feat: implement server-side FrugalGPT cascade router, prompt adaptation, and offline Pareto sweeps

feat: implement learned router and reproducible benchmark harness

feat: implement streaming request dedup, cache-affinity trie routing, speculative cascade, vegas concurrency limiter, web UI playground, and multi-tenant wallet billing

first commit