Erik Larsson

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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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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