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kai_next_action never returns a candidate whose preconditions are unmet, returns a single remaining one as is, and picks among several by BM25 against the goal, abstaining on a tie or no shared word; no Kai call (a Kai choice over candidates read below BM25 for tools). kai_recover maps each kai_log_triage class to a step (permission asks the user) and keeps the three-failure switch. kai_extract computes a yes/no field's confidence from P(true), abstains in Kai's unknown band (.35 to .65), and returns a score field's level rather than its mean. Recipes 02, 06, 07, 11, 12 and 14 check what the tools return, including abstention; the cookbook README and the tools' comments link the research runs instead of quoting numbers. bench/tools/post.py files each tool's read (benchmarks, one run an arm, items and cases as artifacts) to /v1/research.