Living Memory then Proactive Execution: state-diff recovery evidence

#2
by ChengyiX - opened

Living Memory makes recovery testable when a run preserves the last command/result, expected-state delta, tool scope, and invalidation condition. Proactive Execution should retry from current deterministic mock state, then mark the outcome passed, recovered, blocked, or needs review; new access, material judgment, and external commitments return to people. CLI-Bench’s state-diffing and recovery metric make this a useful test-design question. This is a maker-disclosed research note, not a Klik integration, benchmark result, or availability claim. I work on Klik (pre-launch): https://pre.hiklik.ai/?utm_source=huggingface&utm_medium=discussion&utm_campaign=cli_bench&utm_content=state_diff_recovery

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