deep-dive

How Ralph Auto-Handoff Handles Context Window Limits

April 13, 2026 snarktank/ralph ↗

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

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