solve-numericals

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Step-by-step numerical problem solving with derivations and formula explanations

Aayushbankar By Aayushbankar schedule Updated 2/3/2026

name: solve_numericals description: Step-by-step numerical problem solving with derivations and formula explanations

Numerical Problem Solver

Purpose: Solve numerical problems with complete derivations, formula justifications, and step-by-step reasoning.


Solving Protocol

1. Problem Analysis

  • Identify given quantities (with units)
  • Identify what is asked
  • Identify relevant formulas/theorems

2. Formula Selection

  • State the formula explicitly
  • Explain why this formula applies
  • Note any assumptions or conditions

3. Step-by-Step Solution

  • Substitute values with units
  • Show intermediate calculations
  • Carry units through computation
  • Box/highlight final answer

4. Verification

  • Dimensional analysis check
  • Sanity check (order of magnitude)
  • Alternative method if applicable

Output Format

## Problem Statement
[Restate the problem clearly]

## Given
- Quantity₁ = value (unit)
- Quantity₂ = value (unit)

## To Find
- [What is asked]

## Formula Used
[Formula] — [Why it applies]

## Solution

**Step 1:** [Description]
[Calculation]

**Step 2:** [Description]
[Calculation]

...

## Answer
[Final answer with proper units, boxed]

## Verification
[Quick check or alternative approach]

Common Domains

Domain Key Formulas to Consider
ML/Stats MSE, Accuracy, Entropy, Gini Index
Networking Bandwidth, Latency, Throughput
Data Mining Support, Confidence, Lift
Probability Bayes, Permutations, Combinations

Rules

  • Never skip steps even if "obvious"
  • Always include units in every step
  • Explain formula choice, don't just state it
  • If multiple methods exist, mention them
  • Round only at the final step
Install via CLI
npx skills add https://github.com/Aayushbankar/sem_4 --skill solve-numericals
Repository Details
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