Recalc

A new open source software project named Recalc is trying to reinvent the humble spreadsheet for the era of artificial intelligence. Created by developer sshah03 on GitHub, the tool looks like a traditional grid, but every individual cell can execute terminal commands or host an active AI agent such as Claude Code. Users can monitor multiple automated assistants operating in parallel across different rows and columns.

Unlike standard chat interfaces where users interact with AI assistants one conversation at a time, Recalc provides a visual grid to orchestrate complex tasks. According to the project repository, a user can place an agent's output cell right next to a cell that runs code tests. If the AI claims a task is complete while the test cell turns red, the human operator spots the mistake immediately. The software runs locally on a user's computer without requiring cloud accounts, giving developers direct control over automated workflows.

This experiment highlights a broader shift away from single prompt boxes toward spatial dashboards for supervising software bots. However, whether developers actually want to manage live code execution inside a spreadsheet format remains an open question. It is still unclear if software engineers will adopt this hybrid visual approach or if it will appeal mostly to data analysts who are already comfortable working in grid layouts.