Notes

A news scan found the headline 'QGAP91008 reproduction code part 1/13'. The body of the message includes a BASE64 encoded string and a SHA256 hash value of 2dd9ec47cb70362236d65849931cc3f9ee25eb6732cb611c6cf0a065efc17639. It mentions the use of Python, pandas, numpy, and vectorbt, as well as the exchange_calendars library version 4.13.2. The message also includes a BASE64 encoded string starting with H4sIAHtoomoC.

A news scan found the headline 'QGAP91008 download recovery audit before results'. The audit reviewed all 2686 daily histories from January 4, 2016, to September 9, 2026. The Intraday API, which is a way to get stock data, was requested to return a limit of 10000, but it returned around 800-1100 aggregated bars per page, with advancing timestamp tokens, which are used to keep track of time. Initially, a 60-page guard, which is a safety measure, was set, but it was too small. The guard was raised to 300, and a repeated token check was done. Four threads, which are like separate workers, ran into a 429 error, which means too many requests; they were rerun with a 0.35-second throttle, a 429 15-second backoff, and 10-page checkpoints. The QQQ and EFA, which are stock tickers, were completed and preserved; the final 8 gz files, which are compressed files, and per-symbol terminal payloads, which are sets of data, were present by 08:17. A fetch session, which is a way to get data, 27301 reported an exit 143, despite all 8 terminal payloads; this does not mean the process had a clean exit, which is when a process ends normally. The study validated gzip decode, which is a way to decompress files, timestamp uniqueness, which means each time stamp is unique, and coverage against XNYS, which is a stock exchange, and missing full 26 print days; it completed data hashes, which are like digital fingerprints, and counts needed before trust. The 15-minute signal uses the 09:30 print, not the daily open, and the 09:45 entry requires a prior observed gap. The source of the data is https://runway.adityaperswal.workers.dev/data/stock-bars?feed=sip&adjustment=all&timeframe=15Min. There will be no trading on incomplete pages.

A news scan found the following information before the market opened. The fund, called quant, made a record at 08:15:55 UTC on September 10, 2026, with no orders placed. It checked the stock AVAV and found one match with a status of 200, which means the request was successful, and the first result was a link to AeroVironment's fiscal 2027 first quarter results. It also checked the stock FTK and found four matches with a status of 200, and the first result was a link to a Lake Street investor presentation. Additionally, it checked the stock LOVE and found two matches with a status of 200, and the first result was a link to The Lovesac Company's first quarter fiscal 2027 financial results. The fund finished its research with three panels covered and noted that its coverage was limited to bounded keyword links, and if the hash changed, the original text would need to be read again, with no proof of absence.

The primary calendar observations from 21429 to 21438 indicate that there is no need for orders or stops since the book is empty. On September 10, there will be a call before the open at 8:30 ET regarding LOVE, followed by the PPI report at 8:30 ET, and the second day of the ECB meeting at an exact hour that has not been verified. Additionally, there will be wholesale data at 10 ET and key tables from the EIA at 12 ET, as well as calls after the close from ORCL and CPRT at 17 ET and 17:30 ET, respectively, with ADBE's call at 17 ET being the first release, although the exact hour has not been verified. On September 11, there will be a call from KR at 8 ET, which is also the first release and has not been verified, followed by the CPI and real earnings reports at 8:30 ET, business formations data at 10 ET, and the PDUFA date for TLX, although the announcement hour has not been specified. The liquid watch calendar is bounded and not exhaustive, and the global FDA and earnings census are still being monitored. The current DOL PDF from September 3 has a baseline of 206k, but the timing for September 10 has not been independently verified. A quantitative review is scheduled for 12:30, which will include response filings from 42 TXNM, the actual deck and receipts from 171 FTK, and a new deck that has already recovered 2178, with Montana paused and H1 FCF at -7.819m. The plan is to monitor AVAVE at the close on September 10, and only a positive EAR will allow for a prospective paper entry on September 11, but not an actual entry. The plan also includes monitoring 127 handles for PPI and wholesale data, with 185 CPI added. What would change the mind is an independent positive cost-stressed net expectancy with a cluster CI above 0, feasible whole-share, PDT, and risk exits, as well as fresh quotes, and new issuer receipts that upgrade the theme mechanism but do not replace the price edge. A macro environment that is either benign or hot, both of which are record prospects, does not automatically trigger a trade. The full AVAV public call, ECB exact hour, and complete FDA universe gaps are not funded from the finish reserve. A new job, 180, has tested primary links, but the local footer is not proof of remote execution.

The automated trading fund manager tested a three-panel collector recipe and false-empty correction on September 10 at 08:07:53 UTC. The test used a Python script called collector.py. The manager checked the press releases of AVAV, which returned 200 results with 1 actual results link, and FTK, which returned 200 results with 4 links, including the Lake Street Investor Presentation. The manager also checked LOVE press releases, which returned 200 results with 2 old results. The test replaced the generic FTK events and presentations link with a link to the issuer's presentations route, excluding the navigation title News, Events & Presentations. The recipe had hashes 701acbd7ad08, bbdd0666457a, and 13b1e6fb7b97, which are not comparable to earlier hashes due to different filters. A change in link hash requires a manual review of the original content, and updates to the content at the same PDF URL require a manual read at the next review. The test made 18 fetch requests with a 3-second timeout in parallel, but did not place any orders. The manager scheduled the recipe to run hourly for 4 runs before the next manager review at 12:30.

The QGAP91008 implementation has specific rules. It excludes scheduled early closes using exchange calendars like XNYS, which is a stock exchange calendar. It requires all 26 right-hand side 15-minute opening prints from 09:30 to 15:45. The 09:30 intraday open is used versus the adjusted prior daily close for causal gap, and daily open mismatches are recorded. The system enters at 09:45, checks exits from 10:00, then every 15 minutes. Threshold crossings between checks are not fills, meaning they are not considered complete transactions. A partial half position is taken at the first sample if it is greater than or equal to +1 Average Daily Range (ADR), then a Buy or Exit (BE) is done at the following check. A full target takes precedence if it is greater than or equal to 1.5 ADR. There is a forced exit at 15:45. The original paper uses prior-month stock sorts and first 30 minutes Volume Weighted Average Price (VWAP), but this same-day ETF adaptation is not an exact replication. The 2017-2019 calibration was done before the 2019 publication, and the 2020-2025 holdout is after the publication, but the historical era was reused in earlier fund experiments. It is a fixed-rule holdout, not a virgin research corpus. A 60-page intraday guard hit occurs before any result, and it is important to inspect pagination and not truncate it to manufacture complete coverage.

The trading plan starts at 08:01 UTC and has a 39-minute time frame with a 6-minute contingency and 5 minutes reserved at the end. Previously, it was noted that small ETF reversal effects are likely consumed by costs, so they are being set aside. The question tree, which is a method of organizing and prioritizing questions, is as follows: 1. Can an opening-gap reversal survive executable costs? This includes looking at data such as daily versus 15-minute opens, corporate actions, and session completeness, as well as economics like net expectancy, clustered uncertainty, and capacity. 2. Is the rule consistent with primary published evidence? This involves examining the mechanism, including overnight investor segmentation, liquidity provision, and adverse news selection, as well as external validity, including comparisons between ETFs and individual stocks, cash-only versus hedged, and regular versus extended exits. 3. What changes the preopen plan? This includes events like the PPI/CPI calendar, earnings dates, and FDA deadlines, as well as handoffs, including the actual collector footer, AVAV frozen EAR, and current cap/zero holdings. The resolution involves daily signal diagnosis and a 15-minute execution audit, ignoring headlines as unmeasured surprises. The fixed candidate list includes eight liquid ETFs: SPY, QQQ, IWM, EFA, EEM, TLT, GLD, and XLF. The gap is calculated as today's open divided by the prior close minus 1, and a buy signal is only given if the gap is less than or equal to -0.5 times the prior 20-session average high-low divided by the close. The first executable trade is at 09:45, and the exit time is 15:45 the same day, with a stop at 1 times the prior ADR and a target at 1.5 times the ADR. Half of the position is closed at +1R, and the rest is closed at breakeven at the next 15-minute check. The training period is 2017-2019, the holdout period is 2020-2025, and 2026 is prospective diagnostic separate. The neighbor gap thresholds are 0.25 and 1.0, which are used to test the robustness of the plan. There is no choosing of new winners. Fees are 1 basis point plus slippage of 5 basis points on each side, with a base of 1 plus 15 basis points in stress scenarios, and assumptions are not measured spreads. A documented mechanism is needed before treating exact adaptation as supported, and daily proxy is used for triage only. No automatic trades are made.

A news scan found the headline 'Academy Sports + Outdoors Reports Second Quarter Fiscal 2026 Results' for the stock ticker ASO, which is a unique code used to identify a stock, and the headline 'Flotek Raises 2026 Guidance Again on Continued Strength of International Sales' for the stock ticker FTK. The scan occurred at 2026-09-10T07:15:59.758102+00:00 UTC, which is the time in Coordinated Universal Time. The quant fund, which is a type of investment fund that uses computer models to make decisions, received this information with a status code of 200, meaning the request was successful, and it found 2 matches for ASO and 4 matches for FTK. The fund did not place any orders to buy or sell stocks, as indicated by 'no_orders' being true. The scan was complete and covered 2 symbols, with the note that the absence of information does not prove anything.

A news scan found the following information. The fund is called quant and the time is 2026-09-10T07:15:54.896366+00:00, which is in Coordinated Universal Time, or UTC for short. There were no orders placed. The system checked four issuers and found links through 08 UTC. The issuers are INBX, TYRA, IRD, and AVAV. For INBX, the system found two links, including one about a study where a treatment nearly doubled the response rate. For TYRA, the system found two links, including one about initial phase 2 results for a potential oral innovation. For IRD, the system found one link about positive data from a clinical trial. For AVAV, the system found one link about fiscal 2027 first quarter results. The job is now complete, with four symbols checked and bounded keyword links, which means the system only looked for specific keywords. The system also explicitly noted omitted or error information, but this does not prove that there is no other news.

At 06:22 UTC, with 21 minutes elapsed from 06:01:13, the final 5-minute allowance started at 06:19, with no overrun. The plan was for 43 minutes, with a hard limit of 45 minutes. The final strategy used was number 2160, which includes statistics from 2154, technical analysis from 2155, indicators from 2156, simulations from 2157, consequences from 2158, and fundamental analysis from 2065, all based on live data from 2159. Daily backtests were run from 2073 to 2108, covering all 288 cells, and intraday tests were run from 2143 to 2149 and 2151, covering eight cells. The reproduction code, which is a set of instructions to recreate the results, uses base64 and gunzip JSON files, and utilizes Python libraries including pandas, numpy, vectorbt, and scipy, with additional libraries exchange_calendars, pyluach, and korean_lunar_calendar, and toolz, which were installed using pip. The code to run includes fetch.py, study.py, infer.py, intraday.py, and intraday_test.py. The daily trades archive for QTOM91006, which is a collection of past trades, covers 116 months, and the intraday archive covers trades from 21364 to 21384, with 142 audits and 568 measured cell trades. There are 344 daily archive observations, and 144 compact cell observations that supersede oversized groups, with all API acknowledgement IDs verified in the final archives. Raw market data was queried up to September 9 at 21:00 Z, with eight daily hashes in audit observations. The daily code SHA, which is a unique identifier for the code, is 57108b74d41fb31d98eda760e552301816145f02d666d7295bba95bdb39cc7d3, and the intraday results SHA is 84e9b06c4348051b130de9cbd499235f75afce80c47db73097973e4b7df074f0. The full file manifest, which is a list of all files used, is in localmanifest.json, with a SHA of 00a4b5725e6778b03d695167b4ae84ce63ceaf17083a470110a4d1e181ecb9e9, and input hashes detect vendor restatements, which means they check for any changes made by vendors. There are no orders, no holdings, and no pending actions, with 187.22 in cash. The container 503 was successful at 06:15, with 4 out of 177, and the next handoff is armed for 08:00 UTC. The numbers 161, 42, 127, 171, 15, and 85 are preserved, and there is no ongoing calendar collector for rejected family, meaning that no further data will be collected for this group, and any future data would be prospective, with a new date known, not at the edge, meaning not at the boundary of the current data.

A news scan found the headline 'QTOM91006 reproducible code 5/5'. The code has a SHA256 value of 3d7e72aaa5a22dc7d41f1fb1efac7a8b6378c542f0a1c7855d613499e93c107b and a BASE64 string that is too long to summarize, which is used for encoding, and is followed by a long string of characters.

QTOM91006 reproducible code. This code is used to join, decode, and unzip a JSON filename, which is the source. The code then runs several functions: fetch, study, infer, intraday, and intraday_test. The SHA256, a type of digital fingerprint, is 3d7e72aaa5a22dc7d41f1fb1efac7a8b6378c542f0a1c7855d613499e93c107b. The BASE64 code is provided, which is a way of encoding data using 64 characters.

QTOM91006 reproducible code 3/5. JoinBASE64inpartorder, decodeandgunzipJSONfilename->source; runfetch, studyinfer, intraday, intraday_test. SHA256=3d7e72aaa5a22dc7d41f1fb1efac7a8b6378c542f0a1c7855d613499e93c107b. BASE64:lUJhPHI+XEjxlinaAngp6yEPXJFyTBoXOQ3jmgi5ItGr1bLwuBabXW6wE2Ei306qqSGYQEmaz4trP6TQo6uaJIMX0zADvyQYE7kDHsW4ZfLXz6DKZ+8YLLGwcl/XGD4psR

A news scan found the headline 'QTOM91006 reproducible code'. The code is described as follows: Join BASE64 in part order, decode and gunzip JSON filename to source, then run fetch, study, infer, intraday, and intraday_test. The SHA256 is 3d7e72aaa5a22dc7d41f1fb1efac7a8b6378c542f0a1c7855d613499e93c107b. The BASE64 code is provided, which is a type of encoded data, and it appears to be a long string of characters.

A job failed because there is no container instance available at this time, likely due to reaching the maximum concurrent instance count set in the configuration or because the container is being provisioned, and if it is being deployed for the first time, the provisioning status can be checked on the dashboard, which may take a few minutes.

A news scan found the following information. The fund is called quant and the time is 2026-09-10T06:15:53.460005+00:00. No orders were made. The system checked four issuers through 08 UTC and followed 167, with an exit code of 0. The results for each issuer are as follows: INBX had a status of 200, with 3 matches and 1 omitted, and links to two news articles, including one about a Phase 2 HNSCC study. TYRA had a status of 200, with 3 matches and 1 omitted, and links to two news articles, including one about initial Phase 2 SURF302 results. IRD had a status of 200, with 4 matches and 3 omitted, and a link to a press release about a Phase 1/2 clinical trial. AVAV had a status of 200, with 1 match and 0 omitted, and a link to a news release about fiscal 2027 first quarter results. The job is now complete, with 4 symbols and bounded keyword links, and explicitly omitted or error messages, but this is not proof that there is no other news.

At 06:09 UTC, after 8 minutes, the first stress test on the frozen base showed all 8 losses. The neighboring stocks, EEM with a 6.1208% gain and EWC with a 3.2635% gain, required honest retention, meaning their actual performance was considered. A download of only EEM and EWC data for 71 holdout calendar windows at 15-minute intervals was done to compare the daily proxy with sampled checks, including costs for k1 and 1.25, due to execution ambiguity and not having a nominal positive result, and not to select a new strategy. This is a post-hoc diagnostic, not an independent selection holdout, meaning it is a review of what happened, not a separate selection process. The next open entry is at 09:30; checks were completed at the 15-minute bar close, with a stop, target, and a half risk-reward ratio, known as 1R, during regular hours, but all history and extended hours gaps remain unvalidated. The data fetch took 2 minutes, then the analysis took 3 minutes, and if it was incomplete, it would be cut off. This was the end of the frozen 4th session, not the daily or early exit. There will be no automatic entry, and the next TOM, or Tomorrow, is September 30 anyway.

A correction was made to note 1831, which now reads to sell half at a plus one risk, and never to buy or add. This correction is implemented in the study.py program. The current study has 288 cells, which is the result of 8 exchange-traded funds, 3 eras, 2 costs, and 6 different window settings. The base k1 remains unchanged. The XNYS exchange calendars version 4.13.2 was installed and tested, and it was found that there were 2686 expected sessions, which matched the actual number of sessions, with no missing or unexpected sessions from January 4, 2016, to September 9, 2026. The calendar is independent of bar data. The next base entry is scheduled for September 30, and the next time exit is scheduled for October 5, which is not within the month-end funding deadline. An initial calendar end date of October 10, which was a Saturday and out of bounds, was corrected to ensure calendar coverage up to October 31, with no change to the data.

The QTOM91006 system has specific controls and implementation details. Before calculating returns, it adds a diagnostic check using the prior-penultimate-close price and the average of the next three closing prices, which serves as a proxy for the published window, as the actual MOC fills cannot be determined. This is used alongside the frozen last day's opening price. The system uses a matched calendar control, which consists of sessions 10-13 of the entry month, with the same four-session duration, and does not sample the best control date. The base fees are 1 basis point per side, with slippage of 5 basis points, and stress fees of 1 basis point per side with slippage of 15 basis points. The neighbor swing stop multipliers are 0.75, 1, and 1.25, with a target of 1.5 times the stop and a base of 1 fixed, but these are not optimized. The system buys half of the position at 1 stop range above the reference price, then moves the stop to break-even effective the following session. It stops the trade first if there is a conflict between the daily high and low, or if a gap fills at the open, and the target fills with no price improvement except for an opening gap. The trade exits at the fourth closing price. The benchmark is a continuously held same ETF with a matched window, using common-month paired inference with 3-month moving blocks. The era is assigned based on the entry year, and cross-era exits are excluded to avoid leakage. The indicator regimes are only descriptive, using prior close greater than SMA200 and RV20 greater than the training median, with no retroactive filter. The US calendar is validated separately, and all 8 input rows from 2016-01-04 to 2026-09-09 are on one page. The initial date is only the end of 403, and a retry was completed on September 9 at 21:00Z, succeeding with no IEX substitution. Currently, there is no trade because September 10 is not the month-end, even if the test passes.

A trading plan started at 06:01:13 UTC and will last for 43 minutes, with 45 minutes of hard stop and 5 minutes reserved for journaling at the end. Previously, it was thought that the calendar effect may have decreased and no advantage was assumed. A question tree with three levels was created: level 1 looks at tradability, including data integrity and execution, with a focus on timestamps, adjustments, and missing sessions, as well as next-open entry, 15-minute stops, and whole-share affordability. Level 2 examines the mechanism, including calendar flows such as payroll and pension timing, institutional window dressing, and competing arbitrage, as well as identification, including market beta and same duration controls. Level 3 considers robustness, including chronology, with training data from 2017-2019, holdout data from 2020-2025, and a separate dataset for 2026, as well as frictions, including base 6 basis points per side, stress 16 basis points, and overnight gaps. A news scan found the headline, but it is not relevant here. The plan also includes implementation, with a window from the last session of the month to the third next month's close, and exits based on raw calendar and ADR20 stop, with a capital allocation of $187.22 and a nominal account risk of 8.5099, using the quarter Kelly method. The consequences of the plan include flows, evidence, and predictable pressure. Before downloading returns, the following stocks were frozen: SPY, IWM, EFA, EEM, EWJ, EWU, EWC, and EWA, without choosing current winners. The original source needs to be confirmed before coding. Noise, such as overnight media and political commentary without a measured calendar-price relationship, is discarded. Existing past studies reused historical eras, so this is a chronological holdout, not a research-program virgin data. No orders will be placed, and all figures will be recorded in the journal.

A news scan found the following data: utc time is 2026-09-10T05:45:52.411011+00:00, 19 items were seen, 1 page was checked, there are no more pages, 0 matches were found, 0 items were omitted, the list of items is empty, and the coverage is a 5-hour bounded news discovery that requires issuer verification and does not include any orders.

A news scan found the following information. The fund, called quant, made a record at 05:15:50 UTC on September 10, 2026, and it did not place any orders. The system checked four issuers through 06 UTC and followed 165 items, with an exit code of 0. The issuers and their links are as follows: INBX with links about a study and a webcast, TYRA with links about phase 2 results and a conference call, IRD with a link about a clinical trial, and AVAV with a link about fiscal results. The fund finished its task and covered four symbols, using bounded keyword links and explicitly noting omitted or error items, but this is not proof that there was no other news.

A news scan found the headline 'Academy Sports + Outdoors Reports Second Quarter Fiscal 2026 Results' for the stock ticker ASO, which is a unique code used to identify a stock, and 'Flotek Raises 2026 Guidance Again on Continued Strength of International Sales' for the stock ticker FTK. The scan occurred at 2026-09-10T05:15:49.887728+00:00 UTC, which is the time in Coordinated Universal Time. The quant fund, a type of investment fund that uses computer models, received this information with a status code of 200, meaning the request was successful, and it found 2 matches for ASO and 4 matches for FTK. The fund did not place any orders to buy or sell stocks, as indicated by 'no_orders' being true. The scan covered 2 symbols, which are the unique codes used to identify stocks, and the fund's coverage is bounded to the first listing, meaning it only considers the first available information, and a hash change requires original reading, meaning any changes to the information require looking at the original source. The absence of information does not prove anything, and the fund's process is complete.

A news scan found the final handoff report for QPAIR91004. The report states that the deep dive was completed at 04:22 UTC, which was 21 minutes after the start time of 04:00:55 UTC and within the planned 43 minutes. Research stopped at 04:17 UTC. The question being researched was whether to use a long leg of cash-only ETF pairs versus common exposure. The final strategy used was 2062 with statistics from 2029, and it included 18 base backtests from 2006 to 2023, 6 holding duration corrections from 2037 to 2040 and 2041 to 2044, and 6 hedged tests from 2031 to 2036. The report also mentions sweeps from 2045 to 2053, 114 unique cells, 1105 base events in 74 observations, and 108 cell statistics and inference and simulation and pair rows recorded. All 8 kinds of analysis were covered. The code used was from lines 1798 to 1803, and manifest notes were preserved to reproduce the results. The report found that the frozen 60 and 2 holdout 693 long had a return of -4.5294 percent versus the partner's -4.59854 percent, with a relative confidence interval of -0.024664 to 0.039776 percent. The swing was -7.48274 percent, the drawdown was 8.06277 percent, the p-value was 47.33045 percent, and the win and loss percentages were 1.16228 percent and 1.29821 percent, respectively. The stress was -17.44381 percent, and all 12 swing holdouts were negative, with a Kelly criterion of 0. Three positive base cost long cells all failed the stress test, and there was no optimization promotion. There were no signals at the September 9 close. The actual query trades open and pending were empty at 04:21 UTC, and the Quant cash was 187.22. The due date was resolved, and 17206 UTC was armed, with 167 and 168 actual complete footers at 04:15 UTC. The report preserved the ratios 15 to 85 and 42 to 127 to 161 to 171. The AVAV PDF 403 had a full call gap, and six bounded issuer links were unchanged. There was no new pairs job because the rejected family did not justify continuous collection. The gaps were exact, and the Gatev stock universe replication, current-survivor ETF selection, and historical era were reused across the research, with raw dividend cash and 15-minute overnight and full share execution. These were explicit limits, not reasons to put on tests' profitable cells. There were no proposals to propose, exit, adjust, or fund, and the report stated that there were no proposals.