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Author SHA1 Message Date
Claude
cf817cc9ff
Make the AFL simulator read the bracket that was actually drawn
An AFL club seeded into an Elimination Final is awarded 15 fantasy points the
moment the bracket is generated — afl_10's entryFloor: 7 — and cannot finish
worse than the 7th-8th tier. Its EV still read 13.

AFLSimulator was stateless with respect to the live bracket. It read only
participants, sourceElo and the regular-season standings, then re-projected the
whole ladder and re-seeded 1-10 from Elo on every one of its 10,000 iterations.
So a team with a locked Elimination Final berth was re-drawn into the Wildcard
Round, or out of the finals entirely, in a slice of them — and there it scores 0.
Even with the ladder complete the Math.random() tiebreaker reshuffled every club
tied on ladder points, which in the AFL is most of the middle of the table.
Games already played were re-played the same way, so a completed Wildcard win was
worth 50% of nothing. Mixing zeroes into a distribution whose floor is 15 is what
produced 13.

afl_10 is the only template that defines entryFloor at all, which is why this
surfaced here and not on LLWS, whose floors only exist once a team has won
something.

The simulator now mirrors llws-simulator's bracket-aware mode:

  - readAflBracketSeeds reads the 10 seeds from the slots generateAFL10Bracket
    writes them into. The two Elimination Final participant2 slots are TBD by
    design and are never read as seeds, leaving exactly 10 named slots. No draw
    at all falls back to the ladder projection; a partially seeded, duplicated or
    unknown draw throws rather than silently discarding the draw and every
    recorded result with it.
  - makePlayGame replays a completed match from its recorded result whenever both
    recorded teams are the two the simulation routed into that game, so an
    already-played result sticks across all iterations.
  - simAFLFinals labels each game with the round and match number
    generateAFL10Bracket and advanceAFLWinner use, so a result is looked up
    against the game it was played in. Its routing was already correct.

EV >= the banked floor now holds by construction, with no clamping: a team seeded
into an Elimination Final is in that game in every iteration. Column sums stay
exactly 1.0 and the 340-point total-EV invariant is unchanged, since teams
outside the bracket simply score nothing.

Fixing the simulator alone would not have held. processMatchResult calls
updateProbabilitiesAfterResult on every result, and its ICM branch re-derives
each still-alive participant's whole distribution from P(1st) alone, knowing
nothing about the bracket — so the next finals result would have put the EV
straight back under the floor. That branch was built for futures-odds seasons.
It now runs only when the season's EVs did not come from a bracket-aware
simulator; when they did, that simulator is re-run instead, since it already
knows the completed matches. Both conditions matter: re-running a bracket-blind
simulator would re-draw the field and hand equity back to knocked-out teams, so
a new manifest `bracketAware` flag limits this to AFL and LLWS. A failed re-run
leaves probabilities untouched rather than falling back to the ICM path that is
being replaced.

The finalized-participant pinning loop now runs after that recalculation rather
than before. A simulation run rewrites every participant in the season, the
finalized ones included; a finalized placement is a fact, not a projection, so it
is written last and wins.

Tests: seeds clear the entry floors their seeding banked, a Qualifying Final
entrant is structurally absent from the 7th-8th tier, the bracket's draw beats
Elo (the weakest club seeded 1, the strongest seeded 10), completed Wildcard and
Qualifying Finals are replayed with the winner banking its floor, teams outside
the bracket are zeroed, and the column sums and 340 total survive. The bracket
fixtures deliberately seed the ten weakest clubs, because seeding the strongest
ten lets the ladder projection reproduce much the same field by accident. Six of
the seven were confirmed to fail against the previous behavior. Plus the
probability-updater branch in each direction, its failure path, and the pin
ordering.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01VPxDnSEKVoKx9HFcQ6gmcS
2026-08-29 02:42:31 +00:00
Claude
7ec17e417d
Fix EV reporting 20 pts for both LLWS 5-6 and 7-8 locked tiers
After an LLWS simulation, a team locked into the 5th-6th tier and one
locked into the 7th-8th tier both showed 20 points EV. They should show
25 and 15.

The simulator and calculateEV were both right. A team locked into the
5-6 tier comes out of llws-simulator at probFifth = probSixth = 0.5, and
against DEFAULT_SCORING_RULES (100/70/50/40/25/25/15/15) that is 25 —
matching calculateBracketPoints, which already knows llws_20 splits 5-8
into two tiers. The Admin -> Expected Values page just wasn't using that
table. It hardcoded its own stale copy:

  const SCORING = [100, 70, 45, 45, 20, 20, 20, 20] as const;

0.5*20 + 0.5*20 = 20 for either tier.

It is not LLWS-specific. Four places carried that same stale table, and
it stayed invisible because a standard single-elimination bracket puts
all four quarterfinal losers in one tier worth avg(25,25,15,15) = 20 —
the same number. It only diverges for the templates that split 5-8
(llws_20, afl_10) and those with a distinct 3rd/4th (llws_20, fifa_48,
where 45/45 should be 50/40). Two of the four *persist* EVs computed
that way, so the wrong values reached the database:

  - expected-values.tsx      displayed EV, the total, and the sort order
  - expected-values.server   manual EV entry, written to expected_value
  - golf-skills.tsx          simulation EVs + snapshots, written
  - surface-elo.tsx          simulation EVs + snapshots, written

All four now use the shared DEFAULT_SCORING_RULES. probability-updater
had a fourth inline copy with the right values; it is folded in too so
there is one table left. The page's 340 total-EV invariant is unchanged
— both tables sum to 340.

A second path collapses the same two tiers, this time in real fantasy
points. calculateBracketPoints falls back to the flat avg([5,6,7,8])
when bracketTemplateId is null, and four call sites resolved the
template by taking an arbitrary scoringEvents row for the sports season
— unordered, and not filtered to rows that actually carry a template. A
season can own several events (a bracket plus schedule events, or a
re-created bracket beside a stale one), so a null row wins at random and
llws_20 is lost. New getBracketTemplateIdsForSportsSeasons in
models/bracket-template.ts filters to events with a template and takes
the most recent, the same rule llws-simulator uses to pick its bracket
event; standings, calculateTeamScore, calculateTeamProjectedScore and
getDraftedParticipantsWithPoints all go through it.

Tests: evFromProbs pinned to 25 / 15 / 20-for-a-single-5-8-tier and the
340 invariant; the new lookup against a mixed set of events; and two
llws-simulator tests that play out a full U.S. side so a team really is
locked into each tier and must come out at exactly 50/50 across it.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01EmUdy42Rpgx9qZTnpQwirz
2026-08-27 16:11:59 +00:00
Claude
21422a7e92
Fix four issues found reviewing the entry-floor change
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- Provisional rows were being treated as finished by
  updateProbabilitiesAfterResult, whose finishedMap filtered on
  finalPosition alone. Entry floors made that fire for the whole seeded
  field: on the first match result, AFL seeds 1-6 would each be pinned
  to 100% at their floor position and dropped from the ICM recalc,
  zeroing the championship odds of six teams that had not played. Filter
  partial rows out of finishedMap so they stay in the unfinished set.
  Finalized 0-position eliminations still finalize as before.

- generate-bracket recalculated standings only inside
  markEliminatedAndAnnounce, which no-ops when nothing was eliminated.
  A season whose participants exactly equal the bracket field would
  never surface the floors in teamStandings.totalPoints. Recalculate
  explicitly in that case (skipDiscord: seeding is not a result).

- applyBracketEntryFloors upserted unconditionally, so regenerating a
  bracket mid-tournament could downgrade a team already sitting on a
  better placement. Read existing placements first and only write when
  the floor improves on what a participant already has; position 0 is
  eliminated, not a placement, so it never blocks a floor.

- Relaxing the reprocess guard to matches.length made the season-wide
  deleteParticipantResultsBySportsSeasonId reachable with zero completed
  matches, wiping other events' placements with no replay able to
  rebuild them. Skip the wipe when there is nothing to replay; entry
  floors and elimination marking are additive and need no wipe.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01JkhdcbUCvramxJdVdoBsKd
2026-08-24 17:13:45 +00:00
Claude
3fae78c521
Address review findings in LLWS simulator
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Four fixes from code review of the previous commit.

1. Preserve the futures board's dispersion (llws-simulator.ts).
   convertFuturesToElo finishes by rescaling any field onto a fixed
   1250-1750 Elo span, discarding how spread out the board actually is: a
   board with a 22%-priced favorite and one with a 6%-priced favorite both
   came out 500 Elo wide. On a tight board that inflated the favorite from
   6% to 13% -- worse than the raw-futures model it replaced (RMSE 0.025 vs
   0.005), so the previous commit was a regression in that regime.

   buildLLWSElos now maps decompressed strengths by their log-ratio to the
   field's geometric mean, so Elo span tracks real dispersion. Re-swept the
   parity factor across three board shapes rather than one: 550 minimizes
   total error. Simulated vs priced favorite, with RMSE:
     wide       21.8% -> 20.7%  (0.0055), elo span 1355-1682
     top-heavy  28.2% -> 25.6%  (0.0085), elo span 1354-1733
     tight       6.0% ->  5.8%  (0.0026), elo span 1484-1518

2. Rate an unpriced team at the field's median, not 1500.
   DEFAULT_ELO is the midpoint of the Elo output range, not of the field;
   on a typical board it ranked an unpriced team ~6th of 20, so blanking a
   team's odds promoted it. buildLLWSElos now returns the priced field's
   median alongside the ratings (ranks 11th of 20 on the same board).

3. Pick the bracket event deterministically.
   scoringEvents.findFirst with no ordering returned an arbitrary row when a
   season had more than one llws_20 playoff event; landing on a stale one
   silently reverted to a randomized draw that ignored all recorded results.
   Now takes the most recent, matching world-cup-simulator.ts.

4. Fail on a partially seeded bracket instead of discarding it.
   readBracketSlots returned null on any single missing participant, throwing
   away the draw and every completed result with no warning. Since
   playoff_matches participant columns are ON DELETE SET NULL, removing and
   re-adding one participant mid-tournament was enough to put eliminated
   teams back in contention. It now distinguishes "generated but not seeded"
   (0 slots filled -> randomized draw) from "partially seeded" (throws).

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01X5vQZMPeokzfMqHQjq1RDZ
2026-08-21 22:08:04 +00:00
Claude
d4df0b65fb
Make LLWS simulator bracket-aware and calibrate its futures model
The LLWS simulator was overestimating favorites and ignoring games that had
already been played. Two separate causes:

1. Championship futures were used directly as single-game strength
   (p1 / (p1 + p2)). A future already compounds the ~6 wins needed to take
   the title, so this made every individual game as lopsided as the whole
   tournament and re-compounded that edge round after round. Against a
   representative 20-team board the favorite priced at 21.8% simulated at
   44.9%, and the longest shot fell to ~0%.

   Futures are now decompressed to single-game Elo via convertFuturesToElo,
   the same pipeline the other bracket simulators use, and games are played
   with eloWinProbabilityWithParity. The parity factor was calibrated by
   sweeping it until a randomized-draw simulation reproduces the board it
   was fed: at 1000 the favorite simulates at 21.8% and field-wide RMSE
   drops from 0.062 to 0.003. It is overridable per season via config.

2. The simulator never read playoff_matches, so it re-ran the tournament
   from an empty bracket every time and shuffled the draw at random each
   iteration. A recorded loss changed nothing.

   It now loads the seeded llws_20 bracket, places teams in their real
   slots, and replays completed games from their recorded result instead of
   re-simulating them, so an eliminated team correctly drops to zero. When
   no bracket exists (or it has no participants seeded) it falls back to the
   previous randomized-draw behavior, and a seeded bracket is authoritative
   about which side a team is on, so externalId is only required on the
   pre-bracket path.

Guards: a recorded result is only honored when its two participants are the
ones the simulation routed into that game, so a corrupt or out-of-order row
cannot desynchronize the rest of the bracket; brackets seeding an unknown or
duplicated participant now fail loudly.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01X5vQZMPeokzfMqHQjq1RDZ
2026-08-21 21:09:47 +00:00
8edb4293c5 claude/indycar-ev-sims-probability-fpzfx6 (#139)
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Co-authored-by: Claude <noreply@anthropic.com>
Reviewed-on: #139
2026-08-17 22:50:35 +00:00
Claude
1bd23a4419
Add LLWS 20-team double-elimination bracket
The Little League Baseball World Series runs two independent 10-team
double-elimination brackets — United States and International — each
producing a side champion, then a World Championship game and a
Consolation Third Place game between the side runners-up. 38 games in
all. No existing template could express it: every one is single
elimination, at most with a bolted-on third-place game.

Adds the llws_20 template plus dedicated generation and advancement,
following the same bespoke-routing pattern afl_10 and nba_20 use rather
than the generic ceil(matchNumber / 2) advancement.

The core of the change is loser routing. In the winners bracket a loss
is not an elimination — it drops the team into the elimination bracket
at a specific slot, including the deliberate cross-overs the official
bracket uses (Elimination Round 1 pairs L4/L6 and L2/L8; Elimination
Round 3 pairs each semifinal loser with the winner from the opposite
half). In the elimination bracket a loss is final. Matching the official
modified double-elimination format, there is no "if necessary" game: the
winners-bracket champion is eliminated if it loses the side
championship, dropping to the consolation game.

Rounds are shared across both sides, U.S. taking the low match numbers
and International the high ones, so the scoring config stays one entry
per stage. The existing phases/groups display machinery splits them back
apart into United States / International / Championship tabs.

Scoring lands on exactly 8 point-earning teams, which is the field size
when Elimination Round 4 begins: the two finals decide 1st–4th,
Elimination Final losers take 5th–6th, and Elimination Round 4 losers
7th–8th. 3rd and 4th are distinct because the consolation game is real,
and 5–8 splits into two two-team tiers so surviving Elimination Round 4
is worth more than losing it.

Also:

- Adds an optional nonScoringWinnerFloor to BracketRound. The engine
  hardcoded a 5th-place floor for winners of non-scoring rounds feeding
  a scoring one, which is wrong inside a losers bracket where a win can
  guarantee only 7th. Opt-in, so no existing template changes behavior.

- Fixes TabbedBracketLayout's mobile path, which built its match map
  unfiltered and so would have merged U.S. and International games into
  one column. No-op for NCAA and NBA, whose groups already cover every
  match in their phases.

- Rewrites the LLWS Monte Carlo simulator, which still modelled the
  retired pool-play format (5 teams per pool, then a 4-team bracket per
  side) and no longer described the tournament being scored. It now runs
  the real 10-team double elimination and splits the 5–8 probabilities
  into the correct tiers instead of one even four-way split. Legacy
  "US:A"/"Intl:B" externalIds are still accepted, read as the side
  alone, so seasons configured for the old format keep loading.

Tests replay all 38 games through the pure advancement resolver and
assert each one against the feed labels printed on the official bracket.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01EAxqBVzfmKJe6WQ6VF9guj
2026-08-03 18:06:56 +00:00
Chris Parsons
932f36ca07 Show non-eliminated loser's manager tag in Scored Matches notifications
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In playoff "Scored Matches" Discord notifications, the winner's manager tag
was shown unconditionally but the loser's was gated behind isLoserNotifiable,
which is only true when the loser scored or was eliminated. A World Cup
semifinal loser (drops to the 3rd-place playoff) or an AFL Qualifying-Final
loser (drops to a Semi Final) is neither, so their tag was dropped:

  • Argentina (philosohraptors) def. England

Decouple the loser's display name from the ping gate, mirroring the winner:
loserUsername is now shown whenever the loser's team is drafted, while the
@-ping (loserDiscordUserId) stays gated by showLoser. A still-alive loser is
named for context but not pinged:

  • Argentina (philosohraptors) def. England (elementsoul)

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-15 21:36:23 -07:00
Chris Parsons
687fb6f040 Merge QP scoreboard into a single Drafted Participants list with a Points Bubble divider
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Collapse the "Drafted Participants in Top 8" and "Non-scoring Participants"
sections of the qualifying-points Discord announcement into one "Drafted
Participants" standings section. It lists every drafted participant who has
scored (qpTotal > 0) as ranked lines, with a "═══ Points Bubble ═══" divider
marking the points cutoff between rank 8 and rank 9. Participants with 0 QP are
no longer shown.

The divider is only emitted once at least one above-the-cutoff row exists:
globalRank is a season-wide rank while the scoreboard is scoped to one league's
drafts, so a league can have drafted nobody in the global top 8 — guarding on
that avoids a leading divider with nothing above it.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-09 23:22:24 -07:00
Chris Parsons
5d0363a309 Fix qualifying-points notifications: full-field scoreboard + manual-set announcements
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The QP Discord embed's two "scoreboard" sections now reflect the whole drafted
field instead of only participants whose QP changed this sync:

- Non-scoring / Top 8 draw from a new per-league `scoreboard` (all drafted
  participants), scoped to the sports season being announced so a golf pick can't
  leak into a tennis event. Points Awarded / Knocked Out stay scoped to the sync's
  changes and remain the only pinged sections.
- Non-scoring is now a single compact "Name (points, manager)" line below Top 8,
  covering everyone not in the top 8 (the exact complement of the Top 8 filter).
- Top 8 requires qpTotal > 0 as well as rank <= 8, so early-season winless players
  tied into a low rank band no longer flood the section with "T5. Name — 0 QP".

Manually setting a bracket match result (e.g. a Wimbledon semifinal) now announces
the QP update. The set-winner / set-round-winners / complete-round paths route
through processQualifyingEvent (which snapshots, diffs, and notifies) instead of
processQualifyingBracketEvent (which scored silently). The tournament fan-out still
skips the primary window via skipEventId, so mirror windows aren't double-posted.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-09 10:04:22 -07:00
Claude
cab161424e
Trim trailing zeros on qualifying-points values
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Display fractional QP with up to 2 decimals and trailing zeros trimmed
(1.50→1.5, 0.50→0.5) in both the Discord embed (formatQPValue) and the web
UI (formatQP) so the two surfaces stay consistent.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_011U7mTxDVK2cH8E2BWjCiUv
2026-07-09 06:34:25 +00:00
Claude
3f16d5e1d3
Restructure qualifying-points Discord embed
- Drop the "+" prefix on Points Awarded values (they are totals awarded,
  not increments).
- Rename "No Points" to "Non-scoring Participants" and format each line as
  "Name (seasonTotal, manager)" using the plain manager name.
- Rename "QP Standings" to "Drafted Participants in Top 8" and limit it to
  participants in the top 8 of the full field (plus ties), with plain
  manager names.
- Ping only Points Awarded and Knocked Out managers; non-scoring managers
  are no longer pinged.
- Link the embed title to the league's sport-season standings page and
  remove the plain "brackt.com" footer.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_011U7mTxDVK2cH8E2BWjCiUv
2026-07-09 05:12:40 +00:00
Chris Parsons
07f1356cd3 Sync IndyCar standings from OC Blacktop, fall back to ESPN
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ESPN's IndyCar standings aggregate lags hours behind a race finish (Palou
stuck at 374 an evening after Mid-Ohio, vs. his true 409/P1). Add an
OcBlacktopIndyCarStandingsAdapter that reads the fresher OC Blacktop feed and
delegates to the existing ESPN IndyCarStandingsAdapter on any failure (missing
key, network error, empty payload, or schema drift) so a flaky third party
never breaks the sync.

Per-row validation throws on missing id/name or unparseable position/points to
route to the fallback rather than overwriting real standings with zeros, while
still keeping legitimate 0-point backmarkers.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-06 21:20:47 -07:00
Chris Parsons
3f6af2665e Don't ping owners on rank-only standings changes in Discord
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The first score of a season displaces every other team's rank (e.g.
everyone becomes T2), which fired a mass @-ping of the whole league even
though only one owner actually scored. The Standings Changes section
pinged every team whose rank *or* points changed.

Now the section pings an owner only when that team's points genuinely
changed this event; rank-only shufflers are still displayed with their
rank delta, but by name and without a mention. Mirrors the existing
"display but don't ping" behaviour in the Scored Matches section and
preserves pings for pure season-standings sports (F1, IndyCar), where a
real scorer's points always change.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-04 22:02:06 -07:00
Claude
7ca89aafc4
Fix mirrored tournaments dropping QP knockout announcements
Mirror tournament windows (leagues drafting the same real-world major)
announced Qualifying Points awards but silently omitted the "Knocked Out"
section. Knockouts are derived only on the primary window's bracket
(playoff_matches → newlyDecidedLoserIds); mirrors receive placement/rawScore
only, so a player eliminated in a non-scoring round (0 QP) becomes a
null-placement filler indistinguishable from "not yet played" — the mirror
has no local signal to detect the knockout, and its notification was also
gated on QP having changed.

Thread the primary's newly-eliminated participants down the fan-out
(syncTennisDraw → fanOutMajorIfPrimary → syncMajorFromPrimaryEvent →
syncTournamentResults → processQualifyingEvent), translating identity across
window boundaries (primary season_participant → canonical participant → each
mirror's season_participant), and relax the mirror notification guard to fire
on eliminations even when no QP changed — matching the primary path.

Reuses the same notifyQualifyingPointsUpdate the primary already calls, so
mirrors now produce the same combined "Points Awarded" + "Knocked Out" embed.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01WZGsG5R1q3kyKCaXuysiWJ
2026-07-04 16:24:36 +00:00
Chris Parsons
698c6a6509 Fix lint errors in PlayoffBracket and sync-tournament-results test
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Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-07-03 21:02:06 -07:00
Claude
0baef5a948
Fix reprocess bracket to score mirror windows like the primary
Reprocessing a tennis (qualifying) major recomputed the primary window's
QP correctly (R16 players = 1.5, the average of the 9th–16th values) but
left mirror/sibling windows showing 2 QP. Two defects:

1. The mirror fan-out ran through fanOutMajorIfPrimary, which swallows
   every error and returns void, so reprocess reported a green "success"
   even when mirrors were never re-scored. The reprocess qualifying path
   now calls syncMajorFromPrimaryEvent directly and folds the SyncReport
   (windows synced / failed) into the response, surfacing failures instead
   of hiding them.

2. Mirror windows split QP by counting canonical tournament_results rows
   at each placement, which only equals the round's structural tie span
   when placements are final. Mid-tournament, players floored at a tier
   make the row-count diverge from the tier size, so mirrors split
   differently than the primary. syncMajorFromPrimaryEvent now derives the
   structural span (R16 = 8, QF = 4, SF = 2, Final = 1) from the primary
   bracket via deriveBracketQualifyingStates and merges it over the
   canonical counts, so every window splits identically to the primary at
   every stage. Golf and CS2 Swiss-exit placements keep their canonical
   count via the merge.

Adds a fan-out test covering an R16-in-progress bracket where only 4 rows
sit at placement 9: the mirror is scored with the structural span (8), not
the live count (4).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_013UkZVYgLmquWV2xDn349T2
2026-07-04 01:45:53 +00:00
58e656f15e claude/wimbledon-qp-scoring-bug-xevhlf (#127)
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Co-authored-by: Claude <noreply@anthropic.com>
Reviewed-on: #127
2026-07-03 21:40:11 +00:00
Claude
5be8ac3f2f
Short-circuit QP notifier when nothing drafted is involved
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Widening the tennis-sync gate to fire on any elimination means
notifyQualifyingPointsUpdate now runs on essentially every early-round
sync, since most eliminated players are undrafted. Fetch the draft picks
first and bail before the QP-total, season, participant, user, and Discord
lookups when no drafted participant earned QP or was knocked out this sync —
avoiding a full query battery just to send nothing.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LkPWxSCunhPFknNUTXm4aZ
2026-07-03 15:10:07 +00:00
Claude
8900bf79dc
Announce drafted tennis players eliminated in non-scoring rounds
A player drafted in a tennis major (e.g. Jakob Mensik, out in the Round of
64) got no Discord announcement when the bracket was scored by sync. The
first three Grand Slam rounds are non-scoring, so an early-round loser earns
0 QP, gets no event_results row, and is dropped from the
"Qualifying Points Update" notification — the only announcement the tennis
sync emits mid-tournament.

Detect players knocked out on each sync and surface them:

- populateBracketFromDraw now returns newlyDecidedLoserIds: losers of
  matches that transition to complete on this run. Idempotent across
  re-syncs since playoff_matches persist, so a knockout is announced once.
- syncTennisDraw threads that set into notifyQualifyingPointsUpdate and
  fires the notification even when no QP changed.
- notifyQualifyingPointsUpdate builds an eliminated list scoped to players
  drafted in the league, deduped against QP earners (so a Round-of-16 loser
  who scores isn't listed twice), tagging the drafting manager.
- sendQualifyingPointsUpdateNotification renders a "Knocked Out" section and
  pings those managers; the QP Standings block is skipped when a sync only
  reports knockouts.

Tests cover the new detection, dedup, manager tagging, knockout-only
notifications, and rendering.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LkPWxSCunhPFknNUTXm4aZ
2026-07-03 14:42:06 +00:00
6b0e32c3d5 claude/discord-qp-notifications-75wa7k (#122)
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Co-authored-by: Claude <noreply@anthropic.com>
Reviewed-on: #122
2026-07-01 22:14:51 +00:00
b0c25beb90 claude/discord-qualifying-points-t55s3x (#121)
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Reviewed-on: #121
2026-07-01 17:29:45 +00:00
64e5cb23ef claude/discord-ping-notification-filter-6m1ymt (#120)
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Reviewed-on: #120
2026-06-30 23:48:11 +00:00
3e50619629 claude/probability-config-review-1tdolw (#119)
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Reviewed-on: #119
2026-06-30 23:24:48 +00:00
070b825077 scoring notifications (#115)
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2026-06-30 01:58:20 +00:00
e3e8485e26 elimination announcements (#114)
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2026-06-28 19:36:33 +00:00
Chris Parsons
81d063faa1 Auto-populate & auto-score tennis Grand Slam brackets from Wikipedia
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Add a per-event "Sync Draw" that pulls a tennis major's full 128-player
draw from its Wikipedia article, auto-creates/links participants (and
propagates them to every linked sibling season), builds the bracket, and
runs the qualifying-points scorer. Re-running advances the bracket and
scoring as matches complete.

Core
- match-sync: WikipediaTennisAdapter + wikitext bracket parser, DrawSync
  DTOs, syncTennisDraw orchestrator, pure draw->rows mapping
- playoff-match: populateBracketFromDraw (idempotent upsert on externalMatchId)
- scoring_events.externalSourceKey column (Wikipedia article; migration 0123)
- admin bracket "Sync Draw" card (accepts URL or title) + cron pass

Scoring fix
- deriveBracketQualifyingStates only floors players who have reached the
  scoring stage; for deep brackets (tennis_128) early-round losers earn 0 QP
  instead of a phantom 9th-place floor. CS2/simple_8 behavior preserved
  (gated on rounds[0].isScoring). Re-sync reconciles stale QP rows in a
  transaction.

Matching & parsing
- accent-folding in normalizeTeamName; strip Wikipedia "(tennis)"
  disambiguators; treat Bye/TBD/Qualifier as TBD; extract wikilink before
  template-stripping so {{nowrap}}-wrapped players parse

Admin UX
- dry-run preview (matched / will-create / possible duplicates / unfilled
  slots) with inline "rename existing" / "create as new" resolution via
  fetcher (no full reload)

Tests: parser vs real 2025 Wimbledon fixture, draw mapping, tennis_128
scoring, accent/disambiguator/nowrap parsing, URL parsing.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-26 21:48:00 -07:00
120056b0bd claude/fix-lint-errors-n48594 (#111)
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Reviewed-on: #111
2026-06-26 07:26:55 +00:00
ee099c64cd claude/clever-archimedes-dvye42 (#110)
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Reviewed-on: #110
2026-06-26 05:16:54 +00:00
Claude
88248e349c
Fix futures odds being ignored when stale Elo exists
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When an admin entered futures (preseason) odds for a season that already
had Elo ratings stored, the simulator kept using the old Elo and silently
ignored the new odds. This affected any Elo-based simulator (e.g. NHL).

Root cause: resolveSourceElos() ranks a direct sourceElo above the
sourceOdds -> convertFuturesToElo branch, but batchSaveFuturesOddsForSimulator()
only cleared the bracket-seeding `rating`/`ratingMethod` — never the stale
`sourceElo`/`sourceEloMethod`. A manually entered Elo (method "direct") is not
treated as generated, so it survived and short-circuited the resolver.

Fix:
- batchSaveFuturesOddsForSimulator now also nulls sourceElo and strips
  sourceEloMethod (both the pre-update and upsert-conflict paths), so the
  existing futures -> Elo conversion drives the run.
- resolveSourceElos' sourceOdds branch now guards for >= 2 participants
  (mirroring resolveRatings), so a lone-odds season falls through to the
  configured missing-Elo strategy instead of getting a flat ~1500.
- batchSaveSourceOdds clears the legacy EV sourceElo and marks source as
  futures_odds so the elo-ratings page won't resurrect a stale rating.

Adds unit coverage for odds-derived Elo, the single-participant guard, the
post-clear regression, generated-vs-direct sourceElo suppression, and the
new clearing behavior in batchSaveFuturesOddsForSimulator.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01YNfUEd9RzD3zm84oLHBHUH
2026-06-25 17:43:31 +00:00
Chris Parsons
6772079e86 Reflect group stage in World Cup sim; seed R32 from real 2026 bracket
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The World Cup Monte Carlo simulator ignored the admin-populated knockout
draw and re-paired its own simulated group output sequentially, so bracket
paths from the Round of 32 onward did not match the real tournament. It
also silently invented 12 synthetic groups when none were configured,
discarding real group-stage results.

Rework the simulator around three regimes:
- draw set     → simulate the real R32 matchups, advancing through the
  bracket tree via the canonical ceil(matchNumber/2) rule (matching
  advanceWinnerTemplate) so sim paths match the admin tooling.
- groups only  → simulate remaining group matches, then seed the R32 with
  the official 2026 group-position template + FIFA's exact Annex C
  best-third-place allocation (495-row published table).
- neither      → futures-seeded bracket fallback, flagged via result source.

Completed group and knockout matches still lock in real results at every
round.

New app/lib/fifa-2026-bracket.ts encodes the R32 group-position template
(official FIFA matches 73-88 mapped onto DB matchNumbers 1-16 so the tree
reproduces the real halves) and assignThirdPlaceSlots(). The Annex C table
is generated deterministically by scripts/gen-fifa-third-place.mjs into
app/lib/fifa-2026-third-place-allocation.ts.

Tests assert exact Annex C values, cross-check the template's eligible
groups against all 495 combinations, and cover each regime including the
partial-draw dedup and fully-drawn fast path.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-23 12:15:45 -07:00
Chris Parsons
9480501932 Unify majors: score once, fan out across windows + tennis bracket EV
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Make a "major" (golf/tennis/CS2) scored once on its canonical tournament
and fan out to every linked sports_season window and league.

Fan-out & completion (app/services/sync-tournament-results.ts):
- syncTournamentResults now marks each synced window's event complete
  (gated by markComplete), recalculates affected leagues, and counts
  recalc failures so a stale league can't hide behind a "completed" badge
- syncMajorFromPrimaryEvent promotes a primary window's derived results to
  canonical tournament_results (deleting rows for dropped placements) and
  fans out to siblings; fanOutMajorIfPrimary guards on the primary
- placement removals now propagate (stale rows reset to filler)

Primary-event model (scoring_events.is_primary, migration 0122):
- getPrimaryEventForTournament / isReadOnlySibling / ensurePrimaryEvent /
  setPrimaryEvent; event creation auto-seeds a primary for bracket majors;
  "Make primary" button on the tournament page
- per-window event/bracket/cs2 pages are read-only for non-primary linked
  events (not-participating stays editable)

Tennis Grand Slam bracket (tennis_128 template + TEMPLATE_ROUND_CONFIG):
- bracket-scored qualifying major via the existing bracket pipeline
- simulator conditions in-progress EV on the real bracket (honoring
  completed matches, walkover for withdrawals), QP derived from config,
  round structure read from the template; CS2 + tennis share resolveStructureSource

Backfill (scripts/backfill-major-linking.ts): one-time idempotent reconcile
of existing majors (link orphans, designate primary, promote canonical, sync).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-22 20:32:22 -07:00
Chris Parsons
dfbcb7d953 Add complete CS2 event reset to clear orphaned results/QP
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The CS2 Major EV simulation silently discarded the Champions Stage
bracket for IEM Cologne 2026: the bracket seeded "Team Spirit" in QF1
while the stage assignments listed the (different) "Spirit Academy", so
the realBracket gate found an out-of-field participant and rejected the
whole bracket. The phantom "Spirit Academy" also left a stray
event_results row (33 rows for 32 teams).

The existing "Reset all" button only cleared cs2_major_stage_results, so
re-entering couldn't remove the phantom result or its cached QP total.

Add resetCs2Event, which also deletes the event's event_results and
recomputes the affected participants' cached QP totals — all inside a
single transaction so a mid-operation failure can't leave the event in a
torn state. It deliberately preserves the Champions Stage bracket so
re-entry realigns the stage data to it. The reset button now confirms
and states that results/QP are cleared too.

Tests: resetCs2Event clear+recompute behavior, and a simulator
regression pinning that one out-of-field QF participant disables the
whole bracket.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-19 22:22:11 -07:00
472875f151 claude/exciting-ride-q1jq8k (#101)
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Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Chris Parsons <chrisparsons1127@gmail.com>
Reviewed-on: #101
2026-06-20 03:56:28 +00:00
dc94403160 claude/trusting-heisenberg-r6xnfi (#90)
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Co-authored-by: Chris Parsons <chrisparsons1127@gmail.com>
Reviewed-on: #90
2026-06-15 03:34:44 +00:00
d0a31f3883 Fix CS2 Stage 3 QP slot assignment (#89)
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## Summary

- 0-3 teams in Stage 3 were being assigned slots 9–10 (high QP) when marked eliminated before other Stage 3 teams, because `computeStage3ExitQP` filled from slot 9 upward using only the teams passed in
- 1-3 teams had the same problem when marked before 2-3 teams
- Fix: gate all Stage 3 QP computation on `stage3Exits.length === STAGE3_TOTAL_EXITS` (8) — partial saves write 0 QP as a placeholder, and correct QP/placements are assigned once all 8 exits are known
- As belt-and-suspenders, `computeStage3ExitQP` now places 0-wins teams from the bottom of the slot range so the function itself is correct even if called with a partial set

## Test plan

- [ ] Run `npm run test:run -- app/models/__tests__/cs2-major-stage.test.ts` — all 17 tests pass
- [ ] Mark 2 Stage 3 teams as 0-3 eliminated and save — confirm they show 0 QP (not 2 QP)
- [ ] Mark all 8 Stage 3 exits and save — confirm 0-3 teams get slots 15–16 QP, 1-3 teams get slots 12–14 QP split correctly

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Chris Parsons <chrisparsons1127@gmail.com>
Reviewed-on: #89
2026-06-14 05:49:06 +00:00
f40144e1e2 claude/great-lovelace-r3bznh (#88)
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Reviewed-on: #88
2026-06-12 22:35:35 +00:00
058e96e67e mlb fix (#87)
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Reviewed-on: #87
2026-06-12 04:09:51 +00:00
ea84ffd915 Fix MLB division leaders showing under wildcard (#84)
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2026-06-11 00:25:18 +00:00
Chris Parsons
ea85a21c83 Fix IndyCar standings: correct ESPN stat key, update title, restore finalized badge
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- IndyCar points were showing as 0 because ESPN uses 'championshipPts' not 'points'
  as the stat name; add it as primary key in the fallback chain
- Rename season_standings card title from sportSeasonName to "${name} Standings"
- Remove non-finalized subtext from SeasonStandings CardDescription
- Restore finalized-season badge (season complete / top-8 points locked) which
  was dropped when removing the subtext; derive from sportsSeason.status at the
  component level instead of the loader so the dead seasonIsFinalized field is
  also removed from the loader return

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-06-10 09:17:23 -07:00
0150fb7ab9 sync racing standings (#80)
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Co-authored-by: Claude <noreply@anthropic.com>
Reviewed-on: #80
2026-06-10 04:25:48 +00:00
273742f02e Phase A: external HTTP cron jobs for snapshots, standings sync, and simulation (#79)
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## Summary

- Removes the last in-process \`setInterval\` (\`server/snapshots.ts\` 24h loop) and replaces it with an external HTTP cron job via Forgejo Actions
- Adds automated standings sync + conditional simulation: syncs every 2h, only simulates when standings actually changed (detected by comparing \`gamesPlayed\`/\`leagueRank\` before upsert)
- Adds \`GET /healthz\` for Docker healthcheck (Phase B prerequisite)

## What's new

| Endpoint | Triggered by | What it does |
|---|---|---|
| \`POST /admin/jobs/run-daily-snapshots\` | Forgejo schedule \`5 0 * * *\` | Creates daily fantasy standings snapshots for all active/draft seasons |
| \`POST /admin/jobs/sync-and-simulate\` | Forgejo schedule \`0 */2 * * *\` | Syncs standings from external APIs; runs simulation only if standings changed |
| \`GET /healthz\` | Docker / Traefik | Returns 200 \`{ok:true}\` when DB reachable, 503 otherwise |

Both cron endpoints are protected by \`X-Cron-Secret\` header (set \`CRON_SECRET\` in Forgejo repo secrets + production env).

## Schema changes (migration 0118)

Two new nullable columns on \`sports_seasons\`:
- \`standings_last_changed_at\` — written by \`syncStandings()\` when data actually changes
- \`last_simulated_at\` — written by the cron job after a successful simulation run

## Deployment notes

1. Add \`CRON_SECRET\` to Forgejo repo secrets (generate with \`openssl rand -hex 32\`)
2. Add same value to production environment
3. Migration runs automatically via the \`migrate\` container on deploy

## Test plan

- [ ] \`curl -X POST https://brackt.com/admin/jobs/run-daily-snapshots -H "X-Cron-Secret: ..."\` → 200 \`{total, succeeded, errors}\`
- [ ] \`curl -X POST https://brackt.com/admin/jobs/sync-and-simulate -H "X-Cron-Secret: ..."\` → 200 with \`synced\`/\`unchanged\`/\`simulated\` breakdown
- [ ] \`curl https://brackt.com/healthz\` → 200 \`{ok:true}\`
- [ ] Verify Forgejo workflow runs appear in Actions tab after merge
- [ ] Kill web process mid-day; confirm external cron still fires (no in-process dependency)

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-authored-by: Chris Parsons <chrisparsons1127@gmail.com>
Reviewed-on: #79
2026-06-08 07:42:14 +00:00
Chris Parsons
a4ef8c3aa1 Fix remaining world-cup simulator test timeouts (100 → 20 iterations)
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Column-sum and structural assertions are mathematically exact regardless of
iteration count; 20 iterations runs the suite in ~270ms vs the 5s CI limit.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-06-06 09:47:24 -07:00
Chris Parsons
73f0256ff5 Fix QP standings: filter to drafted/points-earning participants with correct global ranks
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- Filter the QP table to show only participants with QP > 0 or drafted by any team in the league (undrafted 0-QP participants hidden)
- Compute global ranks with tie handling across the full field before filtering so displayed rank numbers and the top-8 Points Line remain correct after rows are removed
- Fix flaky CI timeouts: world-cup simulator test (100 → 50 iterations), SportsSection userEvent test (explicit 15s timeout)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-06-06 09:38:47 -07:00
a528aecc86 Fix MLB simulator: projected wins drive seeding, perf fix, + surface simulate errors (#65)
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## Summary

- **MLB simulator seeding now responds to projected wins**: replaced hardcoded FanGraphs `p_div`/`p_wc` probability draws with Binomial regular-season simulation. Admin-entered projected wins (via Elo) now drive both playoff _qualification_ odds and in-bracket game win probability, not just the latter.
- **Reads current standings mid-season**: `getRegularSeasonStandings` is called so synced `wins`/`gamesPlayed` feed into each simulation iteration's projected final standings.
- **27× seeding performance improvement**: `sampleBinomial` now uses a Box-Muller normal approximation for `n ≥ 30`, dropping the seeding phase from ~243M to ~3M `Math.random()` calls per 50K-sim run (pre-season, 162 remaining games × 30 teams).
- **Missing-standings warning**: when standings exist for some teams but not all recognized ones (partial sync), a `logger.warn` now surfaces which teams are falling back to 0 wins / 162 remaining instead of silently distorting seeding.
- **Cleanup**: `eloToRDif` calls `rawWinRateFromElo` instead of inlining the same formula.
- **Simulate errors surface inline**: moved simulation action from dedicated route to parent page `intent="simulate"` so errors display inline rather than crashing to an error page.

## Test plan

- [ ] `npm run test:run -- mlb-simulator` — 49 tests pass
- [ ] `npm run typecheck` — clean
- [ ] Trigger a simulation from the admin panel for an MLB season with projected wins entered; confirm teams with higher projected wins show meaningfully higher EVs
- [ ] Confirm that running simulate with no projected wins entered (pre-season defaults) still produces a valid bracket
- [ ] Check logs after simulating a season where some teams lack standings rows — confirm warning appears

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-authored-by: Chris Parsons <chrisparsons1127@gmail.com>
Reviewed-on: #65
2026-06-01 20:50:03 +00:00
add196902b Fix MLB standings 406 error and refactor ESPN adapter shared code (#62)
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## Summary

- **Root cause**: `statsapi.mlb.com` returns 406 (deprecated). Switched MLB to ESPN's free standings API (`site.api.espn.com/apis/v2/sports/baseball/mlb/standings`), consistent with NBA, WNBA, and MLS.
- **Refactor**: Extracted a shared `espn.ts` utility module, eliminating 4× duplication of `statsMap()`, `flattenEspnStandings()`, ESPN interfaces, and the `playoffSeed` → conference rank logic across adapters.
- **Bug fixes** found during review and applied across all affected adapters:
  - `parseConferenceRank`: `|| undefined` falsy-zero bug replaced with `isNaN` guard
  - Sort comparators: stable alphabetical tiebreaker added to MLB, NBA, WNBA
  - `winPct`: falls back to `wins/(wins+losses)` if ESPN omits the stat (was silently 0)
  - statsMap pre-built once per entry before sorting in all adapters (was rebuilt per comparison)
  - WNBA `parseEntry`: accepts pre-computed `sm` instead of rebuilding it internally
  - MLB `gamesBack`: tests updated to reflect ESPN returns numeric `0` for division leaders (old API used `"-"` → `undefined`)

## Test plan

- [ ] All 60 standings-sync unit tests pass (`npm run test:run -- app/services/standings-sync`)
- [ ] Trigger MLB standings sync from admin panel and confirm it returns data without a 406
- [ ] Confirm NBA, WNBA, MLS syncs still work (adapters touched but behaviour unchanged)

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-authored-by: Chris Parsons <chrisparsons1127@gmail.com>
Reviewed-on: #62
2026-06-01 03:31:18 +00:00
03726f1a66 Fix simulator correctness bugs and reduce test iteration counts (#61)
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## Summary

- **Bug fix**: EPL Elo/odds fallback was gated on \`dbEloMap.size === 0\` — if any team had a direct \`sourceElo\`, teams with only \`sourceOdds\` were never populated and the simulator threw "Missing Elo" instead of using their odds data
- **Iterations**: WorldCupSimulator default 50k→10k; manifest \`defaultConfig\` for \`world_cup\` and \`epl_standings\` now explicitly override \`BASE_CONFIG\` with 10k so the production fallback matches; test iterations reduced (WorldCup 500→100, EPL 10k→500) to fix timeout failures on slower CI
- **Cleanup**: Extracted \`runKnockoutRound\` out of the 10k-iteration simulation loop; replaced two hot-loop \`toSorted()\` calls on 2-element arrays with a conditional string comparison; removed local \`normalizeProbabilities\` in favour of the shared \`normalizeSimulationResultColumns\`

## Test plan

- [ ] \`npm run test:run\` — all simulator unit tests pass without timeout
- [ ] Typecheck passes (\`npm run typecheck\`)
- [ ] EPL simulate with mixed Elo+odds data no longer throws

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-authored-by: Chris Parsons <chrisparsons1127@gmail.com>
Reviewed-on: #61
2026-05-31 17:39:43 +00:00
10f23839cb Remove redundant flaky world-cup-simulator test (#60)
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## Summary

- Removes the "probabilities are all non-negative" test from \`world-cup-simulator.test.ts\`, which was timing out intermittently in CI (5s budget, 500 Monte Carlo iterations × 48 teams)
- The test is redundant: the "column sums ≈1.0" test immediately above it already catches negative probabilities (a negative value in one column forces a sibling above 1.0, which \`toBeCloseTo(1.0, 2)\` would fail)
- Non-negative assertions for meaningful edge cases are also covered by the "SF losers land in 3rd or 4th" test

## Test plan

- [ ] \`npm run test:run\` passes with no failures

Co-authored-by: Chris Parsons <chrisparsons1127@gmail.com>
Reviewed-on: #60
2026-05-31 17:07:59 +00:00
ef29c1fcd9 claude/discord-pick-notification-refactor-FeusJ (#58)
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Co-authored-by: Claude <noreply@anthropic.com>
Reviewed-on: #58
2026-05-29 16:24:22 +00:00
4a2f542fb1 Fix Discord pick notifications silently dropped during autodraft chains (#57)
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## Summary

- **Per-league queue**: replaced the single global notification queue with a \`Map<leagueId, queue>\` so concurrent drafts in different leagues drain independently and don't block each other
- **Deadlock fix**: wrapped the drainer loop in \`try/finally\` so \`drainingLeagues\` is always cleaned up even if a task throws unexpectedly — previously a crash would leave the flag set permanently, silently dropping all future notifications for that league
- **Wait cap fix**: moved \`Math.min\` to wrap \`(retryAfter * (attempt+1))\` so the 10s ceiling applies to the final product, not just the base value — settings actions that directly await webhook calls were previously blockable for up to 30s on a rate-limited third attempt

## Root cause of the original problem

During an autodraft chain, \`notifyPickMadeOnDiscord\` was called fire-and-forget for each pick in the chain, causing all webhook requests to fly concurrently. Discord's per-webhook rate limit (~5 req/2s) rejected most of them; the single retry logic fired for all simultaneously, hit the limit again, and the \`.catch()\` swallowed the errors silently.

## Test plan

- [ ] Enable autodraft for 5+ consecutive teams; trigger the chain; confirm all picks announce in Discord in order
- [ ] Confirm a slow/rate-limited webhook in League A does not delay League B's announcements
- [ ] \`npm run test:run\` — 158 test files, 2336 tests, all pass

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-authored-by: Chris Parsons <chrisparsons1127@gmail.com>
Reviewed-on: #57
2026-05-27 16:41:08 +00:00