Reading up on GPT-6 Astra
24 deep · digging since sep 03
- It Ain't AGI Until H100s Go for $30 an Hour
AGI will only arrive when H100 compute prices rise roughly tenfold to about $30/hour, reflecting the balance of supply and demand for AI agents replacing high‑earning workers.
- Can Agents Design Libraries for Agents?
LibraryDesignBench evaluates agent‑generated libraries by measuring how much they reduce code for downstream agents, revealing that agents mimic human designs but improve when explicitly guided to optimize for agent usage.
- Claude Opus 5.5, GPT-6 Sol, GPT-6 Luna, and a new price war
Anthropic’s Claude Opus 5.5 and OpenAI’s GPT‑6 Sol/Luna launch with steep price cuts, undercutting prior models and triggering a new AI model price war.
- GPT-6 Astra Solves a WWI German Radio Cipher - prinz
GPT-6 Astra claims to have decoded a previously unsolved World War I ADFGVX radio message using the key ‘TRUPPENVERSCHIEBUNG’, revealing an English cruiser’s arrival at Sevastopol.
- GPT-6 Astra Solves a WWI German Radio Cipher - prinz
GPT-6 Astra decoded a WWI German ADFGVX radio message using the key TRUPPENVERSCHIEBUNG, revealing an English cruiser's arrival at Sevastopol and an Allied squadron's follow‑on.
- Introducing Astra for Law
OpenAI launches Astra for Law, a GPT-6 Astra–based platform enabling law firms and legal tech firms to build AI-powered legal products and workflows.
- Joy & Curiosity #99 - by Thorsten Ball - Register Spill
AI agents now autonomously handle complex end-to-end tasks, enabling higher‑level ambitions while prompting debate over software‑engineering alignment, safety, and the future of human‑led development.
- The Cache Is the Price - Julien Simon
The cost of handing off a job from a cheap model to a frontier model depends on prompt caching rates, which can make routing more expensive than using the frontier alone.
- GPT-6 Astra, Looped Transformers, and Hidden Reasoning
The article examines GPT‑6 Astra’s performance, explains looped transformers as weight‑shared depth increase, and evaluates claims that they hide chain‑of‑thought reasoning.
- GPT-6 Astra, Looped Transformers, and Hidden Reasoning
GPT-6 Astra achieves top coding and multimodal scores via looped transformers that reuse weights for extra depth, while recent work shows this architecture does not inherently conceal chain‑of‑thought reasoning.
- GPT-6 Astra and the Fourth Exponential
GPT-6 Astra demonstrates reliable computer‑use capabilities, enabling AI to autonomously perform tasks like 3D modeling and spreadsheet work without APIs.
- OpenAI’s AGI number came from a harness, not the model
OpenAI’s 99.9% AGI score for GPT‑6 Astra relied on its custom Provider Adapter harness, while the benchmark’s standard harness yields only 62.7% for the same model.
- GPT-6 Astra on robot arms
GPT-6 Astra placed blocks correctly in 95% of trials at half the cost of Claude Fable 5.1, but both models solved only 10% of puzzle insertions.
- AI made it worth building games for our game nights
The author describes using AI coding agents to mod Nucleus Co-op, recreate Driift Mania, and build custom local multiplayer games for friends' game nights.
- 'Welcome to the AGI era': OpenAI launches GPT-6 Astra
OpenAI unveiled GPT-6 Astra, a computer‑use agent that can autonomously navigate browsers, spreadsheets and desktop apps to perform multistep workflows, declaring it the start of the AGI era.
- GPT-6 Astra: an automated AI Engineer you can hire for <$6 an hour
GPT-6 Astra demonstrates AI Engineer capabilities, automating model selection, data labeling, pipeline management, and subagent coordination at under $6 per hour.
Takes
The more I use Opus 5.5, the more I realize how far behind OpenAI models are. Not just coding. Everything. I sent GPT-6 Astra my V02 max lab test results, and it gave me a headache. 200 sentences of: "your report shows this, I think that, therefore it's inconclusive". On the other hand, Opus 5.5 gave me the gist and actionable steps. OpenAI models right now are like that overthinking guy who can't make a decision. Opus 5.5 is that high-agency friend who tells you exactly what you need to hear in one sentence. I don't know how the gap widened so much in the last few months.
@marclou
Two days ago, GPT-6 Astra broke a yet unsolved German Army Enigma message from 1941. Amazingly Astra was able to autonomously: - Search historical archives - Compare uncertain letters - Find contextual clues - Build an Enigma simulator - Write cryptanalysis code - Run parallel experiments - Test competing keys - Recover the plaintext - Cross-check the results 1/n
@carterleffen
it's kind of insane how close to a one-shot a solid web-based prototyping tool has become. built this into @chatprd with gpt 6 astra + @e2b sandboxes after much futzing. really happy with the quality (despite blurple overload)
@clairevo
GPT-6 Astra by our community
@OpenAIDevs
We've never seen this before. The biggest jump in Vending-Bench history. GPT-6 Astra is better at making money and more ethical than Claude Fable 5.1. Surprising, because: 1. First time ever that OpenAI is #1 on Vending-Bench 2. The best model is no longer the unethical one.
@andonlabs
ok nvm, i like GPT-6 astra for design
@orseliyas
9 cool GPT 6 Astra prompts worth trying: 1. The bill renegotiator. "Go through my internet, phone, and software bills, jump into each provider's chat support, and negotiate them down or cancel what I'm not using." 2. Turn an agency into software. “Pick one service business in [niche] and reverse-engineer the exact workflow they sell to clients. Break it into steps, tools used, inputs, outputs, human judgment points, and places where the work gets slow or expensive. Then design the simplest AI product that could replace the first version of that service and charge $500-$5,000/month.” 3. Garage sale flipper. "Watch Facebook Marketplace and Craigslist in my city for [cameras / furniture / bikes] listed way under market, and text me the second one's mispriced with the link." 4. Create my 1 person company dashboard. “Look at my docs, notes, Stripe exports, analytics, customer calls, and project list, then build a weekly operator dashboard. I want to know what is making money, what is wasting time, what customers are asking for, what I should stop doing, and the three highest-leverage actions for next week. Be blunt and show your work.” 5. Audit my company for agent opportunities. “Look at how this business works and find the tasks we should give to agents before hiring another person. For each task, estimate the current human time, the cost of mistakes, the tools involved, the difficulty of automating it, and the first safe version we could deploy. Prioritize things that save money or create revenue within 30 days.” 6. Be my browser operator. “Use the browser to complete this workflow: [workflow]. As you go, click through the actual sites, collect the data, fill the forms where appropriate, and keep notes on what broke or slowed you down. When you’re done, give me the output, the repeatable SOP, and the automation plan so this can become an agent.” 7. The whole QA team. "Every night, open my app on a real phone, go through signup, checkout, and the main flows, and screenshot anything that's broken or confusing." 8. The competitor spy. "Sign up for my top 3 competitors, sit inside their product and their emails, and send me a monthly report on every new feature, price change, and thing they do better than us." 9. Make a game people would actually play for 5 minutes as a lead magnet “Build a browser game around this mechanic: [mechanic]. Don’t just make a cute demo; add progression, tension, scoring, failure, polish, and one reason someone would send it to a friend. Then add lead capture (email/sms), it needs to tie into my core product which sells XYZ.”
@gregisenberg
This is GPT-6 Astra. Anything you can do on a computer, Astra can do for you. Fast.
@OpenAI