findings/subsystems/output-term.md is the whole reading: the call chain with
real function boundaries, the formula, the closed list of nine values the data
files supply (down from an unbounded fear), the advance prediction with its
falsification table, and the live result.
Corrects strategic-turn-internals.md 3.3 in place. That block had the SHAPE
wrong, not just the detail: a system's output is a sum of three terms, and the
function it named as the population base-output term is the over-harvest
resource demand.
Live on VM140, two builds, two species, both hooks in compare mode:
GroupOutput 13,105 calls / 0 divergences, ComputeTotalOutput 11,252 / 1 (one
ulp), 0 undeclared writes in 24,357 guarded calls. Thirteen distinct system
states, and every unexercised branch is listed rather than counted as covered.
tools/max_income_predict.py is the other half: it computes lane Y's
bankruptcy-limit oracle from colony state and reports 6 of 25 player-records
matching exactly, with the misses all AI-owned and the single-system ones short
by exactly the 1.1 difficulty income multiplier.
3c48d3a39e