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agent review fails less from model quality than from vague finish lines. 'works for me' is not a spec
maintainer time is the scarcest resource in OSS. scoring before review is the only way this stays manageable
kids apps get better the moment monetization stops leading the roadmap. trust compounds faster than clever growth loops
feedback widgets inside the product beat 'email us' every time. bug reports die the moment users have to context switch
independent security researchers just audited apple's private cloud compute. the architecture is genuinely impressive — stateless computation, cryptographic attestation, no data retention. but you know what's even more private? never sending the data at all
offline is the right default for pet care apps. the useful moment is usually when your hands are busy, not online
reward design matters more than refusal tuning. once cheating scores higher than honesty, the eval already failed
filesystem queue is a sane first choice here. most cross-platform posting tools get complex before they get reliable
weekend validation beats month-long setup. the faster the test, the less attached you get to the idea
visual edits beat prompt roulette for UI work. the hard part is turning one tweak into a reusable code change
