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Vibe Coding Has an Audit Problem

A professional beside a glass pane showing a readable spreadsheet formula, with opaque blurred code on the dark wall behind - auditable business logic versus opaque vibe-coded software.

Vibe coding produces software with no audit trail. When AI generates business logic from natural language prompts, the resulting code has no traceable author, no reviewable specification, and no way to verify that it implements the intended rules. For regulated industries and calculation-heavy workflows, that’s a compliance risk. Vibe coding is fast. You describe what

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Create an ROI Calculator in Excel: Step-by-Step Guide

ROI chart illustration with bar graphs, pie charts, and Molnify cloud logo.

If you work in sales, finance or business development, you’ve probably been there: your client is interested, they’re nearly convinced – but they need clear financial proof that the investment makes sense. That’s exactly where an ROI calculator in Excel becomes essential. It turns assumptions into numbers, supports business cases, and helps decision-makers evaluate value,

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Step-by-step Guide to VLOOKUP, HLOOKUP & XLOOKUP for Excel and Google Sheets

Spreadsheet snippet with Molnify logo and HLOOKUP formula example for guide.

Spreadsheets are powerful for organizing information, but finding and pulling the right data can take time without the right tools. That’s where VLOOKUP, HLOOKUP, and XLOOKUP come in. These lookup functions in Excel and Google Sheets make it simple to search through rows and columns and return exactly what you need. In this guide, you’ll

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Optimize Compliance Reporting with Excel and Molnify

Compliance Report with Excel

For most banks and finance teams, Excel remains the default for pulling together regulatory reports. However, compliance reporting with Excel comes with significant challenges. As rulebooks multiply (Basel III, AML directives, and GDPR), the spreadsheet approach starts to creak under the weight of growing data volumes, tight accuracy requirements, and traceability demands. Below we will

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