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CustomCC0-1.0#ct-p5-042280

Aliens Trick Budget DP

Thinking Mode

Summary

  • •Phase 5 / advanced-dp
  • •Reasoning-first competitive programming drill

Problem Description

Choose segments maximizing gain with at most k picks. Large n requires Lagrangian optimization. How to read this problem in plain language: - This is a Phase 5 reasoning drill focused on advanced-dp. - Typical lenses to test first: dp, parametric-search, optimization. - Constraints reminder: n <= 2e5 Mini examples for mental simulation: 1) Boundary example: Answer should be 0. Explain expected behavior and why naive logic may fail. 2) Adversarial example: Best may choose fewer segments. Explain expected behavior and why naive logic may fail. Lite-mode writing target: - Write 1~2 observations that shrink the search space. - Name one final algorithm and state target complexity explicitly. - Validate with at least 2 edge cases and one hand simulation.

Constraints

  • •
    n <= 2e5

Analysis

Key Insight

Quantifying complexity against constraints is mandatory for selecting the final approach and rejecting brute force formally.

dpparametric-searchoptimization
dpparametric-searchoptimization