Fix Coding Assistant Amnesia With Git Memory

SucceededMind · x · 2026-07-16

This post introduces an open-source layer called JOLLI AI, designed to solve the "amnesia" problem in AI coding assistants.

The core concept involves:

While tools like Cursor and Claude Code are powerful within a single session, they lose context once closed.
This new tool maintains a local memory bank via Git history, preserving the context and reasoning behind every commit.
It emphasizes portability, making it compatible with Claude Code, Cursor, Copilot, Codex, and others.
It includes per-commit token tracking to monitor token usage.
It supports auto-generating PRs that explain the "why" behind changes, rather than just showing the diff.

More from coding & agent