Stats

Premises:1 fresh3425 full9signals selectsEEM/QQQ/IWM28.3116/22.8690/20.1319% annual;2 ownquery_trades[] and suppliedCore retiredflat/noqueues;3 currentequity1000/cap280/positioncap250;4 regularsessionfractionalmarket required, nextSep21 13:30UTC. Initial93.33each279.99, residual.01. ExistingN=floorcents min(cap/3,.25equity,(.03equity-.50)/(r+(1-r)*2g+.005)),r=2ATR/E,g frozen.125794155019/.109666233203/.138906519177 gives all93.33 and modeledloss25.913233/22.608078/27.921384<30. Not absolute gap guarantee. Ordinary stops6.880971USD,targetgain37.060036 beforecost. Reference EEMstop65.1435/target74.214251,QQQ704.90264/838.105473,IWM277.666/320.524605; targetP90+10.717963/+16.169585/+12.821051%,3.808/7.050/5.661R. Before EACH actual RTH orderrefreshcurrententry/capital/Coreexclusions/aggregateexposure and verifyfillreceipt; actualstopE-2ATR,targetE*(1+P90),1–3months. trend-wsEEM67.37queue isnotCore exclusion but countsaggregate; plannedcombined160.70<250. Profitratchet max(existing,SMA200,high20-2ATR). No holding/R/daysheld orclosedtrade now. Monday397retained;398resolved; no scheduled job needed before06UTC(noeligibleETFsession,newcompletedUTCday,orholding). PriorFridaymisscauseunknown, reminder not execution. Sources https://runway.adityaperswal.workers.dev/data/stock-bars ; https://runway.adityaperswal.workers.dev/data/crypto-bars ; suppliedvenueclock/state. No repeatedbacktest because fixedmandate explicitly saysvalidationdone. Deepdiveadds riskdescription, not an unvalidated entry rule.

Numbered premises:1 own mandate permits fractional execution onlyRTH;2 measuredQQQ/IWM gapcorrelation.826848 and31.15% weekend jointnegative frequency;3 basketnotional279.99 and fixed existing stop/gap scenario76.44;4 bookcurrentlyempty. First order: an afterhours equity shock can move several selected assets through stops together. Second: fractional sales wait for eligible regular session and actual fills may differ from daily opens; historicalgap study does NOT identify incremental loss versus a counterfactual extended-hours whole-share sale. Third: realized capital loss shrinks next allocation and a stop requires re-ranking, but financingpressure never changes targets. Who benefits: liquid counterparties may earn spreads at stressed opens; not measured flow or alpha. Strongest counterargument: daily extremes can reverse before execution, and worst individual EEMgap was weekday; weekend calendar does not establish causality. Validity: dependence supports joint-risk disclosure. Soundness limited by one provider, five-year sample excluding2020, retrospectivebasket selection, no halt/slippage or conditionalstop model. Conclusion no weekend filter or size uplift; retainrule and Monday receipt obligation. Sources https://runway.adityaperswal.workers.dev/data/stock-bars ; https://docs.alpaca.markets/us/docs/market-data-faq .

Premises:1 synchronized gap series and today's93.33 weights from3426;2 resample common basket rows preserving crossasset dependence;3 numpy10000draws seed91904. IID within calendar groups mean weekend-minus-ordinary-.147572USD, CI95[-.486861,.179403];20day moving blocks preserving chronological labels CI[-.473665,.229915]. Both crosszero: no robust average weekend penalty established. Blocks do not establish stationarity or future tails. This is estimation simulation, NOT a momentumbacktest/target-hit model/stop-execution simulation; no winrate or Kelly odds inferred. Frozen earlier longer-history envelopes EEM.125794155019/QQQ.109666233203/IWM.138906519177 remain stress assumptions, not current5year maxima. Do not replace them with smaller latest5year observed tails, which omit2020. Current stop-plus-double-envelope-plus50bp scenario remains25.913233/22.608078/27.921384USD perlot,76.442695joint, not guaranteed bound. Source https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all .

Premises:1)3424 normalizes known split glitches and retainsXLK/XLE/XLV;2) currentcap260 not360;3) statistical target study finds1255 overlapping observations, only20–21 nonoverlapping peroffset. First order: split artifacts manufacture negative12month returns; second: false rank switches and exaggerated gap estimates; third: unnecessary cash or wrong sectors. Repair on documented corporate action restores ranking without changing rule. Separate chain: overlapping windows create appearance of precision -> manager mistakesP90 for90%hit odds -> oversized positions/funding-driven targets; prevent by equal allocation and existing gap cap. Who benefits: data users gain correct comparisons; split itself creates no shareholder wealth. Issuer concentration premises retained from3386 (Sep17 sponsorXLK top3 37.20%,XLEtop2 35.22%,XLVtop3 33.31%; not newly measured): economic tail regimes can persist across many overlapping windows while still representing few distinct shocks. Strongest counterargument to XLE20.63%target is2022 concentratedtail, yet narrower recent distribution is not permission to change mandated5year estimator. Scenarios are logical consequences, not fresh earnings events. Source https://runway.adityaperswal.workers.dev/data/stock-bars; issuer corporateaction search https://www.ssga.com/us/en/intermediary/library-content/products/fund-docs/etfs/us/information-schedules/select-sector-spdr-fund-share-splits-faq.pdf ; no policy/catalyst forecast.

Premises:1) normalized1255 rolling60 returns from https://runway.adityaperswal.workers.dev/data/stock-bars throughSep18.2) Circular block bootstrap of observed gain sequence,3000 replicates per block20/60/120,seed91904 reset perETF; resample indices preserving within-block dependence, not tradable price paths.3) Stationary empirical distribution assumed; regime change unmodeled. Block60 central95% P90-estimator ranges XLK13.469–25.977%,XLE14.740–26.412%,XLV7.383–12.587%. Block20 ranges14.512–24.908%,16.605–24.986%,8.254–12.444%; block12013.679–26.107%,14.212–25.892%,7.377–12.581%. These are model sensitivity ranges, not calibrated confidence intervals, future returns or hit odds. No changed target or edge-validation claim. Sizing uses existing deterministic stress instead: r=2ATR/E,g=max(.10,2abs(worstnegativegap)),lossfraction=r+(1-r)*g+.005. Current g .125185405/.115854679/.10. CommonN=floorcents min(260/3,250,19.99/maxfraction)=86.66. Losses13.796520/13.486896/11.105282, each<20; simultaneous sum38.388698=3.83887%equity. Nominalstop losses approx2.875/3.408/2.229; targets15.9127/17.8762/9.2108 perlot. Unseen total loss86.66each, so stress is not a hard loss guarantee. Historical3381 path-simulation frequencies remain old capital/vintage diagnostics, not current live odds; no repeated drift simulation warranted. Funding gap absent;0.02cash is cent rounding.

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 completed Sep18 stock/UTCcrypto bars with explicit cutoff, pagination and deduplication;2 annual252/365 intervals, adjustedclose totalreturn proxy, SMA200, arithmeticATR20;3 Core trend retired flat/noqueues per supplied context, own query_trades empty;4 equity1000/fund280. Rank aboveSMA only; crypto may qualify with negative annual return but rank6/7. trend-ws EEM queue is a different fund, not Core exclusion; EEM aggregate planned160.70<250. Conditional sizes not orders. Full table [{"symbol":"EEM","date":"2026-09-18 04:00:00+00:00","bars":1332,"close":67.03,"annual":0.28311638591117916,"sma":62.091550000000005,"atr":0.9432499999999997,"p90":0.10717963493264468,"p90_n":1255,"high20":69.125,"above":true,"rank":1,"size":93.33,"stop":65.1435,"target":74.21425092953517},{"symbol":"QQQ","date":"2026-09-18 04:00:00+00:00","bars":1332,"close":721.45,"annual":0.2286901578759135,"sma":661.77265,"atr":8.27367999999999,"p90":0.1616958533244174,"p90_n":1255,"high20":724.125,"above":true,"rank":2,"size":93.33,"stop":704.90264,"target":838.105473380901},{"symbol":"IWM","date":"2026-09-18 04:00:00+00:00","bars":1332,"close":284.1,"annual":0.20131929468476484,"sma":273.51065,"atr":3.2170000000000045,"p90":0.12821050854556687,"p90_n":1255,"high20":299.61,"above":true,"rank":3,"size":93.33,"stop":277.666,"target":320.5246054777956},{"symbol":"GLD","date":"2026-09-18 04:00:00+00:00","bars":1332,"close":401.17,"annual":0.1905214114016085,"sma":416.22065,"atr":7.923445000000004,"p90":0.16781703911009302,"p90_n":1255,"high20":429.42,"above":false,"rank":null,"size":0,"stop":385.32311,"target":468.49316157979604},{"symbol":"SPY","date":"2026-09-18 04:00:00+00:00","bars":1332,"close":761.69,"annual":0.17127216250711208,"sma":712.4730999999999,"atr":6.002450000000005,"p90":0.10841930825440019,"p90_n":1255,"high20":773.38,"above":true,"rank":4,"size":0,"stop":749.6851,"target":844.2719029042942},{"symbol":"EFA","date":"2026-09-18 04:00:00+00:00","bars":1332,"close":104.97,"annual":0.16737099644128106,"sma":101.03105,"atr":1.0289949999999997,"p90":0.09630282889112697,"p90_n":1255,"high20":108.83,"above":true,"rank":5,"size":0,"stop":102.91201,"target":115.0789079487016},{"symbol":"TLT","date":"2026-09-18 04:00:00+00:00","bars":1332,"close":81.25,"annual":-0.05709643727515379,"sma":84.36059999999999,"atr":0.6628700000000016,"p90":0.06150557763249668,"p90_n":1255,"high20":83.28,"above":false,"rank":null,"size":0,"stop":79.92426,"target":86.24732818264036},{"symbol":"BTC/USD","date":"2026-09-18 00:00:00+00:00","bars":1936,"close":80872.5325,"annual":-0.3095310208682954,"sma":70400.16140458945,"atr":2297.23361440355,"p90":0.36778582915826996,"p90_n":1826,"high20":82233.502538071,"above":true,"rank":6,"size":0,"stop":76278.0652711929,"target":110616.30392164165},{"symbol":"ETH/USD","date":"2026-09-18 00:00:00+00:00","bars":1936,"close":2612.4025,"annual":-0.43082804809764197,"sma":2070.4311531083276,"atr":102.69994243532499,"p90":0.42387299348060825,"p90_n":1826,"high20":2664.8535,"above":true,"rank":7,"size":0,"stop":2407.00261512935,"target":3719.729367851225}]. Sources https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all and https://runway.adityaperswal.workers.dev/data/crypto-bars . No momentum retest, specific fixed mandate prevails. Hold1–3months; actualfill stopE-2ATR/targetE*(1+P90); profitable ratchet max(existingstop,SMA200,high20-2ATR), never loosen.

Premises:1) Primary SIP https://runway.adityaperswal.workers.dev/data/stock-bars adjustment=all start2021-05-25 end2026-09-18T21:00Z,1336bars each, unique daily dates,1255 rolling60 gains endpoints since2021-09-19.2) Reproduced missing Dec5 2025 2:1 split forXLK/XLE/XLU; pre-event OHLC divided2 only for those; XLB/XLY already adjusted. Documentation https://docs.alpaca.markets/us/reference/stockbars and issuer FAQ source in observation.3) Current supplied equity1000 cap260; ownledgerempty. Columns symbol,21/63/126/252 returns%,mean%,close,SMA200,ATR20,eligibleRank,notional: XLK|3.245|-0.842|37.302|40.439|20.036|189.6|162.2356|3.14450|1|86.66 XLE|1.148|20.453|9.838|47.382|19.705|64.31|55.3148|1.26472|2|86.66 XLV|-4.150|13.211|15.835|24.872|12.442|168.39|155.1802|2.16547|3|86.66 XLF|-2.818|4.646|15.009|4.901|5.435|55.86|53.4515|0.70885|4|0 XLB|-4.817|-3.158|5.576|12.035|2.409|49.99|50.1739|0.78826|fail|0 XLI|-6.705|-5.940|4.013|13.758|1.282|169.75|171.1439|2.39825|fail|0 XLP|-4.322|0.085|2.285|6.059|1.027|82.8|82.9683|0.89176|fail|0 XLRE|-5.468|-2.185|3.028|4.676|0.013|42.53|42.7771|0.50224|fail|0 XLC|-0.458|1.502|-1.493|-5.573|-1.506|110.81|113.6276|1.60700|fail|0 XLY|-6.375|-5.046|1.620|-7.359|-4.290|111.03|116.5771|1.50725|fail|0 XLU|-6.633|-7.599|-10.497|0.171|-6.140|41.1|44.2221|0.63553|fail|0 ATR simple mean20 true ranges. Breadth4/11; XLF eligible rank4 excluded. Selected XLK/XLE/XLV86.66each259.98; 0.02rounding residual. Stops183.311/61.78055/164.05906; targets224.414716/77.575833/186.287581 at lastclose only; actualentry refresh required. Fixed monthly/stop rotation, initial empty deployment nextRTH. No discretionary veto and no edge re-test.

Start state: current user reset ledger account1000/Supply120 cash, no holdings or queued orders; query_trades empty. Earlier849.92/101.99 capital and pre-reset operator exits are not current exposure/performance. Goal: paid bottleneck rent at asymmetric stock payoff. Binding constraint is jointly qualified entry and defended target, not funding shortfall. Premises: 1. NasdaqTrader full directory13221 non-test securities screened; usable IEX12347, consecutiveSep17/18 7204, nonETF>=2 and IEXdollarvol>100k3339. SIP snapshot403, preferred-symbol request failures repaired for alphabetic listings, missing/OTC not covered. https://www.nasdaqtrader.com/dynamic/SymDir/nasdaqlisted.txt https://www.nasdaqtrader.com/dynamic/SymDir/otherlisted.txt 2. GLW has optical growth/customer deposits but Sep11 $2bn ATM authorization adds potential dilution, not realized proceeds. https://www.sec.gov/Archives/edgar/data/24741/000119312526389321/d154232d8k.htm Training+1.44%,2024–25holdout+91.07%N16/56.25%win/DD18.73 merits watch; current150.13 below168.46 breakout and whole share exceeds120. OCC direct fiber constraint plus inventory/AR absorbs cash; training-83.82%,holdout+19.16% but51.36%DD, current14.82<14.92. https://www.sec.gov/Archives/edgar/data/1000230/000143774926030174/ex_1014929.htm 3. FPS3bn backlog and input pass-through for certain customers are promising; FYFCF-6.824m with152.964m deferred revenue increase, TRA and expansion demands qualify cash claim. https://www.sec.gov/Archives/edgar/data/2080126/000208012626000035/fps-20260630.htm Current39.44 requires net3R53.605: even assumed40xguideEPSmidpoint1.33 yields53.20; multiple is not evidence. Only156bars and holdoutN1 window-end mark cannot calibrate Kelly. 4. FEAM current breakout faces435m proposedcapex versus19.5mcash and going concern, costly acquisition; fixed holdout-48.09%N9. https://www.sec.gov/Archives/edgar/data/1888654/000119312526394541/feam-20260630.htm BTDR holdout-42.26%N14 and H1cash gap after coin monetization462.765m; contracted revenue is not margin. https://ir.bitdeer.com/news-releases/news-release-details/bitdeer-reports-unaudited-financial-results-second-quarter-2026 FCEL contract-loss charge and RSGN margin/order decline reject generic power-scarcity rent. 5. NVT prior frozen test remains positive but157.88<162.57; do not chase. ETH/SOL new breakouts have no independently established Supply token-rent mechanism. Conclusion valid conditional on those gates; soundness limited by survivor-selected history, daily execution proxy and incomplete foreign feeds. Strongest counterargument: FPS expansion/customer prepayments may fund exceptional earnings before historical tests can recognize it. Response: keep primary watch and prospective price hurdle, not claim all scarcity already priced. All sizes0; no order/cancellation/exit change. Daily tests include forced period-end marks and endpoint equity drawdown which can understate intraday drawdown; they do not validate15min/+2R/trailing venue policy. GLW half-Kelly training risk fraction~.01574 is uncertain (mean CI crosses0), not authorization to buy below signal. No new FUND proposal: findings fit Supply.

Start: no Supply holdings, so no R/days-held or exit changes. SIP/all Sep18 closes versus prior20 closing highs: GLW150.13<168.46, OCC14.82<14.92, NVT157.88<162.57; none qualifies fixed closing breakout+SMA50. FPS39.44>38.06, BTDR12.97>12.67, FEAM2.50>2.06 qualify mechanically. ATR20 respectively FPS2.202595/BTDR.929085/FEAM.162145. https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all Fixed stop/target/cost arithmetic gives net3R minimum FPS53.605, BTDR18.857, FEAM3.583; these are hurdle prices, not justified valuations. Backtests reject BTDR/FEAM; FPS lacks enough independent history. Seven Asian/Australian native histories datedSep18 show no prior20 breakout; five European histories onlySep16, cannot adjudicate Friday signals. Yahoo five crypto histories stopSep17 with nullSep18; metadata time is not bar freshness. https://query1.finance.yahoo.com/v8/finance/chart/BTC-USD Alternative venue414 completed daily bars throughSep18: ETH2612.4025>2525.045 and SOL112.665>106.529 prior20, both above200SMA; BTC80872.5325<81269.4915 and LINK12.2265<13.2346. Explicitly discardSep19partial endpoint despite API end parameter. https://runway.adityaperswal.workers.dev/data/crypto-bars This corrects stale Yahoo inference, but no measured tokenholder bottleneck rent or independently tested Supply crypto rule was found. FIL remains stale. Indicators identify research candidates, not a transferable supply-chain edge. Foreign venue eligibility/FX unverified; no fabricated all-market coverage.

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.

Premises:1.H1customeradvances helpedcashflow butnotallwereearnedprofit(3398).2.Sep11latest8Kauthorizes2bnATMthroughGoldman,1%commission, generalcorporateuse,atissuerdiscretion. https://www.sec.gov/Archives/edgar/data/24741/000119312526389321/d154232d8k.htm .3.At150.13proxy fullprogramwouldrequire13.3218mnewshares,net1.98bnbeforeothercosts; neitheractualissuancenorpriceguarantee. Conclusion: profitableupstreamscarcitycapturecanstillrequireexternalcapitalanddilution. Soundnessofasharetargetneedsactualsharecount/proceeds/capexandfutureEPS; ATMauthorizationitselfisnotbadinvestmentorproofallshareswillbeissued. Countercase: high-returncapacitycanmorethanoffsetdilution. KeepGLWwatch, currentbreakoutfalse; do not useshareissuanceasautomaticshortorpermanentveto. Thisupdatesopticalfundamental3398withlatestfilingratherthanrelyingonJunequarteronly.

SamefixedL20/SMA50,nextopen,2ATRstop/6ATRtarget/60day strategy; vectorbtlongonly,5bpfee25bpslippageeachside. Only156dailybarsFeb5–Sep18,2026. TrainFeb5–Jun30 return19.165689%,DD19.078171%,wins66.667%,N3; reservedJul1–Sep18 return-.749195%,DD.749195%,win0,N1. Thatoneholdouttrade isnewSep18entry forcedmarkedatwindowend, notanaturalfinishedtrade orcalibratedfailureprobability. NearbyL15/20settingssameN1, L30N0, so sixcellsarenotreplication. No separate8-eventearningssample or transferablevalidatedindustrialrule established. Thisdoesnotdisprovenewfundamentalcompanyupside; it preventsclaimingtheIPO pricepattern hasvalidatednetexpectancy. Current39.44>38.06prior20,SMA5035.4472;2ATRstop35.03481,net3Rthreshold53.60498 with30bpeachsideapproximation. FY27EPSmid1.33 implies40.30x atthatthreshold; assumed30–40x EPS yields39.9–53.2, a sensitivityrange notapprovedtarget. Currentpricealoneplusnewguidance isinsufficienttoassignpointodds/halfKellyandqueue. Watchcashconversionandprospectivepolicy; size0. Sources https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all ; https://ir.forgentpower.com/news-events/press-releases/detail/107/forgent-reports-record-fourth-quarter-and-full-year-2026-results-exceeds-high-end-of-guidance-and-enters-fiscal-2027-with-all-time-high-backlog .

For each symbol, numpy seed91902 sampled its costed training trades into20000 IID paths of20 trades, investing12% ofaccount pertrade. Everyresult saved as observation. GLW terminalP5/median/P95=-5.67/+0.54/+8.10%,44.95% paths lose,95thpercentilemaxDD6.93%; OCC median-7.54%,83.74%pathslose; FEAM alltrainingtradeslose so empiricalpathsalllose, not100%forecastcertainty. BTDRtinytraining sample produces implausiblytight optimisticpaths despite negativeholdout; rejectthat distribution as adequate livecalibration. FCELpositivearithmeticmean can coexist with negativecompoundedfullinvestmentreturn andnegativeholdout: skew andvolatilitydragmatter. These paths counttrades, not20days or30dayfundingrunway. Separately stressgap=2*observedworstnegativegap(noassignedprobability), apply stoplossplusresidualgapand50bpcushion. GLW lossfraction.376921=>30USDnormalriskbudget/that=79.59USDnotionalceiling; quarterprobe19.90, beforetrainingKelly/concentration/fractionalexitconstraints. A wholeGLWshare150.13 exceeds120fundcap. OCCceiling48.59,quarter12.15 belowone14.82share; actualzero becauseentryandhistoricaledgefail. Otherceilingsrecordedarenotrecommendedpositions. TraininghalfKelly(GLW.015738ofriskbank)canconstrainriskbelow3%account; neverincreaseallocationfromholdoutoptimism. Current account1000/fund120,cash120. No probabilisticlefttailbound claimed; gapslargerthanstresspossible. Sources https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all . Modeldoesnotvalidate15minuteoff-hoursfillpolicyor+2Rquarter/trail exits. No order from thissimulation.

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.

Ran node /app/agent/dist/backtest.js --symbols GLW,OCC,BTDR,FEAM --strategy breakout --lookback20 --days1500 --stop-pct10 --target-pct30. CLI1030bars has itsownsignalexit and pricebasis; no reservedholdout or verifiedcostsemantics, so diagnosticonly. Separate vectorbtchronological/costedtestsrecordedandcontroldecision. CLIrawvscorporateadjusted maydiffer, especiallyFEAMsplits; donotborrow headlinepositiveCLIreturnasnetvalidatededge. Source https://runway.adityaperswal.workers.dev/data/stock-bars .

Ran node /app/agent/dist/backtest.js --symbols GLW,OCC,BTDR,FEAM --strategy breakout --lookback20 --days1500 --stop-pct10 --target-pct30. CLI1030bars has itsownsignalexit and pricebasis; no reservedholdout or verifiedcostsemantics, so diagnosticonly. Separate vectorbtchronological/costedtestsrecordedandcontroldecision. CLIrawvscorporateadjusted maydiffer, especiallyFEAMsplits; donotborrow headlinepositiveCLIreturnasnetvalidatededge. Source https://runway.adityaperswal.workers.dev/data/stock-bars .

Ran node /app/agent/dist/backtest.js --symbols GLW,OCC,BTDR,FEAM --strategy breakout --lookback20 --days1500 --stop-pct10 --target-pct30. CLI1030bars has itsownsignalexit and pricebasis; no reservedholdout or verifiedcostsemantics, so diagnosticonly. Separate vectorbtchronological/costedtestsrecordedandcontroldecision. CLIrawvscorporateadjusted maydiffer, especiallyFEAMsplits; donotborrow headlinepositiveCLIreturnasnetvalidatededge. Source https://runway.adityaperswal.workers.dev/data/stock-bars .

Ran node /app/agent/dist/backtest.js --symbols GLW,OCC,BTDR,FEAM --strategy breakout --lookback20 --days1500 --stop-pct10 --target-pct30. CLI1030bars has itsownsignalexit and pricebasis; no reservedholdout or verifiedcostsemantics, so diagnosticonly. Separate vectorbtchronological/costedtestsrecordedandcontroldecision. CLIrawvscorporateadjusted maydiffer, especiallyFEAMsplits; donotborrow headlinepositiveCLIreturnasnetvalidatededge. Source https://runway.adityaperswal.workers.dev/data/stock-bars .

Frozen inherited template, not selected best: close exceeds prior20 closes andSMA50; enter nextopen; stop2priorATR20, target6ATR, exit60sessions. Gapstops atworseopen; gaptargetscapped; samebarstopfirst includingentryday; forcewindowend. Twoeventrows/day vectorbt.from_orders direction='longonly',5bpfees and10bpslippage per side, fullyinvested isolatedtestbook. Compoundednettrades exactlyreconciledportfolio totalreturn. Training2016–23 availablehistory, BTDRstartsApr14,2023andwarmsuponpostSPACbars;holdout2024–25untuned. 2026separateknownperiod. holdout: netreturn27.199576%, DD56.992109%,win44.444444%,N18,targets6; doubleslippagereturn22.701826%. All6L15/20/30xATR2/3cellsrecorded,diagnosticnotretuning. Source https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all . Priceadjustments approximate corporateactionreinvestment; no historicalwholeuniversesurvivorship correction. Dailyfixedbracket doesnotvalidate15minute monitoring,+2Rquarter/trailing discretionarymanagement or thisspecificfundamentalevent. Wholepositionreturns not120USDfundportfolioforecast. Promote to watch for current qualified entry and valuation; strong holdout alone does not repair all regime uncertainties.

Frozen inherited template, not selected best: close exceeds prior20 closes andSMA50; enter nextopen; stop2priorATR20, target6ATR, exit60sessions. Gapstops atworseopen; gaptargetscapped; samebarstopfirst includingentryday; forcewindowend. Twoeventrows/day vectorbt.from_orders direction='longonly',5bpfees and10bpslippage per side, fullyinvested isolatedtestbook. Compoundednettrades exactlyreconciledportfolio totalreturn. Training2016–23 availablehistory, BTDRstartsApr14,2023andwarmsuponpostSPACbars;holdout2024–25untuned. 2026separateknownperiod. train: netreturn7.793984%, DD68.718323%,win32.692308%,N52,targets14; doubleslippagereturn-2.853359%. All6L15/20/30xATR2/3cellsrecorded,diagnosticnotretuning. Source https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all . Priceadjustments approximate corporateactionreinvestment; no historicalwholeuniversesurvivorship correction. Dailyfixedbracket doesnotvalidate15minute monitoring,+2Rquarter/trailing discretionarymanagement or thisspecificfundamentalevent. Wholepositionreturns not120USDfundportfolioforecast. Promote to watch for current qualified entry and valuation; strong holdout alone does not repair all regime uncertainties.

Frozen inherited template, not selected best: close exceeds prior20 closes andSMA50; enter nextopen; stop2priorATR20, target6ATR, exit60sessions. Gapstops atworseopen; gaptargetscapped; samebarstopfirst includingentryday; forcewindowend. Twoeventrows/day vectorbt.from_orders direction='longonly',5bpfees and25bpslippage per side, fullyinvested isolatedtestbook. Compoundednettrades exactlyreconciledportfolio totalreturn. Training2016–23 availablehistory, BTDRstartsApr14,2023andwarmsuponpostSPACbars;holdout2024–25untuned. 2026separateknownperiod. holdout: netreturn-68.896891%, DD79.356427%,win21.428571%,N14,targets3; doubleslippagereturn-70.999683%. All6L15/20/30xATR2/3cellsrecorded,diagnosticnotretuning. Source https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all . Priceadjustments approximate corporateactionreinvestment; no historicalwholeuniversesurvivorship correction. Dailyfixedbracket doesnotvalidate15minute monitoring,+2Rquarter/trailing discretionarymanagement or thisspecificfundamentalevent. Wholepositionreturns not120USDfundportfolioforecast. Reject automatic baseline deployment; possible changed economics require a separately frozen prospective study.

Frozen inherited template, not selected best: close exceeds prior20 closes andSMA50; enter nextopen; stop2priorATR20, target6ATR, exit60sessions. Gapstops atworseopen; gaptargetscapped; samebarstopfirst includingentryday; forcewindowend. Twoeventrows/day vectorbt.from_orders direction='longonly',5bpfees and25bpslippage per side, fullyinvested isolatedtestbook. Compoundednettrades exactlyreconciledportfolio totalreturn. Training2016–23 availablehistory, BTDRstartsApr14,2023andwarmsuponpostSPACbars;holdout2024–25untuned. 2026separateknownperiod. train: netreturn-42.280418%, DD77.890289%,win29.787234%,N47,targets13; doubleslippagereturn-54.368738%. All6L15/20/30xATR2/3cellsrecorded,diagnosticnotretuning. Source https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all . Priceadjustments approximate corporateactionreinvestment; no historicalwholeuniversesurvivorship correction. Dailyfixedbracket doesnotvalidate15minute monitoring,+2Rquarter/trailing discretionarymanagement or thisspecificfundamentalevent. Wholepositionreturns not120USDfundportfolioforecast. Reject automatic baseline deployment; possible changed economics require a separately frozen prospective study.

Frozen inherited template, not selected best: close exceeds prior20 closes andSMA50; enter nextopen; stop2priorATR20, target6ATR, exit60sessions. Gapstops atworseopen; gaptargetscapped; samebarstopfirst includingentryday; forcewindowend. Twoeventrows/day vectorbt.from_orders direction='longonly',5bpfees and50bpslippage per side, fullyinvested isolatedtestbook. Compoundednettrades exactlyreconciledportfolio totalreturn. Training2016–23 availablehistory, BTDRstartsApr14,2023andwarmsuponpostSPACbars;holdout2024–25untuned. 2026separateknownperiod. holdout: netreturn-48.092675%, DD63.370939%,win22.222222%,N9,targets2; doubleslippagereturn-52.560526%. All6L15/20/30xATR2/3cellsrecorded,diagnosticnotretuning. Source https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all . Priceadjustments approximate corporateactionreinvestment; no historicalwholeuniversesurvivorship correction. Dailyfixedbracket doesnotvalidate15minute monitoring,+2Rquarter/trailing discretionarymanagement or thisspecificfundamentalevent. Wholepositionreturns not120USDfundportfolioforecast. Reject automatic baseline deployment; possible changed economics require a separately frozen prospective study.