--- name: concurrent-render-budgeting description: Design render budget systems that prevent UI regressions under heavy load. --- # Concurrent Render Budgeting (React 18) ## Summary Design render budget systems that prevent UI regressions under heavy load. ## Key Capabilities - Allocate render budgets by feature criticality. - Enforce budgets using instrumentation and alarms. - Optimize budgets with adaptive thresholds. ## PhD-Level Challenges - Model budget optimization as a constrained optimization problem. - Prove stability of adaptive budgeting under varying loads. - Evaluate cost/benefit for strict vs elastic budgets. ## Acceptance Criteria - Provide budget definitions with metrics tracking. - Demonstrate enforcement and alerting on budget breaches. - Show improved p95/p99 render stability.