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Review of the first commit found the retry could fire on errors that have nothing to do with the budget, which would replace a readable provider error with a truncated response: exactly the symptom this PR exists to remove. - Drop the generic "lower than N" pattern. For the Bedrock message it was dead code, since "model limit of N" matches first with the same number. Left live, it would read a number out of any message shaped like "must be lower than 2". - Skip errors whose status is not 400 or 422, so auth and rate-limit failures are never reinterpreted. - Require the parsed ceiling to be at least 1024. Below that a diagram cannot come out whole, so retrying would hide the error behind broken XML. - Validate MAX_OUTPUT_TOKENS from env the same way as the header, so a stray "-1" falls back instead of reaching the provider. Adds tests for the retry wrapper itself, which had none: it retries once with the named ceiling, leaves a 401 alone, does not retry when the ceiling is not smaller, propagates a second rejection, and preserves the other call options. Re-verified against the live APIs: bedrock nova-lite still logs "64000 rejected, retrying with 10000" and completes its tool call, and deepseek-v4-flash still finishes normally at 64000.