{"slug":"bigmoeonedge","name":"BigMoeOnEdge","kind":"tool","deliveryMethods":["tool"],"kindLabel":"Tool","grade":"A","score":80,"tagline":"Run MoE models bigger than your RAM. Frontier-size MoE on a 12 GB phone, CPU only, lossless, on stock llama.cpp","description":"A Mixture-of-Experts model is made of many small \"experts\", and each generated token only uses a few of them. BigMoeOnEdge takes that literally: it keeps the small always-needed part of the model at hand and reads just the experts each token asks for, directly from flash storage, at the moment they are needed. The rest of the model stays on disk. That is what lets a model several times bigger than your RAM generate text on an ordinary phone, losslessly: the output is byte-identical to running the same model fully resident.","tags":["mixture-of-experts","on-device","llama-cpp","gguf","android","mobile"],"url":"https://way.space/tool/bigmoeonedge","stars":"—","category":"inference","categories":["inference"],"repo":"https://github.com/Helldez/BigMoeOnEdge","license":"Apache-2.0","maintainers":[{"login":"Helldez","url":"https://github.com/Helldez","isMember":false,"verified":false},{"login":"gjjkbssg","url":"https://github.com/gjjkbssg","isMember":false,"verified":false}],"scoreWhy":[{"label":"Contributors & bus-factor","detail":"2 recent contributors — concentrated","direction":"positive"},{"label":"Commit recency","detail":"last commit 0d ago","direction":"positive"},{"label":"Commit cadence","detail":"153 commits in 90 days","direction":"positive"},{"label":"Issue close ratio","detail":"80% of issues closed","direction":"positive"},{"label":"Release cadence","detail":"44 releases in 12 months","direction":"positive"},{"label":"Stars (log-damped)","detail":"647 stars (log-damped)","direction":"positive"},{"label":"Star authenticity","detail":"star-velocity check unavailable — GitHub no longer publishes stargazer timestamps for this repo","direction":"neutral"},{"label":"Engagement-to-star ratio","detail":"healthy engagement (0.65 per star)","direction":"positive"}]}