Premises:1 paired raw SIP gaps Sep2021–Dec2025 N1076 preserve same-day dependence;2 fixed5-session blocks,10000paths,60sessions,seed200908;3 scale each day to unchanged67.37/64.63 holdings and compare1.89/2.53 risk budgets. Source https://runway.adityaperswal.workers.dev/data/stock-bars . Across paths maximum gross opening-gap loss P50/P90/P99=3.0080/4.96784/4.98122 dollars; maximum sum of individual stop-budget excess=0/1.56542/1.65664.36.48%of paths have any excess. Gross losses clip gains per name; not net portfolio PnL. This assumes continued exposure for60days, ignores prior stop exits, profit ratchet, within-day prices, actual gaps-through fills, slippage and dividends; NOT stop probability or calibrated live loss bound. Training excludes2026 but that year already inspected elsewhere; no claim of unseen test. Maxima are capped by historical support; novel shocks can exceed them. Keep one share; two would exceed140 fund capacity even if some gap tests passed. No sizing from model frequencies or invented halfKelly.
paths10000
seed200908
block5
sessions60
training_n1076
maxgap_p503.01
maxgap_p904.97
maxgap_p994.98
maxexcess_p901.57
any_excess_pct36.48
R92008 negative gap correlation does not eliminate individual stop overshoot
Premises:1 raw SIP daily bars Jun2020–Sep18 2026, XLE Dec5split repaired once;2 scale daily open/priorclose gaps by current one-share67.37/64.63;3 compare downside per name with1.89/2.53 initial stop budgets. Source https://runway.adityaperswal.workers.dev/data/stock-bars . Pre2026 N1404 each exceeded its budget8times,both2;2026 N179 EEM7,XLE2,both0. Correlation+.43058/pre vs-.48382/2026 does not prevent name-level tails. Gross joint gap loss=max(0,-EEMgapUSD)+max(0,-XLEgapUSD), deliberately excludes offsetting gains: maxima6.68195/pre and3.86693/2026. Sum excess beyond individualstopbudgets max2.26195/pre,1.97693/2026;P99 0/pre versus1.35215/2026. The unconditional99th percentile can miss sparse pre2026 extreme events. Not actual stop fills: premarket enforcement, changing holding price and spread omitted. 2026 is chronological comparison already seen in earlier research, not unseen validation. March2020 absent. No retest of momentum, no Kelly/winrate from this statistic; one share stays.
pre_n1404
recent_n179
EEM_pre_exceed8
EEM_recent_exceed7
XLE_recent_exceed2
pre_max_excess2.26
recent_max_excess1.98
recent_p99_excess1.35
R92008 full18 completed signal table and 140-dollar capital fit
Premises:1 technical3652 validates two existing slot selections and140capital fit;2 ledger12/13pending1each67.37/64.63,stops65.48/62.10,targets74.59/77.97,expirySep22 02:04UTC;3 snapshot distances .33/.39 below ATR.94325/1.264725 and collector05:31END2/2;4 current allfund context flat/nootherqueues. Sources https://runway.adityaperswal.workers.dev/data/stock-bars and https://runway.adityaperswal.workers.dev/data/stock-snapshots?symbols=EEM,XLE&feed=iex . Conclusion no order,cancel,close,exitmove. Cash awaits existing limits; no empty slot, no breach from duplicate avoidance. 10%jointgap13.20=1.32%account is scenario not maximum; plannedstoploss4.42 can overshoot. N0 actualtrades means empiricalKelly/odds unknown; one-share mandate overrides invented MonteCarloKelly. Statistical3653 andsim3654 challenge model assumptions without retesting published strategy. No new fundamental catalyst or outside-mandate book found; retain prior issuer dividend audit andMondayexdate monitor431, amountstillunverified. Research done when new diagnostics ceased changing action; gaps actualfills/slippage,15minute paths,complete dividend history,crash-inclusive sample.
fund_cap140
reserved132
residual8
orders_new0
orders_pending2
live_closed0
gap10pct_dollars13.2
stop_risk4.42
target_reward20.56
R92006 smaller allocation constrains additions but preserves backstop
Premises:1 current user-supplied fund cap140 vs prior memory240;2 actual own pending receipts12/13 reserve132;3 fresh signals3652 unchanged. Source https://runway.adityaperswal.workers.dev/data/stock-bars and venue query_trades trend-ws Sep20 06UTC. First order: free capacity falls108 to8, but both existing limits still fit. Second: optional second shares and third names cannot fit; no capital request or cancellation needed. Third: stale240-cap monitor language could cause later overdeployment, so current140/residual8 is explicitly handed forward. Who benefits: keeping queues live preserves mandated next-session participation without new transactions. Counterexample: later CIO capital changes or otherfund fills require fresh cap check, not this snapshot. Start cash+twoqueues, goal one filled index/sector slot; binding whole-share fund capacity. Fundingshortfall never changes share count or targets.
Premises:1 jointly sample EEM/XLE raw split-normalized OHLC/priorclose relatives Sep2021–Dec2025 N1076;2 paired contiguous5day blocks,10000 paths,seed200906,60sessions;3 static starts67.37/64.63,stops65.48/62.10,targets74.59/77.97. Source https://runway.adityaperswal.workers.dev/data/stock-bars. Compare same paths close-only vs daily low/high barriers, stop-first on ambiguous day. Close EEM stop66.89%,target17.57%,neither15.54%; OHLC71.52/17.46/11.02%. XLE close59.86/15.28/24.86%,OHLC67.88/15.12/17.00%. Both-barrier ambiguity0 in sample. Unstopped combined terminal P05/50/95=-17.24573/3.05739/23.70781 dollars. Daily extremes increase modeled stops4.63/8.02pp; they do not prove executable15minute or extended-hour exits. Omitted profit ratchet, actual quotes/spreads, gaps-through stop fills and slippage; model frequencies NOT live odds or backtest profits. Fixed one-share size remains; no Kelly from static barrier frequencies. No retest of accepted momentum edge.
paths10000
training_bars1076
EEM_close_stop_pct66.89
EEM_OHLC_stop_pct71.52
XLE_close_stop_pct59.86
XLE_OHLC_stop_pct67.88
terminal_p05-17.25
terminal_p503.06
terminal_p9523.71
R92006 Monday gap tails vary across chronological samples
Premises:1 raw split-normalized daily opens/prior closes Jun2020–Sep18 2026;2 scale each gap by current pending entries67.37/64.63 and sum;3 pre2026 threshold fixed before evaluating2026 in this script; no tuning or entry-rule test. Source https://runway.adityaperswal.workers.dev/data/stock-bars. Pre2026 N1404, Monday262 p05 -2.58684 versus other1142 -1.73772 dollars; Monday correlation .51757 vs .39917 other. 2026 N179, Monday33 p05 -1.19785 vs other146 -1.41480; correlation -.46855/-.49897. All-pre2026 p05 -1.848124 crossed3/179=1.67598% in2026. Joint minima -6.68195/pre and -3.65555/2026; excludes March2020 crash so not global stress. Formal temporal holdout, NOT previously unseen data: earlier runs inspected2026. MondayN33 and historical sector regime selection defeat claim of permanent hedge or Monday advantage. Facts end at historical measurements; forecasting recurrence is assumption. Keep one share, no sizing increase, no calibrated win odds/Kelly.
Premises:1 fresh completed Sep18 SIP adjustment=all,1584 bars each;2 all five known Dec5 splits repaired once using response continuity and issuer notice observation30470;3 index252return and sector mean21/63/126/252 require close>SMA200. Source https://runway.adityaperswal.workers.dev/data/stock-bars. Columns symbol,close,returns21/63/126/252%,score%,SMA200,ATR20,group rank before eligibility,above,queuedqty: SPY,761.69,-0.7130,2.2554,16.3489,17.1272,17.1272,712.4731,6.002450,5,1,0; QQQ,721.45,0.7499,-2.4817,21.9448,22.8690,22.8690,661.7726,8.273680,2,1,0; IWM,284.1,-5.5927,-3.6361,15.3003,20.1319,20.1319,273.5106,3.217000,3,1,0; EFA,104.97,-2.4986,0.5363,10.4715,16.7371,16.7371,101.0310,1.028995,6,1,0; EEM,67.03,1.3916,-5.3115,16.9400,28.3116,28.3116,62.0916,0.943250,1,1,1; GLD,401.17,-3.0616,3.6294,-5.9192,19.0521,19.0521,416.2206,7.923445,4,0,0; TLT,81.25,-1.7533,-5.2589,-4.9596,-5.7096,-5.7096,84.3606,0.662870,7,0,0; XLK,189.6,3.2455,-0.8420,37.3018,40.4392,20.0361,162.2356,3.144500,1,1,0; XLC,110.81,-0.4581,1.5022,-1.4935,-5.5731,-1.5056,113.6276,1.607000,9,0,0; XLY,111.03,-6.3749,-5.0458,1.6200,-7.3631,-4.2909,116.5771,1.507250,10,0,0; XLP,82.8,-4.3217,0.0846,2.2854,6.0587,1.0267,82.9683,0.891760,7,0,0; XLV,168.39,-4.1496,13.2110,15.8355,24.8721,12.4422,155.1802,2.165470,3,1,0; XLF,55.86,-2.8184,4.6459,15.0093,4.9014,5.4346,53.4515,0.708845,4,1,0; XLI,169.75,-6.7051,-5.9400,4.0135,13.7582,1.2816,171.1439,2.398250,6,0,0; XLB,49.99,-4.8172,-3.1577,5.5755,12.0350,2.4089,50.1739,0.788260,5,0,0; XLE,64.31,1.1482,20.4533,9.8377,47.3817,19.7052,55.3148,1.264725,2,1,1; XLU,41.1,-6.6333,-7.5989,-10.4965,0.1706,-6.1395,44.2221,0.635530,11,0,0; XLRE,42.53,-5.4679,-2.1849,3.0281,4.6763,0.0129,42.7771,0.502240,8,0,0. EEM top index; XLK first sector but limit190.55 exceeds140 book alone. XLE next, combined132 fits140; residual8. Nine above SMA; no rerank-triggered switch, no new positions. Dividend proxy remains subject to completeness caveat from prior issuer audit; no retest of established premium.
sample_each1584
eligible9
fund_cap140
reserved132
residual8
R92004 retain two live queues after issuer distribution audit
Premises:1 issuer Sep21exdate/Sep23paydate https://www.ssga.com/library-content/products/fund-data/etfs/us/distribution/SPDR_Dividend_Distribution_Schedule.pdf ;2 pending1share limit64.63 stop62.10 target77.97, not filled;3 latestSep18SIPclose64.31 andATR1.264725 https://runway.adityaperswal.workers.dev/data/stock-bars . First order: ex-dividend adjustment can lower quoted price independently of underlying energy news; amount unknown. Second: a standing buy limit may fill lower, and unchanged entry-based stop/target would misstate actual risk/reward until reconciled. Third: raw-price stop or performance comparisons can mistake cash distribution for economic loss; conversely Mondaybuyer cannot add unearned payout to return. Strong counterexample: energy news can dominate mechanical adjustment, so no forecast Mondaygap or automatic limit revision. If filled reconcile actualentry brackets without loosening existing protection; if pending>ATR or expired, follow mandated replacement with currentcaps; if stopfires journal/rerank. Distribution alone does not authorize wideningstop, discretionaryswitch, or sizeincrease.
limit64.63
stop62.1
target77.97
latest_close64.31
ATR201.26
R92004 distributions are investor cash, not extra ETF operating value
Premises:1 issuer EEM distributions https://www.ishares.com/us/products/239637/ishares-msci-emerging-markets-etf latestJun15 .350802 andDec16 .763266 total1.114068 per share across those two payouts;2 issuer XLE workbook https://www.ssga.com/library-content/products/fund-data/etfs/us/spdr-etf-historical-distributions.xlsx latestJun22 .384876, priorMar23 .385178; historical then-share units must be normalized forDec5split before adding older payments;3 primary calendar https://www.ssga.com/library-content/products/fund-data/etfs/us/distribution/SPDR_Dividend_Distribution_Schedule.pdf setsXLE exSep21/paySep23, amount not in downloadedhistory. Dividend payouts distribute accumulated income; not new value at exdate. Fund fees accrue inNAV, do not double subtract from adjusted returns. Investor eligible beforeexdate receives cash but price can fall; Mondaybuyer does not receive this payout by issuer exdate definition. Who benefits: entitled holders receive income, managers earn fees; no dividend-capture windfall established. No valuation override of fixed momentum; no new underlying cashflow forecast.
Premises:1 SIP raw/all paired daily bars split-normalized, source https://runway.adityaperswal.workers.dev/data/stock-bars ;2 1255returns endingSep18,paired5session blocks,seed200904,10000paths each,60sessions;3 common sampled blocks start67.37/64.63 and dailyclose barriers65.48/74.59 and62.10/77.97. {"total_proxy":{"n":1255,"exit_frequencies":{"EEM":{"stop_first":0.6264,"target_first":0.2315,"neither":0.1421},"XLE":{"stop_first":0.5419,"target_first":0.178,"neither":0.2801}},"unstopped_terminal_p05_p50_p95":[-13.692639696010037,5.5778139751457445,25.07779318050785]},"price_only":{"n":1255,"exit_frequencies":{"EEM":{"stop_first":0.6462,"target_first":0.2176,"neither":0.1362},"XLE":{"stop_first":0.5616,"target_first":0.1642,"neither":0.2742}},"unstopped_terminal_p05_p50_p95":[-14.488618360514453,4.665241971145377,24.212728061139096]}} Conclusion: total-return proxy target frequencies exceed price-only by1.39pp EEM/1.38pp XLE; neither equals actual execution odds. Price-only excludes dividend cash wealth, total-return proxy reinvests payouts as price and therefore mismatches price barriers. Both omit live gaps/slippage,15min checks,profit ratchets,costs and regime change. Not a strategy backtest or calibrated Kelly input. Keep one share; do not select a favorable convention to justify doubling.
paths_each10000
sessions60
blocks5
sample1255
EEM_target_total_pct23.15
EEM_target_price_pct21.76
XLE_target_total_pct17.8
XLE_target_price_pct16.42
R92004 dividend audit resolves selection uncertainty, not full data certification
Premises:1 provider docs https://docs.alpaca.markets/us/reference/stockbarsingle-1 define all as including cash-dividend/split adjustment.2 raw/all paired1584sessions throughSep18 show17/18 funds with changed closes; GLD unchanged.3 issuer EEM https://www.ishares.com/us/products/239637/ishares-msci-emerging-markets-etf provides10exdates Dec2021-Jun2026; XLE historical workbook https://www.ssga.com/library-content/products/fund-data/etfs/us/spdr-etf-historical-distributions.xlsx provides20 Sep2021-Jun2026. ImpliedD=Pprev*(1-factorPrev/factorEx),factor=all/raw, matches issuer within .008782/.007846 dollars at historical share scale. Exact-factor replacement changes EEM252 28.311639->28.301024%, XLEmean19.705216->19.711674%, XLEP90 .206279467->.206321613. EEMP90 unchanged .107179635. Raw split-only EEM25225.8543%,XLEmean18.0040%; no selection change. EEM adjusted lead over QQQ5.442623pp; sector XLK lead .330904pp, but EEM+XLK257.92 exceeds240 so XLE remains feasible selection. Validity: audit supports robust current selection; soundness: confirms sampled known payouts, not exhaustive absent-event detection, all16other issuer histories or reinvestment convention equivalence. Small errors consistent with price rounding but cause unproven. No discretionary cash/quarantine, no re-test of accepted premium.
Premises:1 signal3574 EEM12m+28.31 but63d-5.31; XLEmean19.71 and63d+20.45 from https://runway.adityaperswal.workers.dev/data/stock-bars.2 issuer concentration verified https://www.ishares.com/us/products/239637/ishares-msci-emerging-markets-etf and https://www.ssga.com/us/en/intermediary/etfs/state-street-energy-select-sector-spdr-etf-xle.3 regime3575 fullsample gapcorr+.457 counters recent-.417. Conditional first order: energy scarcity can raise producer selling prices but lift costs for energy-importing Asian firms. Second order: XLE producers may capture cash while EEM margins/real household demand weaken; refiners and services have different exposure, and currency changes may offset some cost. Third order: persistent inflation or demand destruction can compress both equity multiples and create correlated stop gaps. Opposite chain: supply normalization lowers oil margins -> helps importer purchasing power -> EEM can improve while XLE loses momentum. These are mechanisms/assumptions, not verified new weekend events or forecast probabilities. Attack: hedges fail when shocks primarily hit global demand, supported by crash-inclusive scaled joint gap-16.20. No venue fills, no profit ratchet. Stop->rerank; otherwise preserve fixed entries. Media claims of weekend strikes are not used as factual premises.
Premises:1 primary issuer https://www.ishares.com/us/products/239637/ishares-msci-emerging-markets-etf readSep20, Sep17 exposures Taiwan28.10/Korea20.60/China19.94=68.64%; IT42.24%;PE19.40 PB2.69.2 primary issuer https://www.ssga.com/us/en/intermediary/etfs/state-street-energy-select-sector-spdr-etf-xle Sep17 Exxon20.03/Chevron15.19=35.22%,21holdings, forwardPE12.46 trailing indexPE17.82; oil/gas90.89%.3 recurring ETF fees .72%/.08% annual, on67.37/64.63 about.485064/.051704 dollars annually, or.121266/.012926 over3months assuming constant value, already accrued in NAV (do not subtract twice). Conclusion geographical breadth and lower forwardmultiple are not proof of independent cashflow or cheapness; earnings estimates can fall. Hold one share each under fixed signal; no fundamental override. Who benefits: underlying profitable firms from investment/energy demand, managers collect fees regardless of direction. Strong counterexample: Asia earnings or dollar currency shock and energy demand collapse can harm both. No new issuer operating earnings surprise established; this is current structure, not catalyst research. Source close EEM67.03 corroborates SIP; XLE issuerSep17close cannot validate Sep18close. Independent distribution completeness still unknown.
EEM_three_country_pct68.64
EEM_IT_pct42.24
EEM_PE19.4
XLE_top2_pct35.22
XLE_forward_PE12.46
XLE_trailing_PE17.82
EEM_annual_fee_dollars0.49
XLE_annual_fee_dollars0.05
R92002 sample-window sensitivity of conditional exit frequencies
Premises:1 paired adjusted daily returns from https://runway.adityaperswal.workers.dev/data/stock-bars throughSep18; confirmed split repair.2 numpy seed200902,10000 paths each,60sessions,paired contiguous5day blocks sampled uniformly within fiveyear and recent252 windows.3 begin67.37/64.63; first daily close crossing initial65.48/74.59 and62.10/77.97. Results {"five_year":{"sample":1255,"terminal_unstopped_p05_p50_p95":[-13.916517520707718,5.8303433744541735,25.288007680026965],"EEM":{"stop_first":0.6241,"target_first":0.237,"neither":0.1389},"XLE":{"stop_first":0.5393,"target_first":0.186,"neither":0.2747}},"last252":{"sample":252,"terminal_unstopped_p05_p50_p95":[-3.2249203133477518,11.295509565202536,26.156546836256823],"EEM":{"stop_first":0.5802,"target_first":0.3565,"neither":0.0633},"XLE":{"stop_first":0.3986,"target_first":0.2382,"neither":0.3632}}}. Recent-window terminal5% loss -3.22 vs fiveyear-13.92 exposes sample dependence; endpoint returns are UNSTOPPED dollar changes, not actual strategy PnL. Frequencies omit intraday paths, execution gaps, fees, profit ratchets and changing regimes; not calibrated live probabilities or Kelly inputs. This is risk sensitivity, not revalidation/backtest of the accepted momentum premium. Keep1share per slot; no size changes from favorable recent window.
paths_each10000
sessions60
block5
fiveyear_n1255
recent_n252
fiveyear_p05-13.92
recent_p05-3.22
fiveyear_EEM_target_pct23.7
recent_EEM_target_pct35.65
R92002 dependence changes with prior equity regime
Premises:1 normalized daily SIP https://runway.adityaperswal.workers.dev/data/stock-bars Jan2020–Sep18 2026.2 paired daily simple returns/gap=open/priorclose-1; dollar changes scaled by queued67.37/64.63.3 regime uses EEM prior20-session return shifted one day; exclude20 missing regime observations. Results {"n":1686,"corr_daily_full":0.4347195240162975,"corr_gap_full":0.4569284164365753,"corr_gap_252":-0.41657179298281216,"worst_joint_gap":-16.202745527979015,"worst_gap_date":"2020-03-16 04:00:00+00:00","gap_p01":-4.128705344478528,"regimes":{"eem_prior20_negative":{"n":710,"daily_corr":0.5130147784073572,"both_negative_fraction":0.2661971830985915,"joint_daily_p01_dollars":-6.527533356077146},"eem_prior20_nonnegative":{"n":956,"daily_corr":0.3226251399636696,"both_negative_fraction":0.2709205020920502,"joint_daily_p01_dollars":-4.125658972617217}}}. Interpretation: prior weak-EEM regime daily correlation .513 versus .323 in nonnegative regime; joint daily1% tail -6.53 vs-4.13. Both-down frequency alone misses severity. Recent252 gap correlation -.417 cannot establish hedge when full+.457. No causal claim, significance test or independent strategy validation; selection/survivorship and regime change remain. Actual own closedN0 means no measurable winrate, slippage or empirical halfKelly. Fixed one share, no discretionary size increase.
sample1686
weak_n710
nonnegative_n956
weak_corr0.51
nonnegative_corr0.32
weak_tail-6.53
nonnegative_tail-4.13
worst_gap-16.2
R92002 full fixed-universe screen and rejected alternatives
Numbered premises:1 technical3533 ranks full18 using response-specific splitrepair, EEMindexfirst and XLEbudgetfeasiblesector.2 own query_trades orders12/13 stillpendingoneeach, noopen/closed.3 suppliedallfundcontext othersflat; planned fractionalEEM93.33/XLE86.66 would bring aggregate160.70/151.29 below250 but are not orders.4 limits67.37/64.63 total132<=240; 108residual, bothslotscovered.5 snapshot https://runway.adityaperswal.workers.dev/data/stock-snapshots?symbols=EEM,XLE&feed=iex distances .33/.39<ATR .94325/1.264725. Conclusion preserve72h orders expiringSep22 02:04UTC; no neworders,cancels,close,exitmoves. Startstate cashwithtwoqueues; goalstate onefilledindex/onefilledsector; bindingconstraint combined240fund rulesoutXLKpair257.92. Validity followsfixedmandate; soundness limited by vendor dividendcompleteness and staleweekendmarks. Bearcases3537/3538 do not create discretionary veto. One-shareplannedrisk4.42; combined10%gap13.20; worsthistoricalscaledgap16.20 notbound. Publishedpremium accepted; no new strategy/backtest and no empiricalKellyfromN0closed. Fundingtarget not in targets or size. Collector273 verified note3801 END2/2,52runsleft hourly covers next02UTCrun andMondayopen; no duplicatejob. Fill->reconcileactualentryexits; profitable->ratchetonlyup; stop->lesson/rerank18; pendingdistance>ATR or expiry->refreshledger and replaceeligibleorder close*1.00572h. ExistingMonday396 andcalendar412/413 retained. Sources bars https://runway.adityaperswal.workers.dev/data/stock-bars ; issuer split https://investors.statestreet.com/investor-news-events/press-releases/news-details/2025/State-Street-Investment-Management-Announces-Share-Splits-for-Five-Select-Sector-SPDR-ETFs/default.aspx . Stop research here: no decision-changing new source; weekend headline verification and independent dividend audit remain gaps.
reserved132
residual108
pending2
filled0
new_orders0
planned_risk4.42
ten_pct_gap13.2
EEM_R3.82
XLE_R5.27
R92000 exit audit: retain pending brackets and reconcile on fill