mehmetoguzderin

Terminal world models have many applications, but empirical observation of successful pretraining or fine-tuning can be significant for encapsulating from rather expensive Bash traces, such as ones obtained from systems with scarce accelerators, etc.

Good one; reading this briefly took me back to the days of “Needle in a Haystack” being super challenging for LLMs. Maybe there needs to be a benchmark of “Rule in a Haystack” (similar to information one, testing not only independent rules also the ones that need hops) to clarify model performance regarding this. Thank you for the resource.

TBH sooner or later explaining the opaque recurrence with extrinsic logic will be more sustainable, and already there is a need for that with existing models. Human language readable chains of thought are just a false sense of security, and open models already emit pretty unreadable ones at times while doing the right thing based on it (since policy optimization loops with synthetic data through reinforcement learning).

There is no Astra or GPT-6 on my end when I open the link. Am I missing a menu or something? Geolocation is Tokyo.

Just to clarify, this demo is not part of the original release discussed yesterday & is a build from community

Sounds like slated for ModCon 2026 on August 18th, so one and a half months to go. Or is there another lead?