∫Calc Practice

Limits using Taylor series

Problem 7.613 · medium

Use Taylor series to evaluate \( \displaystyle \lim_{x\to 0} \frac{2 - 2 \cos{\left(x \right)}}{x^{2}} \).
  1. Near 0, cos(x) - 1 = x**4/24 - x**2/2 + ⋯ (its Maclaurin series).
    Reviewed
  2. \[ \lim_{x \to 0}\left(\frac{- \frac{x^{4}}{24} + \frac{x^{2}}{2} + \cos{\left(x \right)} - 1}{x^{4}}\right) = 0 \]
    The polynomial matches the numerator to that order.✓ Proved
  3. \[ \frac{- \frac{x^{4}}{12} + x^{2}}{x^{2}} = 1 - \frac{x^{2}}{12} \]
    Divide through by the denominator.✓ Proved
  4. \[ \lim_{x \to 0}\left(\frac{2 - 2 \cos{\left(x \right)}}{x^{2}}\right) = 1 \]
    Let x → 0: only the constant term survives.✓ Proved
Answer \( 1 \)

Lines: 3 proved, 1 reviewed. The answer was also checked a second way, without looking at the solution. The reviewers disagree about how one step is explained; every verdict is in the receipt. 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
4✓ Provedsympy 1.14.0simplify(lhs - rhs) reduced to 0
answer, a second way✓ Checked independentlysympy 1.14.0 + mpmath 1.3.0the expression at x = ±10⁻⁸ in 50-digit arithmetic

Reviewers

  • gpt-oss:20b: pass
  • qwen3.6:27b-mlx: pass — The solution correctly identifies the Maclaurin series for cos(x) and applies it to evaluate the limit. The algebraic manipulation and limit evaluation are correct.
Every verdict on record (6)
  • qwen3.6:27b-mlx: pass 2026-10-17 — The solution correctly identifies the Maclaurin series for cos(x) and applies it to evaluate the limit. The algebraic manipulation and limit evaluation are correct.
  • gpt-oss:20b: pass 2026-10-17
  • qwen3.6:27b-mlx: pass 2026-10-15 — The solution correctly identifies the Maclaurin series for cosine, substitutes it into the limit expression, and simplifies to find the limit. The logic is sound and the steps are valid.
  • gpt-oss:20b: pass 2026-10-15
  • qwen3.6:27b-mlx: fail (error) 2026-10-14 — Line 1 contains a sign error in the Maclaurin series for cos(x) - 1; it states the x^2 term is -x^2/2, but the correct expansion is 1 - x^2/2 + ..., so cos(x) - 1 = -x^2/2 + ... The subsequent algebraic manipulation in Line 3 attempts to correct this by using the negative of the expression in Line 1, but the initial statement is factually incorrect and confusing.
  • gpt-oss:20b: pass 2026-10-14

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/taylor_limit, checked 2026-10-17 with SymPy 1.14.0.