∫Calc Practice

Series convergence tests

Problem 7.19 · easy Video

Does \( \displaystyle \sum_{n=1}^{\infty} 3^{- n} n^{2} \) converge or diverge?
  1. Use the ratio test.
    Reviewed
  2. \[ \frac{3^{n} 3^{- n - 1} \left(n + 1\right)^{2}}{n^{2}} = \frac{\left(n + 1\right)^{2}}{3 n^{2}} \]
    a_(n+1)/a_n.✓ Proved
  3. \[ \lim_{n \to \infty}\left(\frac{\left(n + 1\right)^{2}}{3 n^{2}}\right) = \frac{1}{3} \]
    The limit is 1/3, < 1: converges.✓ Proved
Answer \( \text{converges} \)
Bars show the terms n²/3^n for n = 1 to 24; dots show the running totals. The totals level off: the series converges.

✓ Nihil obstat Lines: 2 proved, 1 reviewed. The answer was also checked a second way, without looking at the solution. Reviewers found nothing wrong with the explanation. How we verify

The full receipt
LineStatusChecked byDetail
1Reviewedreviewers: gpt-oss:20b, qwen3.6:27b-mlxa sentence; read, not computed
2✓ Provedsympy 1.14.0simplify(lhs - rhs) reduced to 0
3✓ Provedsympy 1.14.0simplify(lhs - rhs) reduced to 0
answer, a second way✓ Checked independentlysympy 1.14.0 + mpmath 1.3.0SymPy's own convergence decision (Sum.is_convergent) agrees

Reviewers

  • gpt-oss:20b: pass
  • qwen3.6:27b-mlx: pass — The solution correctly applies the ratio test, calculates the limit accurately, and draws the correct conclusion based on the limit being less than 1.
Every verdict on record (6)
  • qwen3.6:27b-mlx: pass 2026-09-28 — The solution correctly applies the ratio test, calculates the limit accurately, and draws the correct conclusion based on the limit being less than 1.
  • gpt-oss:20b: pass 2026-09-28
  • qwen3.6:27b-mlx: pass 2026-09-27 — The solution correctly applies the ratio test, computes the limit accurately, and draws the correct conclusion based on the limit being less than 1.
  • gpt-oss:20b: pass 2026-09-27
  • qwen3.6:27b-mlx: pass 2026-09-26 — The solution correctly applies the ratio test, calculates the limit accurately, and draws the correct conclusion.
  • gpt-oss:20b: pass 2026-09-26

Proved: SymPy reduced the difference between the two sides to zero. Checked independently: a separate method, named above, confirmed it. Checked numerically: the two sides agree at every sampled point, which is evidence, not proof. Reviewed: a model or a person read it; that is all a sentence can have. Solution by generator:structured/series_convergence, checked 2026-09-28 with SymPy 1.14.0.