@santsaver@BrianRoemmele I had the one that ran little magnetic software strips (59 I think). Then I later had the reverse polish version, which I used through much of high school and college. Much easier to do complex formula calculations, I thought.
@karlokor3n It's an oddity I struggle to make sense of. The OS of web3 (eg., JAM) is eagerly supported by voters, as are some relatively specific marketing and advertising initiatives. Lacking is consistent support for the vast and essential application category primitives like Robonomics
@alice_und_bob@danicuki All absolutely true. The "OS" primitives of web3 are developing nicely with JAM, coretime, etc., but the application category primitives have had a harder time finding their way.
Seems to me that these new models are great for knowledge asset technologies like @origin_trail because they provide defined entry points into the reasoning process for verified knowledge assets to be introduced. ๐ค
This report is long but very good.
โWith R1, DeepSeek essentially cracked one of the holy grails of AI: getting models to reason step-by-step without relying on massive supervised datasets. Their DeepSeek-R1-Zero experiment showed something remarkable: using pure reinforcement learning with carefully crafted reward functions, they managed to get models to develop sophisticated reasoning capabilities completely autonomously. This wasn't just about solving problemsโ the model organically learned to generate long chains of thought, self-verify its work, and allocate more computation time to harder problems.
The technical breakthrough here was their novel approach to reward modeling. Rather than using complex neural reward models that can lead to "reward hacking" (where the model finds bogus ways to boost their rewards that don't actually lead to better real-world model performance), they developed a clever rule-based system that combines accuracy rewards (verifying final answers) with format rewards (encouraging structured thinking). This simpler approach turned out to be more robust and scalable than the process-based reward models that others have tried.โ
https://t.co/XRqgMNRzg1
@lex_node Still, it's sad that after all this time many still look at crypto as another tech stock index rather than the fundamentally different asset class we want it to be.