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convergence

npx machina-cli add skill parcadei/Continuous-Claude-v3/convergence --openclaw
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Convergence

When to Use

Use this skill when working on convergence problems in real analysis.

Decision Tree

  1. Identify Sequence/Series Type

    • Geometric series: |r| < 1 converges
    • p-series: p > 1 converges
    • Alternating series: check decreasing + limit 0
  2. Apply Convergence Tests

    • Ratio test: sympy_compute.py limit "a_{n+1}/a_n"
    • Root test: sympy_compute.py limit "a_n^(1/n)"
    • Comparison test: find bounding series
  3. Verify Bounds

    • Use z3_solve.py prove for inequality bounds
    • Check monotonicity with derivatives
  4. Compute Sum (if convergent)

    • sympy_compute.py sum "a_n" --var n --from 0 --to oo

Tool Commands

Sympy_Limit

uv run python -m runtime.harness scripts/sympy_compute.py limit "a_n" --var n --at oo

Sympy_Sum

uv run python -m runtime.harness scripts/sympy_compute.py sum "1/n**2" --var n --from 1 --to oo

Z3_Prove

uv run python -m runtime.harness scripts/z3_solve.py prove "series_bounded"

Cognitive Tools Reference

See .claude/skills/math-mode/SKILL.md for full tool documentation.

Source

git clone https://github.com/parcadei/Continuous-Claude-v3/blob/main/.claude/skills/math/real-analysis/convergence/SKILL.mdView on GitHub

Overview

This skill guides you through identifying sequence or series type, selecting convergence tests, and bounding terms. It also covers computing sums when a series converges using symbolic tools.

How This Skill Works

Classify the sequence or series as geometric, p series, or alternating. Then apply ratio, root, or comparison tests and verify bounds with solver tools. If convergent, compute the sum using symbolic summation.

When to Use It

  • Determining convergence of a geometric series with |r|<1
  • Testing a p-series for convergence when p>1
  • Assessing convergence of an alternating series with decreasing terms to zero
  • Bounding a series with inequalities and using Z3_Prove to verify limits
  • Computing the sum of a convergent series with symbolic summation

Quick Start

  1. Step 1: Identify the sequence or series type (geometric, p-series, alternating)
  2. Step 2: Apply a convergence test (ratio, root, or comparison) and verify bounds with tools as needed
  3. Step 3: If convergent, compute the sum with Sympy_Sum or prove bounds with Z3_Prove

Best Practices

  • Identify the sequence or series type up front
  • Choose the most appropriate convergence test for the form
  • Check monotonicity and bounds, using derivatives when helpful
  • Use symbolic tools to verify limits and compute sums when convergent
  • Cross-check results with alternative tests or bounding comparisons

Example Use Cases

  • Geometric series with |r|<1 and its sum
  • p-series with p>1 and its convergence
  • Alternating series with decreasing terms to zero
  • Convergence proofs by comparison to bounding series
  • Exact sums obtained via symbolic computation

Frequently Asked Questions

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