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12 Commits
Author SHA1 Message Date
dennisthiessenandClaude Opus 5 83c0555e52 Event study: report its own statistical limits
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The v3 cutover run scored 2/4 corrections warned against v2's 3/4, which reads
like a regression and is not one. Only 4 of the 11 detected corrections fall in
the holdout, so recall is one event from a different headline -- and the event
that flips is decided by threshold placement, not by what the score saw. "v3
without the credit sensor" catches 2025-02-21 at a *higher* threshold (35.5)
than shipped v3 misses it at (32.3), because the alarm rule needs a rising edge
and a lower threshold can fire outside the horizon then never reset below.

Two caveats are now computed and surfaced rather than left for the reader to
infer:

- Holdout event count against MIN_EVENTS_FOR_CONFIDENCE. The summary sentence
  states how many of the detected corrections actually fall in the test period.
- Warning-sensor coverage across the split. The score renormalises over what is
  available, so a training window predating a sensor's history freezes the
  threshold on a different construct than the holdout is measured against. At
  the cutover that is 39% of training sessions with all three sensors versus
  100% of the test period, credit history beginning 2023-07-25.

Restricting the threshold to sensor-matched training sessions was tested and
rejected: those sessions are a calm recent stretch, so the threshold falls from
32.3 to 22.5 and false alarms rise from 3.3 to 8.6/yr. It swaps a coverage bias
for a regime-selection bias. The report states its limits instead.

_warning_series now returns per-session sensor counts alongside the scores.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-07-26 15:12:53 +02:00
dennisthiessenandClaude Opus 5 019ca1342a Rewrite Regime Monitor as v3: fundamentals off the score, desaturate P3
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The LLM-sourced capex/earnings observations carried 12+8 of 100 Warning points,
so both pegged at 100 produced a Warning of 20.0 -- below the event study's 25.3
alarm threshold and still inside the "stable" band. The reading was
arithmetically incapable of changing anything on screen, which is why refreshing
it appeared to do nothing. They are now a qualitative overlay reported beside
the scores rather than diluted into them.

Calibrated against the 408 v2 sessions to 2026-07-24, reproduced offline from
Alpaca + FRED; the harness matched the stored prod distribution exactly before
any parameter was changed.

State:
- P3 used dd_pct * 5, reaching 100 at a 20% drawdown -- the 90th percentile of
  the observed distribution -- so 39/408 sessions sat at exactly 100 with no
  resolution left during the part of a selloff that matters most. Replaced with
  anchored breakpoints keeping headroom past the observed 36% maximum, blended
  2:1 like P1/P2 instead of max(). P3's realized share of State falls from 65%
  to 40%, matching its nominal weight.
- Credit level is now anchors-only. ICE capped FRED's BAMLH0A0HYM2 at a rolling
  3-year window in April 2026, silently turning the 10-year percentile leg into
  a 3-year one that scored 20 points of stress at an OAS of 3.5 -- the level its
  own anchors call "mild". The anchors already encode the long-run distribution.

Warning:
- Added HY OAS 20-session widening (25%). The level is pinned at zero below the
  3.5 anchor; its rate of change is not.
- Divergence tapers to a 0.35 floor instead of a hard price_ret >= 0 gate, which
  zeroed the sensor through every decline: on 2026-07-24 the basket shed 10
  points of participation in 20 sessions and Warning printed exactly 0.
- The event study and the live monitor now share one sensor definition, so they
  cannot silently drift apart.

Bands are per axis (State 20/50/80, Warning 20/40/60) with quadrant dividers at
50/40; v2 Warning never exceeded 64.9 against a shared 60, leaving that half of
the quadrant unreachable. Realized shares: State 73/15/8/3%, Warning 69/20/8/3%.

Snapshots now record credit_history_days and vix_history_days -- the percentile
defect went unnoticed for months because nothing asserted the window the code
claimed.

Cutover: the first run rebuilds 400 sessions automatically; the Event Study job
must be re-run, as its cached report self-invalidates on the methodology check.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-07-26 14:36:57 +02:00
dennisthiessen f714782fa4 fix: use categorical regime fundamentals
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2026-07-15 10:13:22 +02:00
dennisthiessen 81c6f5fe2f fix: refresh latest regime trading session
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2026-07-15 09:13:42 +02:00
dennisthiessen 1d5b1489be feat: replace regime monitor with v2 methodology 2026-07-15 09:02:56 +02:00
dennisthiessenandClaude Opus 4.8 a07bfee6e6 feat: regime quadrant plot in place of the combined gauge
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The combined score collapsed two distinct signals into one not-very-meaningful
number. Replace its gauge with a quadrant scatter that shows both axes directly:
x = regime index (coincident), y = early warning (breadth divergence), with a
trail of the last 60 sessions and today highlighted.

The four quadrants make the readings legible — ① hot & brittle (narrow melt-up,
shakeout risk), ② transition, ③ healthy & broad, ④ real downturn — and the trail
surfaces the actual tell: the ①→④ move (early warning rolling over as the regime
index climbs = divergence resolving downward). Combined still shows as a line in
the score-history chart. Frontend-only; reuses the history endpoint. Lazy-loaded.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-26 16:14:32 +02:00
dennisthiessenandClaude Opus 4.8 66444af65c feat: score-history chart on the regime tab
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Plots the index, early-warning, and combined scores over time beneath the live
gauges, with a 1M/3M/6M/All range toggle and band reference lines — so the trend
and any divergence between the scores is visible, not just today's snapshot.

- Backend: GET /regime/history + get_regime_history (the three scores per
  snapshot date from regime_snapshots).
- Frontend: recharts line chart, lazy-loaded so recharts ships in its own
  regime-tab chunk instead of nearly doubling the main bundle.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-26 15:48:42 +02:00
dennisthiessenandClaude Opus 4.8 60def1155b fix: coverage-aware event-study headline instead of misleading median delta
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The "warned a median -18 days later" line was the median-over-1-event trap: the
coincident baseline's 60d median is a single lucky event, while breadth warned on
7. Replace it with the honest coverage framing (7/11 vs 1/11) and flag that the
median-lead comparison is unreliable when coverage differs this much.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-26 15:36:39 +02:00
dennisthiessenandClaude Opus 4.8 613fc756ec feat: separate live early-warning + combined score on the regime tab
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The event study showed the breadth-divergence signal genuinely leads (warned
before 7/11 drawdowns, ~6 weeks median, where the coincident baseline almost
never did). Surface it live to observe before deciding how to embed it — kept
separate from the index, not folded into its weights.

- regime_monitor daily job now computes breadth-divergence live and attaches a
  separate early_warning score plus a combined blend (weighted mean, default
  0.6/0.4, configurable via combined_weights) to each snapshot, including the
  backfill so the 7/30-day trends populate immediately. Stored in breakdown_json
  — no schema change. Best-effort: a breadth failure can't break the index.
- get_regime_monitor returns the index, early_warning, and combined scores each
  with 7/30-day deltas.
- Regime tab shows three gauges (generalized ScoreGauge): coincident index,
  early warning, and a compact combined blend. Stale snapshots render "—".

Note: the daily regime job now also does a universe-wide breadth scan.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-26 15:23:37 +02:00
dennisthiessenandClaude Opus 4.8 7c5fb1138d feat: sharpen the event study — more events, fair baseline, per-event view
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The first run gave only 2 events (N=2 is anecdote, not evidence) and an unfairly
weak coincident baseline, so the +42d lead couldn't be trusted. This makes the
measurement meaningful:

- More, cleaner events: default drawdown threshold 15%→10%, and dedup switched
  from "recover to the high" to a rising-edge + cooldown (40d), so distinct
  drawdowns each register instead of merging.
- Fair comparison: each indicator now warns at its OWN 80th percentile instead of
  a shared absolute 60, removing the artifact that muted the coincident baseline.
- Per-event breakdown (date · depth · breadth lead · coincident lead) so a median
  over a tiny sample can't hide an apples-to-oranges comparison — you see whether
  both warned on the same drawdown.
- Surface precision/recall (best row) + base rate per indicator — the honest edge
  read, not just lead time.

Re-run the Event Study job to regenerate the cached report in the new shape.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-26 14:54:29 +02:00
dennisthiessenandClaude Opus 4.8 824c15cf69 feat: breadth-divergence early-warning indicator + event study
Adds a leading-by-construction candidate and the harness to measure whether it
actually leads regime breaks, before any of it earns weight in the live index.

- breadth_service: % of the stored universe above its own 200-DMA + a divergence
  score (benchmark price up while breadth falls, nudged by low breadth). Genuinely
  leading because it keys on divergence, not level. Not wired into the live score.
- event_study_service: detect drawdown events on the benchmark, then measure each
  indicator's median lead time (event-centered) and precision/recall vs. the base
  rate (signal-centered). Compares breadth-divergence against the deterministic
  coincident price composite (reuses the regime price sub-scores). Price/breadth
  only — reproducible, no LLM/FRED.
- Manual "Event Study" job (Admin → Jobs), GET /regime/event-study, and an
  inline early-warning panel on the Regime tab with an honest small-sample caveat.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-26 14:08:52 +02:00
dennisthiessenandClaude Opus 4.8 ebff19940b feat: add standalone AI/Tech regime-change monitor tab
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A new /regime tab scoring how far the AI/Tech bull regime has deteriorated
toward a re-rating as a single 0-100 index with per-signal breakdown and a
7/30-day trend. Intentionally decoupled: nothing reads its output to gate or
score trades — the daily-pipeline membership is scheduling only.

- regime_monitor_service: price sub-scores (P1-P6 via Alpaca, like
  market_regime), VIX + HY credit spreads via a small FRED helper, weighted
  aggregation over available signals (missing source -> n/a, dropped from the
  denominator), one snapshot row/day, and a ~90-day history backfill by
  replaying the already-fetched series as-of each past day.
- F1/F3 fundamentals proposed by the configured grounded LLM (reuses
  sentiment_provider_service config resolution), with a manual override + lock.
- regime_snapshots table (migration 011); endpoints on the existing market
  router; admin-editable weights/threshold; standalone /regime page.

Data needs: prices via Alpaca, VIX/credit via FRED (optional key — signals show
n/a without it). No LLM needed for history.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-26 11:51:45 +02:00