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Fireworks AI releases Training Cookbook on PyPI and migrates repository

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Fireworks AI published fireworks-training-cookbook 2026.11.5.1 on PyPI for Python 3.11+ and migrated its training cookbook to fw-ai-external/cookbook.

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Read on docs.fireworks.ai

Also shipped Nov 4, 2026Fireworks AI in November 2026 →

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Errors identify their source

Fireworks AI updated its error reporting to provide more granular source identification for failures, including new error codes for parsing and transport issues.

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Failure traces are saved locally

Failed model trajectories now generate private JSONL traces in the system temporary directory. These traces include request data, token IDs, and exception chains to help developers identify whether failures originated from the model, tokenizer, or renderer.

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Errors identify their source

Before 1.2.27, the sidecar returned HTTP 502 for two failures that weren't server-side: tito_model_malformed_output (unparseable model output) and tito_upstream_error (any sampling exception, including client timeouts and dropped connections). They are replaced by: tito_sdk_parse_error (422): the output couldn't be parsed into an assistant or tool message.

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