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builtbykev 9538e11198 Derive the lineup K-rate free, and fingerprint the cap fix
Two premise corrections first. Pitcher stuff features have NOT proven solo
through the gate -- every one was refused on sample (n=57 against 500). Four
exceed the effect-size bar (arm angle -0.250, whiff +0.213, k rate +0.206,
chase +0.195), which is why they are worth pursuing, but clearing one of three
thresholds is not passing. And the carrier was not blocked only on the lineup
input: that input was built and measured last session at 94.7% coverage. What
blocks it is n, and n was being throttled by the grading cap.

RUNG 1 IS DERIVED AND COSTS NOTHING. Opposing-team K-rate comes from joining
the opposing roster to the batter k_pct values already in statcast_aggregates
-- no new feed. The improvement this session is that it is PA-WEIGHTED: an
unweighted roster mean counts a 12-PA callup the same as an everyday starter,
which is not the lineup a pitcher faces.

That change alone reversed the term's sign. Unweighted, the lineup term HURT
the model (0.1738 -> 0.1285). PA-weighted, it HELPS (0.1738 -> 0.1953). Same
hypothesis, same data -- the derivation was the problem, not the signal, which
is the entire argument for deriving the best honest version before sourcing
anything. Head-to-head is now +0.2592 with a CI of [-0.0167, +0.5645], very
nearly excluding zero, at n=57.

Within archetype, the two strata come out with OPPOSITE signs -- FLAME
incremental -0.152, non-FLAME +0.145 -- and the pooled value (+0.077) sits
between them, which is the shape a conditional effect makes and is invisible
when pooled. That is what stratifying was for. But n is 20 and 24, the
standard error on a correlation there is about 0.22, and the direction
contradicts the theory that predicted a stronger effect for finesse arms. It
is recorded as a structure to re-test, not as a finding.

Rungs 2 and 3 are NOT triggered. A rung fails only once it has been fairly
tested, and Rung 1 is n-blocked rather than failed. Sourcing confirmed lineups
now would be paying for precision on top of a proxy we have not yet measured.

THE RESULT THAT DECIDES THE TIMELINE: yesterday's cap raise is fingerprinted
in production at 907 grades per snapshot, up from 334, with strikeouts going 6
to 17. That puts n>=500 for pitcher Ks about a week out instead of three
months. Operational note: the manual internal snapshot endpoint now 524s at
the Cloudflare edge because grading the full board exceeds 100s -- the run
still completes server-side (this very snapshot was written by a 524'd
request) and the cron is in-process, so a 524 there is not a failure.

Nothing proven, nothing calibrated, nothing shipped. The counter remains
anti-predictive on strikeouts at -0.064 and the skill model leads it by 0.26.

4,221 tests green (335 suites); web build exit 0.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01W1sivYNqY2TS5ftykmHBU9
2026-08-03 19:47:01 -04:00
builtbykev 843c8c6d4b Build the pitcher engine, and find the cap was eating the whole board
Strikeouts are NOT proven -- n=57 against a bar of 500. But the finding that
matters is not a correlation.

THE CAP. Measured on the live slate via the refusal diagnostic: 1,244 unique
gradeable props exist, the 500 cap graded about 334, and because dedupeProps
takes first-row-wins in FEED ORDER, what survives is decided by feed position
rather than value. Pitchers are 2.6% of a batter-dominated feed, so we were
grading SIX strikeout props a slate against 32 available -- putting n>=500
three months away for every pitcher stat. Pitcher props were never being
refused (graded 5, refused 0, suppressed 0); it was truncation.

Raised 500 -> 1500 on measured cost: 721ms per prop at concurrency 5 is about
179 seconds for the full board, against a cron that runs five times a day and
a fire-and-forget caller that never holds an HTTP response. statsapi is free
and unlimited. Concurrency stays at 5 -- one variable at a time. This unblocks
every n-blocked stat in the programme, not just pitchers.

THE ENGINE. pitcherEngine.js is its own engine, not the batter engine pointed
at pitchers: the batter model asks whether contact becomes a hit and reads
contact quality, the pitcher model asks whether the plate appearance ends
without contact at all and reads stuff. Archetypes are FLAME (whiff-led),
SCALPEL (chase-led), SINKER (pitches to contact) and DEFAULT, and a test
asserts the weight keys are not the batter engine's. The projection is K% by
log5 against THIS lineup, times batters faced, through a binomial. An
unclassifiable arm gets the balanced map, never a guessed archetype.

THE MEASUREMENT, at n=57 and contaminated. Four solo features clear the 0.15
effect bar and fail only on sample: arm angle at -0.250 -- the largest
correlation measured anywhere in this programme -- then whiff +0.213, k rate
+0.206, chase +0.195. The batter cluster's best was 0.135. Head to head,
pitch-v1 resolves 0.1285 against the counter's -0.0639, delta +0.192 with a CI
spanning zero.

That negative is the interesting number. The counter is ANTI-PREDICTIVE on
strikeouts: counting a pitcher's recent Ks is worse than useless, because his
recent totals track which lineups he drew and how long he was left in rather
than his skill. It is the one stat where the incumbent has no defensible edge.

A bug caught on the way. resolveTeam wants an abbreviation and the game log
supplies full team names, so the roster join silently resolved nothing and the
first run reported 0% lineup coverage -- the theorized stuff x lineup carrier
was never being tested, not failing. Fixed; coverage is now 94.7%. The carrier
still shows no incremental signal over whiff alone, and adding the lineup term
lowered head-to-head resolution, which is recorded rather than dropped.

Calibration was not reached: nothing passed the first bar. The batter model
and the counter are byte-identical, verified by diff.

4,221 tests green (335 suites); web build exit 0.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01W1sivYNqY2TS5ftykmHBU9
2026-08-03 18:43:32 -04:00