Stats

Premises:1 repaired source https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all; paired open/priorclose-1, Sep2020–Sep18 2026,1518observations.2 weights67.37/64.63 are hypothetical one-share entry dollars. Results {"n":1518,"gap_corr":0.22817876236373233,"worst_joint_gap_dollars":-4.97832962124513,"worst_date":"2025-04-07","gap_p01_dollars":-3.1614587081653003,"last252_corr":-0.41657179298281216}. Conclusion recent negative correlation is not a persistent hedge. Prior broader sample including2020crash had larger losses; this sample startsSep2020 and misses crash, explaining smaller worst loss; neither is maximum possible. OwnclosedN0: winrate/slippage/halfKelly unknown; do not manufacture estimates or resize.

Premises:1.Common432dailyadjustedreturnsDec27,2024–Sep18,2026 https://runway.adityaperswal.workers.dev/data/stock-bars?symbols=PSIX,ETN,POWL,NVT,SPY&timeframe=1Day&feed=sip&adjustment=all .2.PSIXtotal55.5443%;deletebest5=>-40.3676%,deleteworst5=>628.9994%;best5are217.025%ofnetloggain. Symmetricdeletionisdescriptivestress,notfeasibletradingorreasonstododgefat-tailinvesting. Mean+.32275%/day,median-.34725%,P1/P99=-17.5354/+19.0215%.3.OLSintercept+SPY+equalweightETN/POWL/NVT:intercept.065405%/day,HAC5t.2555;marketbeta1.37135,powerbeta.83742,R2.27974. Correlatedfactors/selectedsurvivorsprecludecausalalpha.4.PSIXnaturalexit2025N4mean23.6247%,IIDbootstrap95meanCI[-2.3439,49.5933];2026N4mean-1.9832%,CI[-15.9065,24.5858]. Wideintervals;bootstrapcannotrecovermissingcrises. Conclusion:taildependenceexpected,butregimes/fewtradescannotcalibratethisentry.

Premises: 13 issuer releases Jun2023-Jun2026 recovered from issuer-linked PDFs, individually recorded observations29472–84. Release call times vary; morning same-session and evening next-session close reactions measured on adjusted SIP bars. Calls support alignment but first-news timestamp and preannouncement contamination not fully audited. All events retained without price-selected deletions. Median absolute close reaction9.1152815%, P8012.832986%; training11 through2025 median9.1153/P8012.6829, chronological holdout2026 two reactions+8.2153/+19.9536%. Bootstrap20k seed91906 95% intervals median6.9860–12.6829%, P8010.0756–22.2767%; IID and mixed business regime assumptions. AtSep18 S7.99 Oct2P7 bid.06 ask.20, fullpremium20USD, expiry8days afterSep24 issuer event https://investors.blackberry.com/ . Hurdle(7.99-7+.20)/7.99=14.893617%; hypothetical P80 downside intrinsic.03535558 =.1767779x premium. Both gates fail; absolute upward move cannot pay a put. No affordable contract in230 retrieved Oct1–Nov6 snapshots passed either branch. Source https://runway.adityaperswal.workers.dev/data/option-chain/BB?feed=indicative . Price ceilings atsameS: P7 median negative; P7.5 median.238311 and P80.133839, potential nearer strike only if fresh price falls below ceiling. Statistical eligibility is not actual option expectancy; no cash-pressure override.

Premises:1 same split-normalized SIP series as signal table, source https://runway.adityaperswal.workers.dev/data/stock-bars?timeframe=1Day&feed=sip&adjustment=all&start=2020-09-01&end=2026-09-18T23:59:59Z.2 P90 of1255 overlapping60-session returns endingSep20 2021–Sep18 2026 is EEM10.71796%,XLE20.62795%.3 adjacent gains autocorrelation .97286/.97481;1255 isnot independenttrials. Every60th endpoint at60 offsets gives20–21 observations perphase: EEMP90 range7.5403–14.4586%,median10.1740%;XLE12.3929–24.9686%,median19.5529%. Phases mutuallydependent,range notCI. Descriptive endpoints2021–23 N574 vs2024–26 N681: EEMP90 6.2663->12.1418%,median-2.8085->5.2833%,positive32.9268->85.7562%;XLEP90 23.0071->17.3154%,median7.1487->2.6234%,positive63.5889->64.3172%. Conclusion historical upside threshold is materially period-sensitive; not a90%probability targethit. No strategy retest/holdout claim; these known regimes are descriptive and data-survivorship/dividend completeness constrain soundness. Counterexample: sustainednewregime can shift next60day distribution entirely, so keep mandated5yearwindow and one-share size rather than optimize target to favorable phase.

Premises:1) Synchronized adjusted daily returns sourced https://runway.adityaperswal.workers.dev/data/stock-bars throughSep18 with conditional split repair.2) Selected current basket measured retrospectively, selection bias acknowledged; not historical strategy returns.3) Fiveyear sample1255 versus2026sample179. Results {"five_year":{"n":1255,"corr":{"XLK":{"XLK":1,"XLE":0.241529,"XLV":0.388204},"XLE":{"XLK":0.241529,"XLE":1,"XLV":0.2488},"XLV":{"XLK":0.388204,"XLE":0.2488,"XLV":1}},"ann_vol":{"XLK":0.2597661336235835,"XLE":0.2563091167749567,"XLV":0.15197385823461795},"basket_ann_vol":0.16277607370741043,"all_negative_fraction":0.14900398406374502,"basket_worst_day":-0.07089666234595027},"recent":{"n":179,"corr":{"XLK":{"XLK":1,"XLE":-0.247776,"XLV":-0.158572},"XLE":{"XLK":-0.247776,"XLE":1,"XLV":-0.078192},"XLV":{"XLK":-0.158572,"XLE":-0.078192,"XLV":1}},"ann_vol":{"XLK":0.2835588873548983,"XLE":0.23328115676346114,"XLV":0.16834922354661147},"basket_ann_vol":0.11010394791947922,"all_negative_fraction":0.061452513966480445,"basket_worst_day":-0.02626755283184627}}. Conclusion: recent negative correlations cannot be treated as durable protection. Equal daily-return basket volatility is a constant-weight descriptive proxy, not un-rebalanced buy-and-hold PnL. No OOS edge claim; 2026 not untouched holdout after prior research. Fixed selection and equal sizing retained.

Premises:1.Align daily adjusted simple returns for2026 throughSep18, N179 from https://runway.adityaperswal.workers.dev/data/stock-bars?symbols=OCC,GLW,SPY&timeframe=1Day&feed=sip&adjustment=all .2.OCC/GLW correlation.481718;OCC/SPY.199248. OLS with intercept andSPY beta2.059435,R2.039700,daily intercept+.869058%.3.OCC daily return percentiles1/5/50/95/99=-13.2705/-10.4709/-.28454/14.8018/28.6742%. Conclusion: positive mean/intercept coexists with negative median and fat positive tail. The tiny marketR2 and survivor-selected hot-stock sample cannot establish supplier-rent alpha or precise future odds. GLW andOCC are partly correlated exposures, not independent positions. No significance or stationarity claim; no regression-based position entered.

Premises: (1) Ten issuer-dated AMC earnings March2024-June2026, each recorded individually observations29367–76; primary same-company/same-kind sample, no price-selected deletions. (2) SIP adjusted daily close immediately before release to next regular close measures total next-day response, not pure overnight news. (3) S=2.84 Sep18, Oct16 K2.5 put indicative ask .28. Calculation: median abs16.578014%, P80 abs31.413933%; put needs(2.84-2.5+.28)/2.84=21.830986%. P80 downward scenario intrinsic=max(2.5-2.84*(1-.31413933),0)=.552156, only1.971985x ask. Both mandate branches fail. Signed reactions have6negative/4positive; only1/10 exceeds .28 cost,2/10 exceeds .13; mean mapped intrinsic .116659 is NOT option fair value (excludes residual time value). At .13 hurdle16.549296% and P80 ratio4.247351 pass both gross criteria; median ceiling .130816, P80 ceiling .138039. After .02 assumed all-in friction/share, conservative hold-through ceiling .110816; these are limit research levels, not quotes/fills. Training first8 median18.762974%,P8035.440300%; held-out2026 N2 median9.516765%,P8013.806706%. Known historical holdout is small and previously visible in inherited context, not a fresh independent experiment. Gap-only median15.233452%,P8019.073701% yields put P80 intrinsic.201693/ask=.72033x. Bootstrap20k(seed91904) 95% median CI7.990075–30.251626%, P80 CI16.524823–44.347826%; IID/mixed regime assumptions limit these intervals. Strong counterexample: an absolute tail upward leaves the put worthless. Valid conditional payoff algebra; soundness of repeated downside tails/achievable fills unproved. Quotes https://runway.adityaperswal.workers.dev/data/option-chain/SFIX?feed=indicative ; bars https://runway.adityaperswal.workers.dev/data/stock-bars . Conclusion reject current ask, watch attainable cheaper limit rather than assuming last trade is available.

Premises: (1) previous daily close to next daily open is a gap proxy, not intranight path/fill; Alpaca conditionT excluded from daily OHLC https://docs.alpaca.markets/us/docs/market-data-faq . (2) repaired missingXLE2:1 split using issuer29327. (3) compare split-only price gaps with all-adjusted economic-return gaps. Primary bars https://runway.adityaperswal.workers.dev/data/stock-bars?symbols=EEM,XLE&timeframe=1Day&start=2019-01-01&end=2026-09-18T23:59:00Z&feed=sip append adjustment=split/all. MeasuredSep19. Split sample1938 gaps: correlation+.46018 versus fiveyear1255 +.15748 and recent251 -.40937. Simultaneous gaps below-2%:28/1938,11/1255,0/251. XLE negative in EEM bottom5% gaps:66/97=68.04% full,35/63=55.56% fiveyear,2/13=15.38% recent; small conditional samples. Worst joint same-date gap scaled to static67.37/64.63 exposure16.23047 on2020-03-16; fiveyear4.98122 on2025-04-07; recent3.65555 on2026-06-23. These are scenarios not realized portfolio PnL. Full adjusted economic-gap correlation+.46190 and worst16.20275 corroborate qualitative result; dividend adjustment changes level slightly. Prior expected unstable diversification; evidence supports it without implying next-event probability. Fullsample marginal minima EEM-11.45545%2020-03-16,XLE-17.48235%2020-03-09 are DIFFERENT dates and must not be summed as observed joint loss. All measured outputs29349–58. Counterargument: 2020 regime may not recur; recent negative dependence may persist. Neither establishes a hard future bound. Soundness limited by daily proxy, vendor revision and selected universe; valid conclusion is no diversification-based size increase, not withdrawal from fixed momentum.

Question: how stable is mandated5year rolling60-session P90? Premises:1) split-normalized adjusted SIP source https://runway.adityaperswal.workers.dev/data/stock-bars throughSep18,1255 endpoints perETF; normalization details3424/29319.2) Adjacent windows share59 daily returns.3) P90 is historical terminal total return, neither expected return nor first-passage hit probability. Measurements in orderXLK/XLE/XLV: P90 18.3622/20.6279/10.6286%; lag1 correlations .97755/.97481/.97676; lag60 -.15433/-.12483/-.32484. Sixty nonoverlapping offsets contain20–21 observations each; P90 min–max12.983–27.164%,12.393–24.969%,7.040–12.423%. Offsets are not independent of each other. Older/newer chronological half P90:17.105/22.554%,22.269/18.233%,9.515/11.698%. XLE73/126 upper-decile endpoints fallin2022; removing that endpoint year lowersP90 to17.5194%. XLK48/126 andXLV45/126 upper endpoints in2026. Leave-year-out ranges16.726–19.804%,17.519–22.244%,9.482–11.296%. Endpoint-year removal is sensitivity only; windows can cross year boundaries. Conclusion: historical quantile reproducible conditional on normalized data, estimated precision weak and regime-dependent. Strongest counterargument: much of interval width follows deliberate overlapping estimator and small disjoint samples; that does not invalidate fixed rotation premium. Validity: dependence reduces unique information, not automatically systematic bias. Soundness limited by single5year vintage, ex-post current leaders, split/dividend methodology and unobserved future regimes. No new strategy backtest, OOS edge claim, Kelly odds or target override. Sources stop changing this descriptive answer after chronology, offsets, leave-year-out and block-length checks. New independent total-return index or corrected corporate-action feed could alter exact numbers; retain targets by fixed rule.

Premises:1 adjusted daily open/priorclose gaps synchronized in NY local calendar, Sep2021-Sep2026;2 hypothetical93.33 per asset preserves common shocks;3 260 >=3calendar-day gaps versus980 one-day gaps,14 two-day holidays omitted, first calendar row omitted;4 no actual stop trigger or fills modeled. Weekend basket P01 -6.6463/worst-14.8286 versus ordinaryP01-6.0251/worst-10.2101 dollars. Weekend jointnegative31.1538% vs28.2653%. Gap correlations EEM/QQQ .716731,EEM/IWM .653395,QQQ/IWM .826848. Weekend mean-.019722 vs ordinary+.127850 dollars. 2026 descriptive slice179days worst-9.63809; NOT independent unseen holdout. Largest joint gap Aug5 2024, EEM-5.25918%,QQQ-5.35702%,IWM-5.27219%. Minute crosscheck matches5/6 daily opens; IWM193.19 versus193.15 difference.04, equivalent~.0193USD on93.33, does not change qualitative result. Daily and minute trade eligibility can differ per primary https://docs.alpaca.markets/us/docs/market-data-faq ; same provider not independent corroboration. Sound conclusion: dependence persists and weekend tails observed worse, but no established mean penalty or future bound. Counterexample: worst EEM individual gap-5.73717% occurs ordinaryMar3 2026. Selection uses today's basket retrospectively; no strategyPnL/backtest, pandemic2020 omitted, no new trade filter. Source https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all

Premises: (1) SIP adjusted daily returns aligned on 155 common sessions Feb6-Sep18,2026; the FPS IPO constrains the sample. https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all (2) GLW/MU correlation .5976, GLW/FPS .5541, FPS/BTDR .5052. Intercept-plus-SPY OLS beta GLW3.254, FPS3.387, BTDR4.412; R2 .272,.300,.305. (3) These are noisy sample associations, not proof of common economic causation, permanent betas or positive alpha. Selection after observing AI narratives biases inference. Conclusion: glass, switchgear and computing may be one risk cluster despite different supply bottlenecks. A future combined allocation must share a stress budget; do not sum standalone half-Kelly allocations as independent bets. Counterexample: firm-specific funding or production shocks can overwhelm this average correlation. No current position or trade.

Measured costed fixed-bracket trade distributions, numpy seed91902/20000 IID bootstrap draws. GLW training39 mean+.322%/trade,95%CI[-2.004,2.870],win33.33%,averagewin10.22/averageloss4.63%; holdout16 mean4.557%,CI[.090,9.335],win56.25%,win12.00/loss5.01%. Training halfKellyaveragepayoffriskbank1.574%,holdout18.988%: large regime change, use neither as unboundednotional. All6 adjacent GLW holdouts positive71.86–210.05%,not6independentfindings. OCC trainingmean-2.996%,holdoutmean5.339% withCI[-9.824,21.832]; high variance and training-83.82% defeat scarcity-only selection. BTDRbaselineholdout-42.26% while3ATRcells+161–162%; do not select stopwidth after inspecting holdout. FEAM/FCEL all6holdoutcellsnegative. MU6positivecells but currentpricefailsentry and whole-sharecap. FPSshortIPOtest separately recorded; no long-historyproxy silently borrowed. Sources https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all ; actual reset query_trades(fund=supply)N0. Thus no liveexecution winrate/slippage estimate. Assumptions: tradesIID, chosen surviving companies, corporateadjustmentfaithful. Missing delisted peers, clusterdependence and changingAIregime can widenerror. Validity: evidence ranks candidates for investigation; not proof of current edge. Soundness limited by selection on today's narratives and historicalperiods potentially examined in sharedcorpus. A nominal CI excludingzero is not an automatictrade; currententry,contracteconomics and target still required. Strongcountercase: newscale/contracts can improve futurecash despite historiclosses; freeze a newprospectivestudy before using it.

Premises: past adjusted daily returns describe historical dispersion, not guaranteed future return. Source https://runway.adityaperswal.workers.dev/data/stock-bars?symbols=EEM,XLE&timeframe=1Day&adjustment=all&feed=sip ; completedSep18 2026. Fixed target uses five-calendar-year ending dates,1255 overlapping60-session gains: EEM P90 10.71796349%, XLE20.63484442%. Diagnostic last1260 sessions includes five earlier observations: EEM60day P10/median/P90 -8.1723/2.3230/10.7033%, XLE-6.6200/3.8107/20.5424%; do not replace exact target window with1260 shorthand. Daily correlation252=-.159464 versus1260=.252817, so current low correlation is not durable insurance. Annualized daily volatility19.9155%/25.6825%. Counterexample: global liquidation can turn both correlations positive and gap through stops. Conclusion: two distinct exposures but retain whole-share minimum sizing; no diversification-based leverage or doubled position.

Premises:1 refreshed top3 EEM/QQQ/IWM;2 same252 completed daily returns;3 static93.33each weights. Pairwise correlations .831269/.690365/.739377;74/252 jointnegative days. Daily static worstloss13.874044,p99loss8.254056. Historical descriptions under hindsight-selected current basket, not independent strategy validation or forward odds. Separate geographies do not imply independent bets; tail correlations can exceed observed. Source https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all . No measured live fills, winrate or Kelly calibration exists in own empty ledger.

Premises: adjusted SIP https://runway.adityaperswal.workers.dev/data/stock-bars throughSep18, current basket selected ex post; equal-weight daily return statistics are descriptive, not strategy returns. {"corr60":{"XLK":{"XLK":1,"XLE":-0.22408,"XLV":-0.46584},"XLE":{"XLK":-0.22408,"XLE":1,"XLV":-0.02004},"XLV":{"XLK":-0.46584,"XLE":-0.02004,"XLV":1}},"corr252":{"XLK":{"XLK":1,"XLE":-0.18019,"XLV":-0.10763},"XLE":{"XLK":-0.18019,"XLE":1,"XLV":-0.03983},"XLV":{"XLK":-0.10763,"XLE":-0.03983,"XLV":1}},"worst":-0.07091272110326936,"p01":-0.027520426024856548,"n":1331}. Pair correlations negative in60/252-day windows, but worst simultaneous basket daily return -7.0913%, 1st percentile -2.7520%. Do not reduce gap stress using correlation. Fixed historical sample excludes unseen states; 1331 observations are dependent and not independent bets. No live trades exist to estimate slippage or win rate; those remain unavailable.

1. Corrected longonly baseline3368–71: NVT training36 mean3.036%/trade, bootstrap95%CI[-.185,6.415]%; holdout12 mean3.772%,CI[-4.197,12.995]%; win44.44%/33.33%. Training avgwin13.558%,avgloss5.382%; holdout avgwin24.078%,avgloss6.380%,consistent with fat-tail return concentration. 20000 IID trade draws seed91900; dependence/nonstationarity can widen uncertainty. 2. All6 adjacent NVT holdout cells positive(+38.0 to+117.0%); not six independent discoveries and do not select best. HUBB baseline holdout-21.13%,2/6cells positive; transfer of same industrial narrative not supported. 3. Supply query_trades yields two operator-liquidated winners FRO/STNG, no stop/target exits; 2/2 win rate cannot estimate a strategy stop probability, average losing trade or execution slippage without reference quotes. Source query_trades(fund=supply), datedSep2–4 after reset. 4. Historical point-estimate halfKelly risk fraction NVT.11196training/.07833holdout, HUBB holdout0. These are average-payoff approximations, not permission to put11% account risk into one trade; normal3% equity risk/caps override. Source https://runway.adityaperswal.workers.dev/data/stock-bars . Conclusion NVT merits a prospective signal/cash monitor; statistical confidence alone neither vetoes nor authorizes entry. Current missing trigger and current target economics control.

Premises: adjusted SIP https://runway.adityaperswal.workers.dev/data/stock-bars; present selected basket ex-post, complete daily returns1331. Equal-weight constant daily returns are descriptive, not realized manager returns or edge retest. Correlations/distribution: {"corr60":{"XLK":{"XLK":1,"XLE":-0.22408197315356568,"XLV":-0.46584282477992034},"XLE":{"XLK":-0.22408197315356568,"XLE":1,"XLV":-0.020044931678771718},"XLV":{"XLK":-0.46584282477992034,"XLE":-0.020044931678771718,"XLV":1}},"corr252":{"XLK":{"XLK":1,"XLE":-0.18019478917094045,"XLV":-0.10762663426047785},"XLE":{"XLK":-0.18019478917094045,"XLE":1,"XLV":-0.039825192100027294},"XLV":{"XLK":-0.10762663426047785,"XLE":-0.039825192100027294,"XLV":1}},"worst":-0.07091272110326936,"p01":-0.027520426024856548,"latest":0.0010214650662413078}. Worst historical equal basket day-7.0913% contrasts negative pair correlations over60/252days. Counterexample to assumed protection: correlations can turn positive in liquidation; shorter windows exclude old common crashes. At planned320.10 exposure the historical worst-day rate maps to about22.70USD, not bound, not necessarily stop-managed PnL. Conclusion do not enlarge fixed risk sizing for apparent diversification. Overlapping P90 60day samples1255 are not independent trials. Prior leadership confirmed but breadth deteriorated; would change initial candidates if corrected rank/SMA eligibility changes, not because of macro narrative.

Premises:1 technical3352 chooses three equity ETFs;2 contemporaneous SIP adjusted returns are aligned on common days;3 today's sizes are hypothetical, not historical fills. Over252sessions Pearson EEM/QQQ .831269,EEM/IWM .690365,QQQ/IWM .739377; allthree negative74/252days. Current static basket dollar daily1% quantile loss8.159653,worst13.786708. Friday hypothetical close-to-close PnL+0.424213 is NOT missed executable intraday profit. IWM Friday-.465964%,20day-4.307993%,only3.871641% aboveSMA; QQQ+.631870%,20day+1.479752%,9.017802% above; EEM+.179345%,20day+.615431%,7.953498% above. Counterexample: correlations may rise in crisis and daily closes conceal stop overshoot; selection hindsight precludes strategy win-rate/Kelly inference. No ownclosed trades so own expectancy/slippage unmeasurable. Specific mandate validation already done: no repeatbacktest, nor discretionary short-term signal veto. Source https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all .

1. DirectACP Sep10 AugustA34, fullPDF recovered viaNode afterPython403: https://pancanal.com/wp-content/uploads/2026/09/adv-34-2026-monthly-canal-operations-summary-august-2026.pdf . Monthlytotal1029,transits33.19/day,arrivals33.1/day; no vessel-level distribution. 2. Python derived water-minus-transit23.63h=67.7077%of34.90h, but this includes all non-transit time, not proven congestion wait. Roundedarrivals-minusdepartures-.09/day (~-2.79over31days) doesnot establish actualqueuechange: cohortboundary,smallvessels/definitions androunding unverified. 3. 175/178Neo bookedslots=98.3146%,204/227auction=89.8678%; Neo excludesauctions so addingpercentagesdoublecounts/changesdenominator. Physical33.19/36-38sustainablecombinedcapacity implies87.34-92.19% utilizationrange; cannotaddindividual-lockmaxima. 4. Prior: constraints can raisefreight; evidence weakens inference ofacceleratingqueue from headlinebookingfill. Counterexample concentratedNeo arrivalwaves canproduceVLGCqueues despitebalancedmonthlytotals. Needdailyclass-specificarrivals,waitdistribution,auctionprices and paidTCE beforecalibratingstockedge. No regression/correlation fromN1monthlyaggregate; no inventedprecision. No order.

1. Source https://runway.adityaperswal.workers.dev/data/stock-bars SIP/all Jan2016-Sep17. TEN has2691 daily gaps and none <=-30%; worst gap-9.5963% (Apr29 2020), worst pre2024 close return-17.58995%. That does NOT establish zero future disaster risk. Under deliberately simplistic IID Bernoulli, zero/2691 yields one-sided95% daily upper.111262%; converting that bound across60sessions gives6.46126%. A5% probability PER TRADE cannot be compared directly with a daily frequency, and clustered crisis regimes undermine IID. Thus earlier5%/-30% remains a stress case, not calibrated probability, and absence does not refute it. 2. PSIX May12 2026 actual adjusted gap-34.18735%,2025Nov7-29.99754%; short history misses other regimes but confirms meaningful gap risk. LPG worst pre2024 gap-22.27513%. 3. AA feed Nov1 2016 apparent-74.35646% coincides with corporate separation confirmed by https://investors.alcoa.com/resources/investor-faqs/default.aspx ; remove predecessor boundary by starting current AA historyNov1, not discretionary return clipping. Clean worst gap-13.2465%approximately; exact values saved in observation packets. 4. Last252 TEN/FRO correlation.819413,TEN/STNG.708182,TEN/LPG.600194; holdings would share a shipping factor, not independent bets. Conclusion retire uncalibrated tail veto while retaining explicit gap sizing and regime uncertainty. Closed-trade sample2 operator-liquidated wins cannot estimate edge. Hard account risk and fund101.99 cap remain; no forced entry from removing an invalid inference.

Premises:1 current EEM/QQQ/IWM sizes89.95/103.11/83.46 determine fixed dollar daily return exposure;2 aligned adjusted close returns2016–Sep17 2026;3 model decay.94 fixed before this computation, standardized loss99th percentile estimated only2016–2024 after252warmup observations. Test2025-01-02–2026-09-17,428days, training2263days. Prior-day EWMA squared return forecasts next-day scale; test data update volatility only after realization; threshold multiplier3.015193607. Four exceedances/428=.934579%, latest next-day threshold8.343642USD. This is chronological risk calibration, NOT independent OOS strategy validation: todays symbols and weights chosen with hindsight, prior runs already saw historical data, no selection/rebalancing/exits/fees modeled. No tuning sweep or gate imposed. Pair correlations EEM-QQQ/EEM-IWM/QQQ-IWM train.719423/.689657/.756580; test.772195/.682891/.802395; last60.832760/.634451/.711276. Downside189days conditional correlations.578614/.393634/.642452 subject to selection conditioning. Test actual joint daily SD3.530578 versus independence2.239607; ignoring dependence understates dispersion. Historical test worst dollar daily loss15.128603 Apr4 2025, empiricalVaR99 9.368118, ES95 7.609460. Dollar returns assume daily constant exposure for a risk lens, not buy-and-hold NAV. Valid conclusion: retain dependence-aware stress sizing, not per-lot loss interpreted as book loss. Soundness limits oneprovider, revised history, daily closes miss exit delays/tails; no confidence that99% of future losses stay below threshold. Source https://runway.adityaperswal.workers.dev/data/stock-bars . Reproducible quant.py and quant_results.json.

Premises: 1. Prior strategy3287 explicitly used an assumed5% probability of a30% loss; conditional mean1.4467783586% gives mixture-.12556055933%, breakevenq4.60072044%. 2. No measured event series supported5%. Own venue history consists of two operator-liquidated winning lots, with no independently managed stop/target or loss sample (runway:query_trades?fund=supply). 3. Adding an entire tail loss to a historical return distribution can double-count risk already present; whether it does must be inspected rather than assumed. Conclusion: supersede use of that scenario as a factual negative-expectancy hard veto. Retain it as an explicitly labeled sensitivity alongside empirical gap and trade distributions and stronger/weaker stress assumptions. Validity of arithmetic does not establish soundness of probabilities. This is a model correction, not authorization to chase TEN: frozen52.81/45.41/55.36 still yields only.31453R. Bar source https://runway.adityaperswal.workers.dev/data/stock-bars . New panel data fetched2016-Sep17 with held-out calendar windows, results pending.

Source https://runway.adityaperswal.workers.dev/data/stock-bars. Retrospective chronological split: June2021–Dec2024 902 gaps/ETF, Jan2025–Sep17 2026 428 gaps/ETF. Freeze pre2025 stress max(10%,2*abs(worst gap)); XLE10%,XLK12.51854%,XLV10%. Later sample zero breaches each, but worst XLE increased4.952927% to5.792734%,XLV1.975372% to2.644903%; XLK decreased6.259270% to4.795771%. Full figures {"XLE":{"train_n":902,"test_n":428,"train_min":-0.049529267294310286,"test_min":-0.0579273396952954,"frozen_stress":0.1,"breaches":0,"test_p01":-0.03611185070436171},"XLK":{"train_n":902,"test_n":428,"train_min":-0.06259270246217741,"test_min":-0.04795771263815474,"frozen_stress":0.12518540492435482,"breaches":0,"test_p01":-0.033533697766059266},"XLV":{"train_n":902,"test_n":428,"train_min":-0.01975371985633656,"test_min":-0.02644902894279455,"frozen_stress":0.1,"breaches":0,"test_p01":-0.014740617206684072}}. Premises: gaps are open/previous adjusted close, so observed samples omit stop-to-next-open intraday paths and unseen disasters; ETF basket selected today, historic adjustments current-vintage. Conclusion: no observed breach is not a loss guarantee and cannot establish live winrate. This is an out-of-time model diagnostic, not independently unseen strategy OOS validation; no parameter sweep or refit to authorize trading. Maintain full-sample established stress at entry and fixed-rule equal weights.

Premises:1 daily2016–Sep17 2026 history misses2008;2 fresh15Min SIP adjustment=all crisis2020-02-18–04-15,41sessions/82bars perasset at09:30/09:45;3 g=max(daily adverse open gap, adverse first TWO RTH15min lows relative prior close), expanding prior3115 first15low/09:45open envelope to cover first30min;4 model loss=N*[r+(1-r)*2g+.005],r=2ATR/E,50bp friction assumption. Selected lots [{"symbol":"QQQ","g":0.10966623320329438,"size":103.11,"stress":24.999049024169075,"stop":700.2816399999999,"target":832.8430715665305,"P90":16.169596547248037,"R":6.967217416051264,"normal":2.39298847793338,"gain":16.67247099986745},{"symbol":"IWM","g":0.13890651917671604,"size":83.46,"stress":24.999608792011877,"stop":278.819,"target":322.0429565001183,"P90":12.827297936488211,"R":5.5381873393008965,"normal":1.9330626072942614,"gain":10.705662857793062},{"symbol":"EEM","g":0.12579415501905977,"size":89.95,"stress":24.99829032289767,"stop":65.0035,"target":74.08335366644958,"P90":10.720899217530388,"R":3.7625773230787214,"normal":2.5629902107308324,"gain":9.643448846168583}]. Worst intraday lows allMar16 2020 09:45bar. Sizes floor cents min(cap/3,25%equity,25/model fraction); $25 budget leaves~$0.50 versus strict3%equity25.4976. Roughly equal risk-constrained notionals276.52, remainder284.43 cannot be deployed to these3 under same stress, not a signal veto. Combinedstress74.99695=8.823%equity, normalstop6.88904,targetgain37.02158 beforecosts. Daily-open-only preliminary sizes117.35/119.10/97.77 superseded. This is sizing analysis, no strategy backtest or calibrated live odds/Kelly. Counterexample larger gap/halt/delayed fill exceeds3%; lows not executable quotes. No guaranteed3% ceiling. Source https://runway.adityaperswal.workers.dev/data/stock-bars .

Source https://runway.adityaperswal.workers.dev/data/stock-bars. Pearson daily correlations over June2021–Sep17 2026: energy/tech.238174,energy/health.241805,tech/health.389758. All positive; sector diversification does not remove equity-market exposure. P90 targets are unconditional historical60-session quantiles with overlapping samples, not90% success probabilities. Gross target/risk ratios at last close approx5.17/5.51/3.96. No own trade history: realized winrate, slippage and conditional expected payoff unknown. Published premium is accepted per mandate; correlations and bootstrap describe exposure only.