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Manuel Gomez-Rodriguez

@autreche

Human-centric machine learning at the Max Planck Institute for Software Systems.
Kaiserslautern learning.mpi-sws.org Joined July 2011
152 Following 1.7K Followers 688 Posts

Latest posts 5

Manuel Gomez-Rodriguez @autreche
Tried to read an intriguing ICLR 2027 submission. Huge amounts of trivial statements, out of place definitions, indecipherable logical steps, and bold claims without substance.

If the new normal becomes vibe science without proper guidance, it will be insufferable.
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Manuel Gomez-Rodriguez @autreche
In our latest paper, we are essentially designing the procurement platform that makes this possible: arxiv.org/abs/2609.28322. Check it out!
arxiv.org Learning the Cost of Reliable Inference Benchmarking and routing platforms increasingly act as intermediaries connecting large language model providers with end-users. However, providers on these platforms typically use a fixed price...
Guillermo Flor Verified account @guilleflorvs Oct 26
Dario Amodei: some tokens Claude produces are worth a few cents, others could be worth tens of millions of dollars.

His examples:

1. Telling someone to restart their Mac: the model has said it 10 million times, worth a dollar or less
2. Telling a pharma company to move an aromatic ring to the other end of a molecule: potentially tens of millions
3. Expect pay-for-results pricing, or labor-like pricing by the hour
4. It's a new industry, so many models will be tried

Today pricing is simpler: per the S-1, usage-based pricing was 80% of H1 2026 revenue and subscriptions 20%.

Full breakdown here:
theaiopportunities.com/p/anthropics-s…
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Manuel Gomez-Rodriguez @autreche
Generative AI has become one of the largest economic undertakings in modern history: more than $700 billion in AI investment is projected for 2026 alone. That capital is a bet not only on what these systems can do but on the markets forming around them.. (1/n)