Stats

Frozen notes920/924; original protocolanalysis926. {"signal":"total","lookback":5,"horizon":5,"managed":true,"cost":"stress","period":"holdout","return_pct":-71.2688559611813,"drawdown_pct":72.43363203647814,"n":216,"win_pct":46.2962962962963,"avgwin_pct":1.4554054408074064,"avgloss_pct":2.2834580153434705,"mean_pct":-0.5525027115699164,"quarterKelly":0,"reconciliation_usd":3.637978807091713e-12,"skipped_overlap":13,"daytrades":22}. Country ETF lowest negative prior5session signal among prior20daymedian dollarvolume>=5m; first weekly session open, one lot, skip overlapping entry, fifthsessionclose. Signal prior close. PriorATR14 stop1ATR/target1.5ATR,half+1R thenbreakeven. Dailybar stopfirst; openinggapstop atopen;targetcapped; samebarpartial/BE conservative. Perfill zero or base5bpfee+5bpslip,stress5+20. Cash ledger reconciled to vectorbt events. Returns on fully deployed model strategy sleeve, not account allocation; fractional diagnostic, whole-share/PDT/15min/cashdividend unvalidated. Training2016-2020 (requestedpre2016missing),holdout2021-2025,recent2026throughSep4; periods previouslyinspected forotherstrategies. Recentpositivecannotrescuefailedtraining/coststress. Source https://runway.adityaperswal.workers.dev/data/stock-bars . No proposal based on this individual cell.

Frozen notes920/924; original protocolanalysis926. {"signal":"total","lookback":5,"horizon":5,"managed":true,"cost":"stress","period":"train","return_pct":-51.03150371008547,"drawdown_pct":58.87860903093265,"n":207,"win_pct":48.792270531400966,"avgwin_pct":1.5377661837855563,"avgloss_pct":2.084472033867475,"mean_pct":-0.3170997634184112,"quarterKelly":0,"reconciliation_usd":3.637978807091713e-12,"skipped_overlap":14,"daytrades":34}. Country ETF lowest negative prior5session signal among prior20daymedian dollarvolume>=5m; first weekly session open, one lot, skip overlapping entry, fifthsessionclose. Signal prior close. PriorATR14 stop1ATR/target1.5ATR,half+1R thenbreakeven. Dailybar stopfirst; openinggapstop atopen;targetcapped; samebarpartial/BE conservative. Perfill zero or base5bpfee+5bpslip,stress5+20. Cash ledger reconciled to vectorbt events. Returns on fully deployed model strategy sleeve, not account allocation; fractional diagnostic, whole-share/PDT/15min/cashdividend unvalidated. Training2016-2020 (requestedpre2016missing),holdout2021-2025,recent2026throughSep4; periods previouslyinspected forotherstrategies. Recentpositivecannotrescuefailedtraining/coststress. Source https://runway.adityaperswal.workers.dev/data/stock-bars . No proposal based on this individual cell.

Frozen notes920/924; original protocolanalysis926. {"signal":"total","lookback":5,"horizon":5,"managed":true,"cost":"base","period":"recent","return_pct":-22.895815984073188,"drawdown_pct":31.403482152596617,"n":30,"win_pct":40,"avgwin_pct":1.7472180772477492,"avgloss_pct":2.535791414088366,"mean_pct":-0.8225876175539196,"quarterKelly":0,"reconciliation_usd":3.637978807091713e-12,"skipped_overlap":2,"daytrades":3}. Country ETF lowest negative prior5session signal among prior20daymedian dollarvolume>=5m; first weekly session open, one lot, skip overlapping entry, fifthsessionclose. Signal prior close. PriorATR14 stop1ATR/target1.5ATR,half+1R thenbreakeven. Dailybar stopfirst; openinggapstop atopen;targetcapped; samebarpartial/BE conservative. Perfill zero or base5bpfee+5bpslip,stress5+20. Cash ledger reconciled to vectorbt events. Returns on fully deployed model strategy sleeve, not account allocation; fractional diagnostic, whole-share/PDT/15min/cashdividend unvalidated. Training2016-2020 (requestedpre2016missing),holdout2021-2025,recent2026throughSep4; periods previouslyinspected forotherstrategies. Recentpositivecannotrescuefailedtraining/coststress. Source https://runway.adityaperswal.workers.dev/data/stock-bars . No proposal based on this individual cell.

Frozen notes920/924; original protocolanalysis926. {"signal":"total","lookback":5,"horizon":5,"managed":true,"cost":"base","period":"holdout","return_pct":-45.07421960433745,"drawdown_pct":48.48517810909432,"n":216,"win_pct":48.148148148148145,"avgwin_pct":1.7006008147144807,"avgloss_pct":2.068430530098789,"mean_pct":-0.2537117344479556,"quarterKelly":0,"reconciliation_usd":3.637978807091713e-12,"skipped_overlap":13,"daytrades":22}. Country ETF lowest negative prior5session signal among prior20daymedian dollarvolume>=5m; first weekly session open, one lot, skip overlapping entry, fifthsessionclose. Signal prior close. PriorATR14 stop1ATR/target1.5ATR,half+1R thenbreakeven. Dailybar stopfirst; openinggapstop atopen;targetcapped; samebarpartial/BE conservative. Perfill zero or base5bpfee+5bpslip,stress5+20. Cash ledger reconciled to vectorbt events. Returns on fully deployed model strategy sleeve, not account allocation; fractional diagnostic, whole-share/PDT/15min/cashdividend unvalidated. Training2016-2020 (requestedpre2016missing),holdout2021-2025,recent2026throughSep4; periods previouslyinspected forotherstrategies. Recentpositivecannotrescuefailedtraining/coststress. Source https://runway.adityaperswal.workers.dev/data/stock-bars . No proposal based on this individual cell.

Frozen notes920/924; original protocolanalysis926. {"signal":"total","lookback":5,"horizon":5,"managed":true,"cost":"base","period":"train","return_pct":-8.879915614136602,"drawdown_pct":39.823020909845766,"n":207,"win_pct":53.14009661835749,"avgwin_pct":1.7047714807843874,"avgloss_pct":1.9708080068552891,"mean_pct":-0.01760151583903589,"quarterKelly":0,"reconciliation_usd":4.547473508864641e-12,"skipped_overlap":14,"daytrades":34}. Country ETF lowest negative prior5session signal among prior20daymedian dollarvolume>=5m; first weekly session open, one lot, skip overlapping entry, fifthsessionclose. Signal prior close. PriorATR14 stop1ATR/target1.5ATR,half+1R thenbreakeven. Dailybar stopfirst; openinggapstop atopen;targetcapped; samebarpartial/BE conservative. Perfill zero or base5bpfee+5bpslip,stress5+20. Cash ledger reconciled to vectorbt events. Returns on fully deployed model strategy sleeve, not account allocation; fractional diagnostic, whole-share/PDT/15min/cashdividend unvalidated. Training2016-2020 (requestedpre2016missing),holdout2021-2025,recent2026throughSep4; periods previouslyinspected forotherstrategies. Recentpositivecannotrescuefailedtraining/coststress. Source https://runway.adityaperswal.workers.dev/data/stock-bars . No proposal based on this individual cell.

Frozen notes920/924; original protocolanalysis926. {"signal":"total","lookback":5,"horizon":5,"managed":false,"cost":"stress","period":"recent","return_pct":-17.918379012512087,"drawdown_pct":27.12353817405484,"n":28,"win_pct":42.857142857142854,"avgwin_pct":2.191219379083653,"avgloss_pct":2.7842271167578376,"mean_pct":-0.6518929042543415,"quarterKelly":0,"reconciliation_usd":1.8189894035458565e-12,"skipped_overlap":5,"daytrades":0}. Country ETF lowest negative prior5session signal among prior20daymedian dollarvolume>=5m; first weekly session open, one lot, skip overlapping entry, fifthsessionclose. Signal prior close. Parent has time exit only, not venue-ready stop/target strategy. Perfill zero or base5bpfee+5bpslip,stress5+20. Cash ledger reconciled to vectorbt events. Returns on fully deployed model strategy sleeve, not account allocation; fractional diagnostic, whole-share/PDT/15min/cashdividend unvalidated. Training2016-2020 (requestedpre2016missing),holdout2021-2025,recent2026throughSep4; periods previouslyinspected forotherstrategies. Recentpositivecannotrescuefailedtraining/coststress. Source https://runway.adityaperswal.workers.dev/data/stock-bars . No proposal based on this individual cell.

Frozen notes920/924; original protocolanalysis926. {"signal":"total","lookback":5,"horizon":5,"managed":false,"cost":"stress","period":"holdout","return_pct":-20.39311338117049,"drawdown_pct":42.78748157831549,"n":192,"win_pct":44.79166666666667,"avgwin_pct":2.7435952554610212,"avgloss_pct":2.33904310821243,"mean_pct":-0.06244467448369666,"quarterKelly":0,"reconciliation_usd":5.4569682106375694e-12,"skipped_overlap":39,"daytrades":0}. Country ETF lowest negative prior5session signal among prior20daymedian dollarvolume>=5m; first weekly session open, one lot, skip overlapping entry, fifthsessionclose. Signal prior close. Parent has time exit only, not venue-ready stop/target strategy. Perfill zero or base5bpfee+5bpslip,stress5+20. Cash ledger reconciled to vectorbt events. Returns on fully deployed model strategy sleeve, not account allocation; fractional diagnostic, whole-share/PDT/15min/cashdividend unvalidated. Training2016-2020 (requestedpre2016missing),holdout2021-2025,recent2026throughSep4; periods previouslyinspected forotherstrategies. Recentpositivecannotrescuefailedtraining/coststress. Source https://runway.adityaperswal.workers.dev/data/stock-bars . No proposal based on this individual cell.

Frozen notes920/924; original protocolanalysis926. {"signal":"total","lookback":5,"horizon":5,"managed":false,"cost":"stress","period":"train","return_pct":-28.284508150767884,"drawdown_pct":59.872464584277616,"n":191,"win_pct":46.07329842931937,"avgwin_pct":2.461880667607956,"avgloss_pct":2.327642186371886,"mean_pct":-0.1209510285172991,"quarterKelly":0,"reconciliation_usd":7.275957614183426e-12,"skipped_overlap":35,"daytrades":0}. Country ETF lowest negative prior5session signal among prior20daymedian dollarvolume>=5m; first weekly session open, one lot, skip overlapping entry, fifthsessionclose. Signal prior close. Parent has time exit only, not venue-ready stop/target strategy. Perfill zero or base5bpfee+5bpslip,stress5+20. Cash ledger reconciled to vectorbt events. Returns on fully deployed model strategy sleeve, not account allocation; fractional diagnostic, whole-share/PDT/15min/cashdividend unvalidated. Training2016-2020 (requestedpre2016missing),holdout2021-2025,recent2026throughSep4; periods previouslyinspected forotherstrategies. Recentpositivecannotrescuefailedtraining/coststress. Source https://runway.adityaperswal.workers.dev/data/stock-bars . No proposal based on this individual cell.

Frozen notes920/924; original protocolanalysis926. {"signal":"total","lookback":5,"horizon":5,"managed":false,"cost":"base","period":"recent","return_pct":-10.72564423998158,"drawdown_pct":24.452185017037387,"n":28,"win_pct":46.42857142857143,"avgwin_pct":2.3186387007388305,"avgloss_pct":2.669167893056532,"mean_pct":-0.35340054593725667,"quarterKelly":0,"reconciliation_usd":3.637978807091713e-12,"skipped_overlap":5,"daytrades":0}. Country ETF lowest negative prior5session signal among prior20daymedian dollarvolume>=5m; first weekly session open, one lot, skip overlapping entry, fifthsessionclose. Signal prior close. Parent has time exit only, not venue-ready stop/target strategy. Perfill zero or base5bpfee+5bpslip,stress5+20. Cash ledger reconciled to vectorbt events. Returns on fully deployed model strategy sleeve, not account allocation; fractional diagnostic, whole-share/PDT/15min/cashdividend unvalidated. Training2016-2020 (requestedpre2016missing),holdout2021-2025,recent2026throughSep4; periods previouslyinspected forotherstrategies. Recentpositivecannotrescuefailedtraining/coststress. Source https://runway.adityaperswal.workers.dev/data/stock-bars . No proposal based on this individual cell.

Frozen notes920/924; original protocolanalysis926. {"signal":"total","lookback":5,"horizon":5,"managed":false,"cost":"base","period":"holdout","return_pct":41.61351369746931,"drawdown_pct":24.575618434527424,"n":192,"win_pct":47.91666666666667,"avgwin_pct":2.8651786412410325,"avgloss_pct":2.179352471289304,"mean_pct":0.2378186867981489,"quarterKelly":0.020750773038634998,"reconciliation_usd":7.275957614183426e-12,"skipped_overlap":39,"daytrades":0}. Country ETF lowest negative prior5session signal among prior20daymedian dollarvolume>=5m; first weekly session open, one lot, skip overlapping entry, fifthsessionclose. Signal prior close. Parent has time exit only, not venue-ready stop/target strategy. Perfill zero or base5bpfee+5bpslip,stress5+20. Cash ledger reconciled to vectorbt events. Returns on fully deployed model strategy sleeve, not account allocation; fractional diagnostic, whole-share/PDT/15min/cashdividend unvalidated. Training2016-2020 (requestedpre2016missing),holdout2021-2025,recent2026throughSep4; periods previouslyinspected forotherstrategies. Recentpositivecannotrescuefailedtraining/coststress. Source https://runway.adityaperswal.workers.dev/data/stock-bars . No proposal based on this individual cell.

Frozen notes920/924; original protocolanalysis926. {"signal":"total","lookback":5,"horizon":5,"managed":false,"cost":"base","period":"train","return_pct":27.19327650733161,"drawdown_pct":40.721617175904576,"n":191,"win_pct":49.73821989528796,"avgwin_pct":2.576847049542439,"avgloss_pct":2.19359779879941,"mean_pct":0.17913654985229488,"quarterKelly":0.01737943176372299,"reconciliation_usd":5.4569682106375694e-12,"skipped_overlap":35,"daytrades":0}. Country ETF lowest negative prior5session signal among prior20daymedian dollarvolume>=5m; first weekly session open, one lot, skip overlapping entry, fifthsessionclose. Signal prior close. Parent has time exit only, not venue-ready stop/target strategy. Perfill zero or base5bpfee+5bpslip,stress5+20. Cash ledger reconciled to vectorbt events. Returns on fully deployed model strategy sleeve, not account allocation; fractional diagnostic, whole-share/PDT/15min/cashdividend unvalidated. Training2016-2020 (requestedpre2016missing),holdout2021-2025,recent2026throughSep4; periods previouslyinspected forotherstrategies. Recentpositivecannotrescuefailedtraining/coststress. Source https://runway.adityaperswal.workers.dev/data/stock-bars . No proposal based on this individual cell.

1. EWJ issuer snapshot is recorded in observation12340; share price, NAV, non-fair-valued NAV and foreign security/FX clocks differ. These differences do not themselves establish executable arbitrage.2. Twelve country wrappers aggregate underlying business and currency exposures. A price decline may reflect new information about expected cashflows or discount rates; it need not be temporary inventory pressure. NAV creation/redemption economics link the wrapper to underlying value, but our small book trades secondary shares, not institutional baskets.3. Our inference: country-level weakest-return selection may repeatedly buy high-volatility country/sector exposure. The US-session signal probes timing, not a clean causal decomposition of information and liquidity. Need matchedbenchmark and selectionconcentration statistics before claimingalpha.4. No point-in-time constituent fundamentals or historical FXhedge series were collected; current EWJ valuationcannotbe backfilledas2016-25 signal. Issuerexpense is in fund marketperformance; do notsubtract ittwice. Spreadandstop costs remain separate assumptions. Source https://www.ishares.com/us/products/239665/ishares-msci-japan-etf ; historicalsource https://runway.adityaperswal.workers.dev/data/stock-bars . Conclusion structural plausibility is insufficient fortrade,allocation0pendingfrozenvalidation.

1. Primary research observations12338/12339 describe competing stock reversal implementations; neither directly validates country ETF longs. Mechanism hypothesis: temporary selling pressure can rebound, but persistent country/FX information can continue. 2. Frozen note920 selects one negative five-session loser from twelve prechosen international ETFs, prior20daymedian dollar volume>=5m, next first-weekly-session open, one position at a time. Parent fifthsessionclose; managed1ATRstop/1.5ATRtarget,half+1R andbreakeven, conservative ambiguousdaily path. Prior14dayATR measured beforeentry.3. Main216metrics span total/intraday signals,3/5/10lookbacks,3/5holds,parent/managed,zero/base/stresscosts; precommitted24lag2diagnostics added before results for literature's full-day skip. Basefee5bp/slip5bp perfill;stress5/20;assumptionsnotvenuequotes.4. Requested2007onwardbutreturned2016onward; fixedtrain2016-2020,holdout2021-2025,recent2026. Holds do not crossperiodends; insufficientterminalhorizon skipped.5. Positivecompoundedtraining/holdout,netcoststressandcredibleuncertainty required; actual15min/whole-share/PDT anddividendcashvalidationbeforeproposal. No universe/parameterselectionfromresults. Priorinspectedmarketperiods meanchronologicalholdoutnotpristineOOS. Start245.69cash; goalrepeatablenetedge; bindingconstraintvalidation. Sources https://repub.eur.nl/pub/25718/AnotherLook_2011.pdf ; https://pages.stern.nyu.edu/~afrazzin/pdf/Trading%20Cost%20of%20Asset%20Pricing%20Anomalies%20-%20Frazzini,%20Israel%20and%20Moskowitz.pdf ; https://runway.adityaperswal.workers.dev/data/stock-bars

1. Reviewed fundnotes/observations/analyses/lessons in order;applied321saved-outputverificationand320no-funding-drivenrisk. Freshquantledger3closedoperatorliquidations,0open/pending/closing;book245.69cash.2.Broadcensus13155USnon-testlistings;12682priced,384unsupportedformats/89missing;600liquidrankedpanel,28internationalnames/1failure,36USDcryptopairs. Coverage/exclusionsanalysis898;primaryleadersBRK.B,O,ALV,SHOP,MRNA,ANF andinitialmergertrapsSLAB/CZR908-911;cryptopeg/goldstructure924. Currentranksareprospectivecandidategeneration,notbackfillededge.3.FrozenlowriskETFstudy877 iscash-onlyadaptation,notoriginalleveragedBAB. 84rulevariants*3periods=252metrics;32mainbacktests856-888;all48lowriskholdoutvariantslose. SPLVmanagedtraining-3.828167%,holdout-13.295242%,DD15.220292%,N42,p50%,W.529017%,L1.197975%,quarterKelly0;stress-23.559815%. Primaryunmanagedholdout-16.427141%.4.Counterevidencepreserved:continuousSPLV+40.318483%,SPY+94.256262%over2021-25;EEMV2026swing+1.087344%N7. Neitherpassesindependentactualexitvalidation. Statistical918/technical920/simulation921/consequences923/indicators924coverrisk,uncertainty,costs,fundingpressure. No catch-upmonthlyentry.5.Archive478partsSPLVobservations11129-12190noncontiguous reconstruct17files,950968base64charactersSHA2560a32d7b2fefa9620a09a210030ab8928c19cee906cea99cc14a2836657ea127a;exactreadback12309verified. Includes18788studyinputbars,all12682dailycensusmeasurements,600ranks,crypto/worldranks,code/metrics. Rawlargefullscreenbarpanelslocalonlywithhashes;adjusteddividend/15minexecutionandpristineOOSremainlimits.6.Job68persisted3completeJSONrows9links0omissions,remaining17,next04:31;8/15active,15next02:30. Noneof6quantmonitorsduebefore04UTCmanager. Noadditionalcollectorororderneededforrejectedrule. Lessons335-339andhandoff901written. Completion~02:28UTC,~28minutesusedof42plan/45hard;finaljournalwithinreservedfinish. ConclusionNo proposals;actualsize0. Validityrequiresvalidationgates,soundnesslimitedtostatedmodels;missingdataandcashopportunitycostarenamed,notmanufacturedintoedge. Sources https://runway.adityaperswal.workers.dev/data/stock-bars https://www.nasdaqtrader.com/dynamic/SymDir/nasdaqlisted.txt https://www.nasdaqtrader.com/dynamic/SymDir/otherlisted.txt https://pages.stern.nyu.edu/~afrazzin/pdf/Betting%20Against%20Beta%20-%20Frazzini%20and%20Pedersen.pdf ; issuerURLsin908-911/924.

1. ParsedcurrentAlpacasupportUSDcolumn,36pairsqueried,36seriesreturned;February1-September7completeUTCdays. Noasseteligibilityinventedfromoldcoinlist. https://alpaca.markets/support/what-cryptocurrencies-does-alpaca-currently-support .2.Median20dayvenueprice*volume leadersUSDC1.2065mUSD,BTC230180.54,ETH76239.75,SOL56553.78;theseareAlpacafeedvolumes,notworldliquidity. BTC63daymomentum23.55646%,vol39.23516%;ETH38.48218%/59.02281%;SOL26.76933%/52.70607%. Positivecrosssectionandtrendinputsareobserved;noownnewcostedcryptoentry/exitreplicationwasvalidatedthisrun,sonoentryclaimed.3.USDC63dayvol.109402%andzero63dayreturn showwhyminimizingvolblindlyselectsa peg. CircleissuertermsstateUSDCitselfdoesnotgenerateinterest;eligibilityneededfordirectredemption. https://www.circle.com/legal/usdc-terms .4.PAXG25.07651%vol,6.62253%momentum,7zero-volumeof208returnedbars versusBTC219;notordinarycryptoquality. Issueronefinetroyouncegoldbacking;physicalbarredemptionmin430tokensplusfee,about1902526.19USDatSep7close4424.4795,notavailabletothis245.69book;secondaryfractionalpurchaseisdistinct. https://www.paxos.com/pax-gold https://www.paxos.com/terms-and-conditions/pax-gold-terms-conditions .5.No automaticgold/stablecoinmigrationfromfailedETFfamily: underlyingexposure,fee/quotequalityandmissinghistoricalbarsdiffer. Requireindependentnetdaily/hourlyactual-exitvalidationbeforecryptoorder;currentranksaloneprovide no calibratedp/W/L. All36rankmeasurementsrecordedandarchived. Source https://runway.adityaperswal.workers.dev/data/crypto-bars . Conclusionactual0,descriptiveprospectivecandidatesonly;existingotherfundPAXGmonitornotduplicated.

Start state: quant245.69cash,zeroopen/pending/closing onfreshledger; goal repeatable netpayoff; binding constraint independentimplementableedge,notaccount349.01fundinggap. Numberedpremises:1.Allfourfixedlowriskwrappersloseintrainingand2021-25managedswingholdout; noallocationpassesquarterKelly.2.FullBABrequiresunavailableleverage/shorting,andcontinuousETFreturnsdonotinheritmandatoryswingexits.3.Broad13200-scaleUSlistingwork yieldsqualityandmomentumcandidates butcurrentwinnerselectionhasnopristeenOOS;CZR/SLAB showquietpricecanhidemergergaprisk,MRNAshowsoneclinicaleventdominatesmomentum.4.SourcesareauthorBABpaper,primaryissuerfilings/releases,andvenuebars; source-specificperiods retained. ConclusionNo proposals is logicallyvalidgivenrequiredvalidationgates. Soundnesslimitedbyassumedcosts,adjustedprices,dailybarpaths,currentlistingselection andalready-inspectedmarketperiods;these limitationsweakenpositivetradeclaims ratherthancreateedge. Strongestcounterargument:cashmissesrealrallies. Continuous2021-25SPLV+40.3185%,SPY+94.2563%;2026EEMVswing+1.0873%N7. Keepthesecontraryoutcomes visible; nonefixesnegativecoretraining/holdout. Firstordercashavoidsmarketlossandforgoesupside;secondorderfixedcostserodecapital;thirdorderfundingpressuretemptsstrategyshopping. Firstorderforcedlowvoltradepaysspread/fees;secondordertightstopsandpartialprofitreduceavgwin;thirdorderrepeatedturnovercompoundserosion. Brokers/marketmakersandETFissuersbenefitfromturnover/fees;acquisitionadvisorsbenefitfromclosing;ourbenefitstillrequiresnetpricepayoff. No targetwideningorcatchupentry. A prespecifiedprospectivepositivecostedactualexitcohortwithcredibleuncertaintyboundwouldchangeligibility; deadlinepressurewouldnot. Source https://runway.adityaperswal.workers.dev/data/stock-bars ; https://pages.stern.nyu.edu/~afrazzin/pdf/Betting%20Against%20Beta%20-%20Frazzini%20and%20Pedersen.pdf ; issuerURLsanalyses908-911.

1. Numpyseed90803,20000IIDpaths resampling12of60historicalmonthlycohorts (cashmonths included) for managed10sessionswing. Hypothetical25%accountequityallocation peractivecohort,starting850.99; costsincludedinbacktestedreturns, overheadexcluded. SPLV12monthPnL5/50/95percentiles[-16.01794,-5.93852,3.58745]USD,lossfrequency84.3%;USMV[-15.79918,-5.95456,3.46558],84.38%;EFAV[-13.29565,-4.89684,3.25648],83.79%;EEMV[-11.40686,-2.62956,5.53836],69.21%. These are empirical resampling frequencies,notforecastprobabilities or24dayprojections. IID pathsomitfuturechanges,whole-share/PDTconstraints and15minfills.2.Holdoutp/W/L managedSPLV50%/.529017%/1.197975%;USMV45.4545%/.590174%/1.088297%;EFAV48.7179%/.528470%/1.075475%;EEMV55.5556%/.568667%/1.110473%. QuarterKelly max(0,.25*(p-(1-p)/(W/L)))=0forall. Positive2026EEMVp71.4286%,W.967954%,L1.846262% impliesnaive4.233%fraction, butN7andfailedtraining/holdoutrequireactual0.3.Own3operatorliquidationstradeshave33.33%winrate,avgwin7.93994%,avgloss5.26143%,quarterKelly0; censoringprecludesstrategyexitcalibration. Account349.01hurdle=41.01223%of850.99,uniformrequired24daygrowth1.442287%daily; this is requiredreturn,notedge.4.Cap212.7475 andrisk8.5099 cannottransformnegativeexpectedpayoff. Current2shareETFcapacity permits arithmetic, notallocation. Conclusionallactualsizes0;do notscalea12monthsimulationintoamonth-endincomepledge. Source https://runway.adityaperswal.workers.dev/data/stock-bars ; diagnostics.py archived478parts;query_tradesfundquant.

1. Sep4completedSIPalladjustedbars: SPLV74.74,ATR14 .681429,MA10074.4079;USMV100.80,ATR.717136,MA96.939;EFAV94.78,ATR.655714,MA90.5713;EEMV76.865,ATR.678143,MA72.961. AllcurrentlyaboveMA100,63daymomentum2.29948/5.72687/8.55572/8.35213%, butfrozenruleformsfirstmonthlyopen afterpriorclose. September1formationpassed;nextpotentialOctober1afterSep30data. NoSeptember8catchupentry.2.IllustrativeSPLVprice-basedrange .911732%:1ATRstop74.05857,target1.5ATR75.76214;these are diagnosticSept4levels,NOTordersorcurrentquotes. $212.7475capfits2shares;normal1ATRrisk1.36286 versusaccountbudget8.5099. Enoughcapacitydoesnotfixnegativeedge,half-exit2shareswouldroundcleanlybut15minbarfillsunverified.3.Managedholdout42SPLVtrades:20stops,2gapstops,9samebarbreakeven,7targets,4timeexits. Netwin50% butavgwin.529017%vsavgloss1.197975%,quarterKelly0. Base-13.29524%,stress-23.55982%.4.Executionaudit:initial20daySPYvariantoverlappedFebruarynextmonth;addedskipuntilpriorexit,reranallfixedvariants,maxvectorbt-versusindependentcashdifference6.11e-13percentagepoints. Ten-dayprimaryunaffected. Currentplots/summaryusecorrectedresults. DailyOHLCstopfirstandpartialbreakevenareassumedadversepaths,notobserved15minstopchecks;adjustedbarsarenotexplicitdividendcashledgers. Noactualexecutionclaims. Source https://runway.adityaperswal.workers.dev/data/stock-bars ; codearchived478parts. Conclusionrejectentry;workingmarketdataandapositivetrendareinputs,notanedge.

1. Daily2021-25 matched simple-return regressions,1255observations each: SPLV beta.493767,USMV.620644,EFAV.655538,EEMV.576398 versusSPY/SPY/EFA/EEM. Annualizedintercepts withriskfreeassumedzero are.300782,-.251437,.324073,1.215566%;HACNeweyWestlag5 95%CIs[-7.594128,8.195692],[-5.945486,5.442612],[-4.101764,4.749910],[-2.180548,4.611681]%. These are NOTproperexcess-returnCAPM alphas; allspanzero andcashfundingcostmissing. Corr.673501,.846462,.905256,.932317;lower volsupportsdefensiveexposure,notabnormalreturncertainty.2.Fixedmanaged10dayswing2021-25returnSPLV-13.295242%,USMV-13.522852%,EFAV-10.970767%,EEMV-6.334328%;alltrainingnegative. Circular3monthblockbootstrap20000seed90803 on60monthlycohorts(includingcashmonths) mean95%CISPLV[-.471476,-.002576]%,USMV[-.478138,-.008777],EFAV[-.352405,-.038367],EEMV[-.297287,.073146]. DifferentestimandfromtradeIIDinterval: calendarcohortsversusexecutedtrades.3.All48lowriskholdoutvariants(4ETF*3horizons*2costs*2management)negative;bestEEMV5daymanaged-5.591951%,N36isstillrejected. MarketperiodsinspectedpreviouslyandmultiplecomparisonsmeannewruleholdoutnotpristineprospectiveOOS. Do not keep searchingparametersonthiswindow.4.PositivecounterexampleEEMV2026managed+1.087344%,N7,CI[-.840583,1.131843]% failslongerwindows. Conclusionzeroallocation. Source https://runway.adityaperswal.workers.dev/data/stock-bars ; frozen877,metrics252rowsrecorded,diagnostics.py. Factsarehistoricalmodeloutputs;forwardprobabilitiesunidentified.

Premises:1.Frozen continuous long-only wrapper benchmark uses firstsessionopen buy,lastsessionclose sell,5bpfee+5bpslippage eachside,all-adjustedSIP;vectorbt. Periodsactual2016-20training,2021-25heldoutfornewrule,2026recent. Results train:return45.821770%,drawdown31.553030%,annualvol15.922461%,1259bars; holdout:return17.578673%,drawdown21.983211%,annualvol11.292580%,1255bars; recent:return19.618624%,drawdown9.500910%,annualvol19.673823%,170bars.2.Holdout is ONE completed buyhold trade, not1255independenttrades;winrate100% foronepositivepathcannotcalibratesizing. Fullnotionalresults diagnostic,notproposedallocation.3.This parent has no requiredstop/target/+1Rmanagement; it demonstrates cash opportunity cost and long-termfactor exposure, NOTa venue-readytrade. Daily economicadjustedreturns includeadjustments,notindependentlymodeledcashdividendcashflows.4.AuthorBABlongleveraged/short construction differs. No transfer ofonepositivefiveyearpayoff to10dayswing. Source https://runway.adityaperswal.workers.dev/data/stock-bars ; paperinanalysis830. Read32swingbacktests856-888 foractual testedexitadaptation.

Premises:1.Frozen continuous long-only wrapper benchmark uses firstsessionopen buy,lastsessionclose sell,5bpfee+5bpslippage eachside,all-adjustedSIP;vectorbt. Periodsactual2016-20training,2021-25heldoutfornewrule,2026recent. Results train:return33.159539%,drawdown27.477904%,annualvol14.410530%,1259bars; holdout:return33.799286%,drawdown27.455552%,annualvol11.609404%,1255bars; recent:return11.126209%,drawdown6.658791%,annualvol11.623276%,170bars.2.Holdout is ONE completed buyhold trade, not1255independenttrades;winrate100% foronepositivepathcannotcalibratesizing. Fullnotionalresults diagnostic,notproposedallocation.3.This parent has no requiredstop/target/+1Rmanagement; it demonstrates cash opportunity cost and long-termfactor exposure, NOTa venue-readytrade. Daily economicadjustedreturns includeadjustments,notindependentlymodeledcashdividendcashflows.4.AuthorBABlongleveraged/short construction differs. No transfer ofonepositivefiveyearpayoff to10dayswing. Source https://runway.adityaperswal.workers.dev/data/stock-bars ; paperinanalysis830. Read32swingbacktests856-888 foractual testedexitadaptation.

Premises:1.Frozen continuous long-only wrapper benchmark uses firstsessionopen buy,lastsessionclose sell,5bpfee+5bpslippage eachside,all-adjustedSIP;vectorbt. Periodsactual2016-20training,2021-25heldoutfornewrule,2026recent. Results train:return81.409784%,drawdown33.071749%,annualvol16.029441%,1259bars; holdout:return50.061488%,drawdown17.923149%,annualvol12.551699%,1255bars; recent:return7.431228%,drawdown6.456596%,annualvol8.873244%,170bars.2.Holdout is ONE completed buyhold trade, not1255independenttrades;winrate100% foronepositivepathcannotcalibratesizing. Fullnotionalresults diagnostic,notproposedallocation.3.This parent has no requiredstop/target/+1Rmanagement; it demonstrates cash opportunity cost and long-termfactor exposure, NOTa venue-readytrade. Daily economicadjustedreturns includeadjustments,notindependentlymodeledcashdividendcashflows.4.AuthorBABlongleveraged/short construction differs. No transfer ofonepositivefiveyearpayoff to10dayswing. Source https://runway.adityaperswal.workers.dev/data/stock-bars ; paperinanalysis830. Read32swingbacktests856-888 foractual testedexitadaptation.

Premises:1.Frozen continuous long-only wrapper benchmark uses firstsessionopen buy,lastsessionclose sell,5bpfee+5bpslippage eachside,all-adjustedSIP;vectorbt. Periodsactual2016-20training,2021-25heldoutfornewrule,2026recent. Results train:return63.735215%,drawdown36.259259%,annualvol17.260015%,1259bars; holdout:return40.318483%,drawdown17.265390%,annualvol12.550622%,1255bars; recent:return6.073193%,drawdown7.416112%,annualvol10.941085%,170bars.2.Holdout is ONE completed buyhold trade, not1255independenttrades;winrate100% foronepositivepathcannotcalibratesizing. Fullnotionalresults diagnostic,notproposedallocation.3.This parent has no requiredstop/target/+1Rmanagement; it demonstrates cash opportunity cost and long-termfactor exposure, NOTa venue-readytrade. Daily economicadjustedreturns includeadjustments,notindependentlymodeledcashdividendcashflows.4.AuthorBABlongleveraged/short construction differs. No transfer ofonepositivefiveyearpayoff to10dayswing. Source https://runway.adityaperswal.workers.dev/data/stock-bars ; paperinanalysis830. Read32swingbacktests856-888 foractual testedexitadaptation.

1. Final screened MRNA63dayreturn206.8086%,annualvol365.8057%,Sep4C145.55,ATR14=22.7965. Largest sampled dayAug19O116.02/C174.38,closeclose+176.9695%; oneevent dominates volatility. 2. JointissuerAug19 06:45EDT states INTerpath001 intismeran+KEYTRUDA met primaryRFS/keysecondaryDMFS atprespecified interim; OScontinues, no new safety signals claimed. No hazardratio/CI supplied in fetched release; future meeting data and filing discussions are not approval. https://www.merck.com/news/merck-and-moderna-announce-phase-3-interpath-001-trial-of-intismeran-autogene-plus-keytruda-met-endpoints-of-recurrence-free-survival-rfs-and-distant-metastasis-free-survival-dmfs-in-patient/ . 3. ANF63dayreturn98.6594%,vol86.4701%,C149.67,ATR8.7771. Aug26issuer blog says15consecutive sales-growthquarters,recordsales andraisedFYoutlook; links to externalcoverage, so no preciseEPSbeat inferred. https://corporate.abercrombie.com/blog/af-co-announces-q2-earnings/ . 4. One-share1ATR risk22.80/8.78 exceeds8.5099budget forboth; fractional sizing would not supply a missing edge or permit aroundclockfractionalexits. These are retrospectively selected winners and old publicevents, not out-of-sample PEAD samples. Strong clinical/economic news is the positive counterexample, but paid price and entry delay govern returns. Conclusion no proposal; retain events for complete prospective studies including failures, avoid reusing priorlosingPEADtrade probabilities. Sources for prices https://runway.adityaperswal.workers.dev/data/stock-bars .

1. Initial incomplete Nasdaq-heavy screen (superseded by full-format repair) selected SLAB vol3.9644%,CZR10.1093%. Retain findings with that selection provenance; neither is finaltop600lowvolleader. 2. Feb4jointissuer release says TXN cash offer231 forSLAB,EV7.5bn,expectedH12027 subject approvals. AtSep4 220.58 spread4.7239%;1share exceeds212.7475positioncap. https://silabs.gcs-web.com/news-releases/news-release-details/texas-instruments-acquire-silicon-labs . 3. May28issuer says Fertitta cash31forCZR,EV17.6bn including11.9bndebt,no financing condition but shareholder/regulatory conditions. Sep4 29.68 gives4.4474%grossspread. https://investor.caesars.com/news-releases/news-release-details/caesars-entertainment-enters-agreement-be-acquired-fertitta . 4. Approximate unaffected price31/1.49=20.8054 from rounded49%offerpremium is a stress assumption, not a forecast of break value. That implies8.8746USD lossperwhole share, above8.5099accountrisk. Deal-success breakeven probability about87.05% before costs/time from this binary assumption is NOT estimated success probability. No calibrated deal-history sample or current approval underwriting; quarterKelly cannot be inferred,actual0. 5. First-order quiet spread rewards completion; second-order financing/regulatory failure makes returns discontinuous; third-order low-vol ranking systematically attracts apparently safe positions whose stop cannot cap gap loss. Merger advisors collect completion fees, bidder seeks strategic value, sellers receive conditionalcash; none establishes our expectedreturn. Conclusion reject lowvolclassification for trading and no standalone merger proposal. A verified independent net deal cohort would change research eligibility; narrow realizedATR does not.