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Squish Memory Runtime and Developer Tooling Case Study

4M Labs built Squish as a developer tool for capturing project memory, reusable context, and workflow learning across AI-assisted software work. The product gives teams a practical way to preserve implementation knowledge instead of losing it between sessions, tools, and handoffs.

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Business Problem

AI-assisted development creates useful context quickly, but that context often disappears after a chat, branch, or task ends. Teams need a way to retain decisions, lessons, and reusable project knowledge.

What We Built

We built a memory-oriented developer tool with project context storage, retrieval workflows, and a product surface designed for technical teams using AI coding agents.

Deliverables

AI tooling
Memory runtime
Developer workflows
Product engineering

Result and Current Status

Squish is a live product at squishplugin.dev and part of the 4M Labs product ecosystem for AI-assisted engineering and operational memory.

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