Guides

Practical implementation guides for integrating Nascentist into production systems.

Understand multi-step fix loops with sandbox execution and retries.

Render tokens progressively and handle stream completion safely.

Map API error codes to actionable retries and user-facing messages.

Prompt structure, context windows, and throughput optimization patterns.

Reference architecture for shipping a full product integration.