Motivation:
LLM API calls frequently failed with HTTP 429 and 50x errors, crashing the workflow. Code redundancy existed between different LLM nodes. Non-standard payload fields caused 400 errors with some providers.
Implementation:
1. Extracted api_client.py for centralized HTTP handling with smart retries (Retry-After, backoff, jitter) and structured error logging.
2. Implemented graceful degradation to return error text instead of raising exceptions.
3. Cleaned up non-standard OpenAI payload fields.
4. Added input validation to fail fast on empty prompts or API keys.
5. Refactored both openai_compatible.py and llm_translator.py to reuse LLMClient.
6. Handled dual import registration in __init__.py for robust dynamic loading.