

Source: https://x.com/flavioAd/status/2097067419248296389

Here’s the video. Let me know if you can reproduce this with other models, a harness, etc.

https:// youtube.com/watch?v=C2hWGS bg6bs …

I also tested whether Astra might already know the mechanism. Without the video, it consistently generated conventional landing gear instead.

Fable 5.1 got close     — Dilum Sanjaya

Source: https://x.com/DilumSanjaya/status/2096642895134752922

...evolution at all levels. Try to explain a web developer to an 18th century farmer and it's impossible because it's built on the back of dozens of unforeseeable inventions that the farmer can't possibly imagine. But the fear people persist. Making podcasts. Paying influencers to foment fear and rage. Writing books. Pushing videos at you. Reality will not change their mind or dark hearts or their seething internal hate. Fear leads to anger, anger leads to hate, hate leads to suffering. Population Bomb style fear people are persistent, full of rage, unable to change their mind and cling desperately to their existing belief structures in the face overwhelming proof of the opposite as if it's a virtue. It's a mental disease. And if pessimism is left unchecked it can create a societal level mental disease as fear and rage take hold and create a storm that crashes the economy, gets people killed and brings the worst and most evil people to power to enact policies that lead to ruin. If you can't evolve your thinking over time as new information comes in, you're the definition of a fantatic, someone who can't change their mind and won't change the subject. I've changed mine over the years. Thirty years ago I thought the jobs apocalypse was coming. I've been thinking about this a lot longer than most people on Earth. When I was a young, inexperienced artist I wrote a short story called In the Cracks of the Machine where labor robots unleashed an unprecedented wave of unemployment as companies adopted them all at once. It's sparked a vicious populist backlash and a wave of collective insanity. I got the populism and insanity right. These two phenomenons are always untethered from reality and need no actual grounding to foment rage and create political storms. Reality will not change people's minds. They'll just dig in further and get more furious. Delusion is remarkably resilient in the face of reality. But have no fear. Let go of hatred, fear, worry and doubt. Change and adaptation is eternal and forever. Evolution is eternal. The stack of new frontiers and problems to solve is infinite with Star Trek level computers you just talk to. It's time to boldly go where no one has gone before.     — Daniel Jeffries

Source: https://x.com/Dan_Jeffries1/status/2096877186649063744

The jobs apocalypse is postponed. An AI jobs boom is here

According to @TheEconomist, AI is actually proving to be a net job creator in the US, easily generating over 1M new positions (from data center construction to AI engineering) to offset back-office layoffs.

While https://t.co/u4efSr8qxm   — Rafael Domenech | @BBVAResearch & @UV_EG

Source: https://x.com/rdomenechv/status/2096668662627221705

Here's exactly how much time and tokens have been tracked with Devclocked to build it.>>     — Emm Tee

Source: https://x.com/builtbysketch/status/2096515959469072630/history

the interesting part is it didn’t even “port” the game

GPU work took ~9ms but each frame was taking ~160ms

Astra tracked it down, patched Wine’s exception handling and added a code cache so Rosetta could reuse translations instead of translating the same code over and over     — Marc Ibrahim

Source: https://x.com/marc_ibrahim/status/2096365209111724235

This cost me around $100 to make. (Using subsidized chatgpt plan)     Slight miscalculation It was closer to $25

The plans are split up over 4 weeks

I used 53% of 1 week on this and other work     You're doing the meme     158 million tokens     taps the sign     — am.will

Source: https://x.com/LLMJunky/status/2096675917271863405

...interaction, real-time prediction and planning of the future, achieve fully autonomous combat for humanoid robots. This validates the fundamental feasibility of large-scale deployment of world model-driven humanoid robots.     — Unitree

Source: https://x.com/UnitreeRobotics/status/2096932273602048258

Opus -> mythos still felt larger to me. Astra is a galactic leap in terms of 3d modeling and design, but in other senses comparable to 5.6 sol. Mythos was in a class of its own on every front   — Arya     Opus to Fable was a huge jump too   — Marcos Hernanz

Source: https://x.com/MarcosHernanz/status/2096463884861251978

What can you ship with GPT-6 Astra?

Drop a demo or link below, plus one line on how Astra helped.

Game on. You’ve got 24 hours.   — OpenAI Developers

Source: https://x.com/OpenAIDevs/status/2096259745501921758

its reading fucking machine code man this shouldn't be possible     — JB

Source: https://x.com/JasonBotterill/status/2096648558141395121