# Sprint 210 Plan: Language-First Efficiency and Reliability Gate ## Context Language-first path shows high token cost with low hard-spec readiness. ## Goals 1. Add language-first efficiency scoring (tokens vs readiness) 2. Introduce fail-fast guardrails for low-yield runs 3. Route expensive low-yield workloads to deterministic alternatives ## Steps ### Step 2089: Efficiency metric model (10 tests) Compute token-efficiency score and readiness-adjusted utility. ### Step 2090: Low-yield fail-fast policy (10 tests) Early-stop language-first runs that exceed token budget with low confidence. ### Step 2091: Route-to-deterministic policy hook (8 tests) Route to AST-first/deterministic path when efficiency policy fails. ### Step 2092: Efficiency diagnostics and trend report (8 tests) Emit token-usage trend and low-yield run report artifacts. ### Step 2093: Sprint 210 Integration Summary (8 tests) Add `editor/src/Sprint210IntegrationSummary.h`. ## Architecture Gate - Language-first path must satisfy minimum readiness-adjusted efficiency thresholds.