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https://github.com/victoralfred/whatifd

whatif is an open experiment runner for LLM behavior changes. whatif forks production traces, replays them with a proposed change (cached tool outputs preserve safety), scores the diff, and emits a PR-ready verdict report
https://github.com/victoralfred/whatifd

ai aiops genai llm llm-observability llmops llms mlops mlops-workflow open-source prompt-engineering

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whatif is an open experiment runner for LLM behavior changes. whatif forks production traces, replays them with a proposed change (cached tool outputs preserve safety), scores the diff, and emits a PR-ready verdict report

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