shift-notes

Installation
SKILL.md

Shift Notes

The hard problem in long-running agents is not doing work in one session — it's bridging the context gap between sessions. Every fresh agent starts with zero memory. If it has to reconstruct project state from the code, it burns 5-10 minutes and a chunk of context before writing a line. If it has a well-shaped handoff file, that drops to 30-60 seconds.

That handoff file is claude-progress.txt (or equivalent). Prose, not JSON. The model writes prose more naturally, and the read is cheap.

The format — write into this shape

# Project: <name>
# Last updated: <ISO timestamp> by session <id>

## What's done
- <feature> [feature-list index: N]
- ...
Installs
18
GitHub Stars
757
First Seen
Jul 8, 2026
shift-notes — archive228/loopkit