Layer 3 Step 3: Tier-1 mappings live; Tier-2 nomination harness

PHASE 0 GATE — historical out-of-sample testing is NOT available, and the reason
matters. statcast_aggregates is overwritten nightly by design (Layer 1 is a full
re-pull upsert), so it holds season-TO-DATE numbers with no point-in-time
history. Classifying a player for a 15 July game using today's aggregate would
feed the model games from 15-21 July — look-ahead leakage, and the resulting
"out-of-sample" verdict would be worthless. The harness therefore reads the
archetype vector RETAINED at grade time (Session 70's instrument) and runs
FORWARD-ACCRUAL, not historical. Reported rather than worked around.

CANONICAL NAMES ASSERTED. Every mapping references the axis keys the classifier
actually emits, and a test walks both maps against BATTER_AXES / PITCHER_AXES.
A key that does not exist would look active and never fire — a mapping that
appears wired while silently doing nothing is the exact failure this guards.

TIER 1 IS LIVE, tautological and directional: PUNCHOUT/WHIFF raises strikeouts;
SINKER/SEAM lowers home runs allowed and FLY BALL/ELEVATOR raises them (a ball
on the ground cannot leave the park); SURGEON ARM/PINPOINT lowers walks allowed;
SLUGGER/BOMBER raises total bases and home runs; TECHNICIAN/SURGEON raises hits
and lowers strikeouts; GRINDER/SNIPER raises walks. Each adjusts only its named
stat, mirrors exactly on the under side, and leaves an average player untouched.

SPEED IS HONESTLY ABSENT. BURNER/stolen-bases has no axis to key on — SB is a
statsapi field that never reached the aggregate store, so Layer 2 shelved it.
The mapping is an empty object rather than an invented one.

THE TIER-2 HARNESS tests MARGINAL CONTRIBUTION, not correlation. A ground-ball
arm obviously correlates with fewer home runs; the question is whether the
archetype explains the PROJECTION'S RESIDUAL (outcome minus p_win). If the
projection already knows it, the residual carries no signal and the mapping is
rejected as redundant — that hurdle is what catches double-counting. The split
is by DATE, never random, because rows from one game share a pitcher, a park and
a lineup and would leak across a random split. Direction is validated from the
held-out data and a contradicted sign is REJECTED, never silently flipped to
whatever the data says, which would be fitting noise.

LIFECYCLE ENCODED — nominated, live, claimed. A mapping that survives runs live
and is measured; only the quantified public claim waits for the ledger. Nothing
sits dark.

One fixture bug worth recording: my first synthetic generator aliased the
carrier selector against the outcome draw and manufactured a 0.038 effect where
the generator had put zero. The harness rejected it correctly — it just gave the
sign reason instead of the redundancy reason, which is how I found it. The draw
now uses a coprime modulus.

Real candidate run end to end, GROUND-BALL to hits-allowed: INSUFFICIENT, 0 of
200 settled rows, because no settled row carries p_win yet (Session 70's
instrument starts recording at the next new lock). That is the correct verdict
and the expected one.

Tests 3654 passed / 296 suites, web build exit 0.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01VCNgGSt5qvcLxaeQqa7Zpj

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