ak insights improvements

Use ak insights improvements for the operation described below. The command help records its arguments, effects, and options.

Command contract

Find evidence-backed improvement opportunities

Synopsis

Find evidence-backed improvement opportunities. Unknown measurements remain unavailable; invocation success is not quality.

Effects: Read-only; does not edit skills or routing.

Exit status: 0 success 1 invalid input or unavailable local data 2 invalid arguments

ak insights improvements [flags]

Examples

  ak insights improvements --json
  ak insights improvements --help

Options

      --agent string        Filter agent definition ID
      --cohort string       Filter comparable task cohort
      --experiment string   Filter experiment ID
  -h, --help                help for improvements
      --json                Emit machine-readable JSON (implies --no-interactive)
      --model string        Filter resolved model
      --no-interactive      Disable interactive prompts (CI-safe)
  -q, --quiet               Suppress non-error output on stderr
      --revision string     Filter authored artifact revision digest
      --rubric string       Select evaluation rubric (default "acceptance")
      --runtime string      Filter runtime
      --since int           Inclusive start time in Unix milliseconds
      --skill string        Filter canonical skill ID
      --task-type string    Filter task category
      --until int           Exclusive end time in Unix milliseconds
  -V, --verbose             Extra diagnostic output on stderr (loses to --quiet)
  -y, --yes                 Assume yes for all prompts

Command contract

Synopsis

Examples

Options

SEE ALSO

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