Abhishek Sinha

the regional specialization approach is smart — treating african languages differently from south asian ones instead of lumping everything together makes a ton of sense linguistically. at 3.35B params running on local devices is realistic too. main question: how does it handle code-switching? in many of these regions people mix 2-3 languages in a single conversation and that's where most...

really like the idea of discovering workflows you didn't even know you had — that's the hard part most automation tools skip. curious about the data access though, connecting slack + notion + linear means panorama sees a lot. how are you handling data privacy and what's the retention policy? also wondering how it deals with teams that have messy, inconsistent processes

the self-learning AI angle is interesting — curious how the system actually improves across campaigns though. like does it optimize for engagement, conversions, or both? also noticed the site mentions 4M+ influencers but no detail on how matching works beyond "AI-driven." would love to see more transparency on the selection criteria