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Akka tested a spec-driven AI workflow across 65 open source projects, analyzing code and generating specifications before implementation. The initial phase consumed 9.41 billion tokens, with the system successfully porting 57 of the 65 projects. Engineers noted that smaller models often produced tighter code than larger ones, though performance gains varied significantly by application type.
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