AI, made
operational.

type ExperienceMode = "focus" | "recovery" | "relax" | "unknown";

function commitContext(input: CandidateContext) {
  if (input.source === "explicit") return normalize(input);
  if (input.source === "inferred") return { status: "suggest", input };
  return { mode: "unknown", status: "idle" };
}

score = (
    freshness
    + verification
    + impact
    + 0.45 * x_heat
    + account_fit
    - penalties
)

type MetricValue =
  | { state: "observed"; value: number }
  | { state: "missing"; reason: string }
  | { state: "partial"; value?: number; reason: string };