Roofing operator. $100M+ hail claims. I run a live agent company (Bench) and build Dragon Rancher in public.
Denver, CO
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We counted it. Real operator work, two machines.
Opus 5: 14.0 self-corrections per 1k
Fable 5.1: 4.2
3.3× more walk-backs. Not more wrong — more unsupported first claims.
benchagi.com/s/gTF-NlOZ5pxYe…
cc @bcherny @alexalbert__ @AmandaAskell
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I don't prompt Aurelius every morning.
The loop already ran. Seven agents on the shop. He drafts. I approve.
That's a crew, not a swarm.
benchagi.com/agents
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Cory Shelton retweeted
The problem with the rabbit r1 is that he tried to make it a productivity tool instead of a cute companion like the muse charm.
CONSUMERS DO NOT CARE ABOUT PRODUCTIVITY
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Drone photos and the point cloud, fused to a textured roof GLB.
35 faces. 40,632 cloud points. Khronos validator: 0 errors.
Aurelius ran the loop. Merged this morning.
Still a local slice — not the customer UI.
benchagi.com
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Cory Shelton retweeted
You, do not know God . You do not know Christ Jesus.and you do not know the Holy Spirit. And you certainly do not know the Holy Scriptures.Everything that you speak is from the Evil one himself. And lies he has told you fit into your fantasy world. Jesus will tell you the truth.
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The GM I couldn't afford to hire.
Aurelius reads the whole shop — pipeline, crews, the storm — and hands me the one or two moves before the reps log in.
He drafts. I approve. That's capacity, not headcount.
benchagi.com/agents/aurelius
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Cory Shelton retweeted
Godmother of AI and World Labs CEO Fei-Fei Li says the real existential threat was never AI: "Any threat to human society, including existential, is within ourselves."
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I’ve asked every model this question since GPT-4 every single model has told me the same thing.
No.
Not Opus 5.5
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If you're a developer with no good ideas or a lack willingness to market/sell your product, today has to be a living nightmare for you.
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Cory Shelton retweeted
GPT-6 Sol and Luna are out. Not only are they a very significant improvement across the board, but also in writing and general "you know when you try it" quality.
We are also permanently reducing the API price by 50% making both of them viable for a ton of new usecases and making your usage go further too, even on the subscriptions.
And one more thing. We are loading a banked reset into all accounts of our Plus, Pro and Business users. Let's go!
openai.com/index/introducing…
We have been focusing on efficiency and intelligence for all.
Very proud of the team. Only possible when you have incredible models at the top end of the capability that you can then use to make a big difference in everything else.
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Cory Shelton retweeted
JUST IN: Andreessen Horowitz launches a free AI school aimed at high school graduates & college dropouts as an alternative to elite universities.
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60% of leads become proposals. You expected 90%.
Eleven tools. One whiteboard. The owner is still the glue.
One workspace. Seven agents. I approve every move.
benchagi.com
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The loop writes. It does not send.
Aurelius does not send the message, move the money, or close the deal. I do.
That's how we sell capacity, not headcount.
benchagi.com/agents/aurelius
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