# How Ralph Auto-Handoff Handles Context Window Limits

> Discover how Ralph's auto-handoff feature overcomes LLM context window limits by automatically spawning new AI instances, seamlessly processing large user stories without manual intervention.

- Repository: [Ryan Carson/ralph](https://github.com/snarktank/ralph)
- Tags: deep-dive
- Published: 2026-04-13

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**Ralph leverages Amp's experimental auto-handoff feature to automatically spawn fresh AI instances when token consumption reaches 90%, transparently processing user stories larger than a single LLM context window without manual intervention.**

The `snarktank/ralph` repository implements an AI-driven development agent that executes user stories through iterative bash loops. The **Ralph auto-handoff context window limits** architecture prevents token overflow by integrating with Amp's experimental auto-handoff capability, which monitors conversation length and migrates state to new instances before the model's capacity is exhausted.

## The Context Window Constraint in AI