Notes

The fund started with a notional value of 29 USD and a book value of 999.38. It had fees of 10 basis points and a stated slippage. The test period was in 2026, and the training period was before 2026. The next entry will be at the open. The performance metrics are as follows: a list of performance metrics for different scenarios, including training and test periods, with variables such as horizon, slippage, return percentage, drawdown percentage, win rate percentage, and the number of trades. The list includes eight scenarios with different combinations of these variables, with return percentages ranging from -0.279 to 1.432, and win rates ranging from 33.33 to 66.67 percent. The specific scenarios are: [{"era": "train", "horizon": 10, "slippage": 0.001, "return_pct": 0.4147120267549946, "drawdown_pct": 0.4905312867935496, "win_rate_pct": 50.0, "n": 8}, {"era": "test", "horizon": 10, "slippage": 0.001, "return_pct": -0.21039857843464668, "drawdown_pct": 0.6415799693741508, "win_rate_pct": 66.66666666666666, "n": 3}, {"era": "train", "horizon": 10, "slippage": 0.005, "return_pct": 0.22696457266159242, "drawdown_pct": 0.4905882189750521, "win_rate_pct": 50.0, "n": 8}, {"era": "test", "horizon": 10, "slippage": 0.005, "return_pct": -0.27933874623831983, "drawdown_pct": 0.6630711163751912, "win_rate_pct": 66.66666666666666, "n": 3}, {"era": "train", "horizon": 20, "slippage": 0.001, "return_pct": 1.4323842035289114, "drawdown_pct": 0.9309545045297796, "win_rate_pct": 37.5, "n": 8}, {"era": "test", "horizon": 20, "slippage": 0.001, "return_pct": 0.04021303445797942, "drawdown_pct": 0.6519125868321596, "win_rate_pct": 33.33333333333333, "n": 3}, {"era": "train", "horizon": 20, "slippage": 0.005, "return_pct": 1.2405619859649435, "drawdown_pct": 0.9768486098467255, "win_rate_pct": 37.5, "n": 8}, {"era": "test", "horizon": 20, "slippage": 0.005, "return_pct": -0.02973058324716574, "drawdown_pct": 0.6521517506618335, "win_rate_pct": 33.33333333333333, "n": 3}]. https://runway.adityaperswal.workers.dev/data/stock-bars

A news scan found the headline about a split-only event for TRMD R92102 preferred stock. The event had a fixed 20 session reaction with spacing, where the stock price was more than 20 times the mean and had a volume of more than $2 million, with no options profit or loss. The reactions were recorded on the following dates: April 18, 2022, with a move of 0.25828460038986356 and an index of 1044, May 25, 2022, with a move of -0.04748603351955305 and an index of 1071, July 26, 2022, with a move of 0.3247863247863245 and an index of 1112, September 14, 2022, with a move of -0.09247787610619462 and an index of 1147, October 17, 2022, with a move of 0.17686787674124083 and an index of 1170, February 14, 2023, with a move of -0.013055641902393611 and an index of 1252, May 14, 2024, with a move of -0.06802721088435382 and an index of 1565, July 22, 2024, with a move of -0.032022188603126445 and an index of 1611, January 28, 2026, with a move of 0.18956379942927026 and an index of 1992, February 26, 2026, with a move of -0.06819739547635362 and an index of 2012, and April 28, 2026, with a move of -0.06725054738817637 and an index of 2054. https://runway.adityaperswal.workers.dev/data/stock-bars

A news scan found the following data for TRMD: the symbol is TRMD, the number of items is 11, the median is 0.06819739547635362, and the 80th percentile is 0.18956379942927026. Technical indicators include a close price of 38.23, a 50-day Simple Moving Average, or SMA50, of 31.416700000000002, a 200-day Simple Moving Average, or SMA200, of 27.970475, an Average True Range, or ATR20, of 1.3284200000000004, and a Relative Strength Index, or RSI14, of 82.50289687137887. https://runway.adityaperswal.workers.dev/data/stock-bars

A news scan found the following data line: Full premium loss assumes all non-target outcomes are a full loss and ignores partial profits, distributional Kelly supersedes. The data includes two items: one of type P with a premium of 0.13, hurdle of 0.07717041800643083, P80pay of 0.5146525573357001, ratio of 3.958865825659232, signed positive of 5, signed target count of 2, assumed p of 0.25, target of 0.39, half Kelly full loss of 0.0, sim mean of 2.5046974919398926, sim loss percent of 50.178999999999995, and sim target percent of 24.912, and one of type C with a premium of 0.28, hurdle of 0.12540192926045013, P80pay of 0.7346525573356999, ratio of 2.623759133341785, signed positive of 3, signed target count of 0, assumed p of 0.0, target of 0.8400000000000001, half Kelly full loss of 0.0, sim mean of -10.07780924430179, sim loss percent of 62.443000000000005, and sim target percent of 0.0. https://runway.adityaperswal.workers.dev/data/stock-bars

A news scan found the following data line: 29 USD notional value per 999.38 book value, with 10 basis points fees and stated slippage, for a 2026 test and pre-2026 training period, with next open entry. The results are as follows: a list of trading performance metrics, where slippage refers to the difference between expected and actual trade prices. The list includes: [{"era": "train", "horizon": 10, "slippage": 0.001, "return_pct": -1.459752761870204, "drawdown_pct": 1.7396371180551262, "win_rate_pct": 0.0, "n": 5}, {"era": "test", "horizon": 10, "slippage": 0.001, "return_pct": -0.07420035754320282, "drawdown_pct": 0.43731304147940353, "win_rate_pct": 33.33333333333333, "n": 3}, {"era": "train", "horizon": 10, "slippage": 0.005, "return_pct": -1.570212246890424, "drawdown_pct": 1.8280837057431665, "win_rate_pct": 0.0, "n": 5}, {"era": "test", "horizon": 10, "slippage": 0.005, "return_pct": -0.14368586356866514, "drawdown_pct": 0.4707981653075177, "win_rate_pct": 33.33333333333333, "n": 3}, {"era": "train", "horizon": 20, "slippage": 0.001, "return_pct": -1.3076063988160027, "drawdown_pct": 1.616553488945116, "win_rate_pct": 40.0, "n": 5}, {"era": "test", "horizon": 20, "slippage": 0.001, "return_pct": -0.3319085615886717, "drawdown_pct": 0.792241089693213, "win_rate_pct": 33.33333333333333, "n": 3}, {"era": "train", "horizon": 20, "slippage": 0.005, "return_pct": -1.4186750784830875, "drawdown_pct": 1.705478670620586, "win_rate_pct": 40.0, "n": 5}, {"era": "test", "horizon": 20, "slippage": 0.005, "return_pct": -0.40036220293327107, "drawdown_pct": 0.8489116046917267, "win_rate_pct": 33.33333333333333, "n": 3}]. https://runway.adityaperswal.workers.dev/data/stock-bars

A news scan found a list of reactions to a split-only event for DSX R92102, which is a type of financial instrument. The reactions are based on a 20-session reaction with spacing, and only include days with high volume, more than 20 times the mean, and a value of more than $2 million, and do not include any options profit and loss, also known as PnL, which refers to the profit or loss made from buying and selling options. The reactions are as follows: on April 6, 2017, the move was -0.27083333333333337, with an index of 317, on February 9, 2021, the move was 0.06666666666666665, with an index of 1284, on May 3, 2021, the move was 0.19493670886075942, with an index of 1341, on June 11, 2021, the move was -0.20479704797047982, with an index of 1369, on September 13, 2021, the move was -0.0661016949152543, with an index of 1433, on January 15, 2026, the move was 0.1435406698564594, with an index of 2523, on February 20, 2026, the move was -0.10465116279069764, with an index of 2547, and on May 5, 2026, the move was -0.13602941176470595, with an index of 2598. https://runway.adityaperswal.workers.dev/data/stock-bars

A news scan found the following data for the symbol DSX: the number of observations is 8, the median is 0.13978504081058268, and the 80th percentile is 0.20085291232659166. Technical indicators include a close price of 3.11, a 50-day Simple Moving Average, which is a calculation of the average price over 50 days, of 2.5551999999999997, a 200-day Simple Moving Average of 2.3545999999999996, an Average True Range, which measures price volatility, over 20 days of 0.1042649999999999, and a Relative Strength Index, which measures the speed and change of price movements, over 14 days of 73.23943661971835. https://runway.adityaperswal.workers.dev/data/stock-bars

A news scan found the headline 'MG R92102 binary endpoint sizing diagnostic'. The diagnostic includes a list of items with the following details: the first item has a k value of 20, type P, premium of 0.12, hurdle of 0.041927710843373496, P80pay of 1.702272727272728, ratio of 14.185606060606068, signed_positive of 1, signed_target_count of 1, assumed_p of 0.16666666666666666, target of 0.36, halfKelly_full_loss of 0.0, sim_mean of -7.961719999999998, sim_loss_pct of 83.22699999999999, and sim_target_pct of 16.773. The second item has a k value of 22.5, type C, premium of 0.18, hurdle of 0.09301204819277108, P80pay of 0.702272727272728, ratio of 3.901515151515156, signed_positive of 2, signed_target_count of 2, assumed_p of 0.3333333333333333, target of 0.54, halfKelly_full_loss of 0.0, sim_mean of -1.9531999999999983, sim_loss_pct of 66.58, and sim_target_pct of 33.42. The third item has a k value of 20, type P, premium of 0.27, hurdle of 0.0491566265060241, P80pay of 1.702272727272728, ratio of 6.304713804713807, signed_positive of 1, signed_target_count of 1, assumed_p of 0.16666666666666666, target of 0.81, halfKelly_full_loss of 0.0, sim_mean of -15.413870000000005, sim_loss_pct of 83.22699999999999, and sim_target_pct of 16.773. https://runway.adityaperswal.workers.dev/data/stock-bars

The automated trading fund manager has a notional value of 29 USD and a book value of 999.38. The manager pays 10 basis point fees and experiences stated slippage. A test was run in 2026, using data from before 2026 for training, and the next entry will be made at the next open. The results of the test are as follows: the manager used a method called vectorbt to control the trades, which is a way to backtest and evaluate trading strategies. The results are: [{"era": "train", "horizon": 10, "slippage": 0.001, "return_pct": 0.09557745595240848, "drawdown_pct": 0.4630824909786613, "win_rate_pct": 33.33333333333333, "n": 3}, {"era": "test", "horizon": 10, "slippage": 0.001, "return_pct": 0.2866124837019349, "drawdown_pct": 0.3124332135346908, "win_rate_pct": 66.66666666666666, "n": 3}, {"era": "train", "horizon": 10, "slippage": 0.005, "return_pct": 0.025412158881919437, "drawdown_pct": 0.5124305626877268, "win_rate_pct": 33.33333333333333, "n": 3}, {"era": "test", "horizon": 10, "slippage": 0.005, "return_pct": 0.2156822816154323, "drawdown_pct": 0.3573330417536602, "win_rate_pct": 66.66666666666666, "n": 3}, {"era": "train", "horizon": 20, "slippage": 0.001, "return_pct": 0.1512935434228559, "drawdown_pct": 0.5538572218114379, "win_rate_pct": 33.33333333333333, "n": 3}, {"era": "test", "horizon": 20, "slippage": 0.001, "return_pct": 0.4958883340012773, "drawdown_pct": 0.30820857900222265, "win_rate_pct": 66.66666666666666, "n": 3}, {"era": "train", "horizon": 20, "slippage": 0.005, "return_pct": 0.08090515891504729, "drawdown_pct": 0.5961049291936638, "win_rate_pct": 33.33333333333333, "n": 3}, {"era": "test", "horizon": 20, "slippage": 0.005, "return_pct": 0.4241201905722352, "drawdown_pct": 0.3083187210051408, "win_rate_pct": 66.66666666666666, "n": 3}]. https://runway.adityaperswal.workers.dev/data/stock-bars

A news scan found the headline about MG R92102 preferred split-only event reactions. The reactions are based on a fixed 20 session reaction with spacing, considering a 252 high plus volume greater than 20 mean plus 2 million, and no options profit and loss. The reactions are as follows: on 2021-03-05 at 05:00:00Z, the move was 0.21604938271604923, with an index of 1301. On 2024-08-20 at 04:00:00Z, the move was -0.11818181818181817, with an index of 2171. On 2025-11-05 at 05:00:00Z, the move was 0.0016963528413911355, with an index of 2475. On 2026-01-05 at 05:00:00Z, the move was 0.0780669144981414, with an index of 2515. On 2026-02-26 at 05:00:00Z, the move was -0.025789813023855634, with an index of 2551. On 2026-04-09 at 04:00:00Z, the move was 0.11216617210682478, with an index of 2580. https://runway.adityaperswal.workers.dev/data/stock-bars

A news scan found the following data for the symbol MG: the number of items is 6, the median is 0.09511654330248309, and the 80th percentile is 0.11818181818181817. Technical indicators include a close price of 20.75, a 50-day Simple Moving Average, or SMA50, of 17.593400000000003, a 200-day Simple Moving Average, or SMA200, of 16.124950000000002, an Average True Range over 20 days, or ATR20, of 0.76122, and a 14-day Relative Strength Index, or RSI14, of 69.68641114982577. https://runway.adityaperswal.workers.dev/data/stock-bars

A news scan found the headline about TWST R92102. The contract is not executable on September 18, and the range is from October 16 to November 20. The contract details are as follows: the symbol is TWST261016C00150000, the ask price is 25.83, the bid price is 22.29, the strike price, or the price at which the option can be exercised, is 150.0, the hurdle, which is the minimum price the stock must reach, is 0.2564225402718726, the ratio, which is the comparison of the option price to the stock price, is 2.0920461645703217, the pay, which is the potential payout, is 54.037552430851406, and the contract is not affordable, with a quote time of September 18, 2026, at 19:59:54. https://runway.adityaperswal.workers.dev/data/option-chain/TWST

A news scan found the headline 'Sep18 indicative not executable; Oct16-Nov20 range' with the following details: The system provided a list of quotes for TWST contracts on September 18, 2026, including ask and bid prices, strike prices, and other metrics. A strike price is the price at which a contract can be exercised. The list includes: a contract with the symbol TWST261016C00180000, ask price of 10.52, bid price of 9.37, strike price of 180.0, hurdle of 0.14090664111623444, ratio of 2.284938443997282, pay of 24.037552430851406, and quote time of 2026-09-18T19:59:54.411331058Z; a contract with the symbol TWST261016C00165000, ask price of 17.26, bid price of 13.98, strike price of 165.0, hurdle of 0.11527636385412306, ratio of 2.2617353667932445, pay of 39.037552430851406, and quote time of 2026-09-18T19:59:59.386337972Z; a contract with the symbol TWST261016C00175000, ask price of 12.87, bid price of 10.03, strike price of 175.0, hurdle of 0.12503742739086166, ratio of 2.2562200800972345, pay of 29.037552430851406, and quote time of 2026-09-18T19:59:58.38487906Z; a contract with the symbol TWST261016P00170000, ask price of 17.81, bid price of 15.05, strike price of 170.0, hurdle of 0.12467812443858907, ratio of 2.2491607204296122, pay of 40.05755243085139, and quote time of 2026-09-18T19:59:56.712339891Z; a contract with the symbol TWST261016C00160000, ask price of 19.59, bid price of 16.68, strike price of 160.0, hurdle of 0.15917120785675792, ratio of 2.247960818318091, pay of 44.037552430851406, and quote time of 2026-09-18T19:59:55.362787113Z; a contract with the symbol TWST261016C00155000, ask price of 21.84, bid price of 19.39, strike price of 155.0, hurdle of 0.2025869812563627, ratio of 2.245309177236786, pay of 49.037552430851406, and quote time of 2026-09-18T19:59:56.810344128Z; a contract with the symbol TWST261016P00145000, ask price of 6.72, bid price of 4.43, strike price of 145.0, hurdle of 0.17192646266243491, ratio of 2.240707206971933, pay of 15.057552430851388, and quote time of 2026-09-18T19:59:58.38496919Z. All contracts were marked as not affordable. https://runway.adityaperswal.workers.dev/data/option-chain/TWST

The contract screen for TWST R92102 is not executable on September 18, and the range is from October 16 to November 20. A list of quotes was provided, including the following: a quote for TWST261016P00085000 with an ask price of 0.18 and a bid price of 0, a quote for TWST261016P00022500 with an ask price of 0.27 and a bid price of 0, a quote for TWST261016P00155000 with an ask price of 10.16 and a bid price of 8.35, a quote for TWST261016P00160000 with an ask price of 12.56 and a bid price of 10.77, a quote for TWST261016P00165000 with an ask price of 15.13 and a bid price of 12.23, a quote for TWST261016P00150000 with an ask price of 8.73 and a bid price of 5.25, and a quote for TWST261016C00170000 with an ask price of 14.84 and a bid price of 12.06. Each quote includes a symbol, ask and bid prices, strike price, hurdle, ratio, pay, affordability, and quote time. https://runway.adityaperswal.workers.dev/data/option-chain/TWST

A news scan found the headline 'TWST R92102 preliminary all-adjusted events'. The events started on September 18, 2016, and will end in 2026. They are adjusted for all factors, with a 20-session reaction and spacing, and a 252-high volume greater than the 20-mean plus $2 million. The Superseded MG/DSX was replaced by a split-only method. The following list of events includes the date, move, and index: September 18, 2016, is not included in this list, but the following dates are: May 6, 2020, with a move of -0.00967221923696937 and an index of 379, July 8, 2020, with a move of 0.21747893001099317 and an index of 422, September 29, 2020, with a move of 0.05812920421373269 and an index of 480, November 12, 2020, with a move of 0.3363207547169811 and an index of 512, December 22, 2020, with a move of 0.13550539043421295 and an index of 539, December 14, 2023, with a move of 0.0042710706150344 and an index of 1288, February 12, 2024, with a move of -0.1430682098005418 and an index of 1327, May 6, 2024, with a move of 0.05171255876427128 and an index of 1385, June 5, 2024, with a move of -0.08252886617452204 and an index of 1406, July 15, 2024, with a move of -0.2393588601959038 and an index of 1432, February 17, 2026, with a move of -0.10590015128593044 and an index of 1831, April 21, 2026, with a move of -0.20939147101102062 and an index of 1875, May 28, 2026, with a move of 0.4463276836158192 and an index of 1901, June 26, 2026, with a move of -0.13321314102564097 and an index of 1921, August 5, 2026, with a move of 0.13903138857490638 and an index of 1948. https://runway.adityaperswal.workers.dev/data/stock-bars

A preliminary sample summary for TWST, a stock symbol, shows a current price, or spot, of 166.99. The sample size, or number of data points, is 15. The median, which is the middle value, is 0.13550539043421295. The 80th percentile, or p80, which means 80 percent of the data is below this value, is 0.2218549160479753. There are 156 chains, which refers to a series of trades. The minimum ask, which is the lowest price someone is willing to sell for, is 0.18. https://runway.adityaperswal.workers.dev/data/stock-bars

A news scan found the headline about SMTC R92102 expanded quoted contract screen. The contract is not executable on September 18, and the price range is from October 16 to November 20. The contract details are as follows: the symbol is SMTC261016C00195000, the ask price is 14.46, the bid price is 11.34, the strike price, or k, is 195.0, the hurdle is 0.1322162162162162, the ratio is 2.09739586399583, and the pay is 30.328344193379706. The contract is not affordable, and the quote time is September 18, 2026, at 19:59:59. https://runway.adityaperswal.workers.dev/data/option-chain/SMTC

A news scan found the headline 'Sep18indicative not executable; Oct16-Nov20 range' and the following contract screen data for SMTC: the contract screen shows data for the following options: SMTC261016P00160000 with an ask price of 6.77 and a bid price of 5.02, SMTC261016C00180000 with an ask price of 20.4 and a bid price of 18.12, SMTC261016C00185000 with an ask price of 18.19 and a bid price of 15.5, SMTC261016C00190000 with an ask price of 16.4 and a bid price of 13.79, SMTC261016P00185000 with an ask price of 19.06 and a bid price of 15.27, SMTC261016C00200000 with an ask price of 12.05 and a bid price of 10.38, and SMTC261016C00175000 with an ask price of 23.95 and a bid price of 20.36, all with a quote time of September 18, 2026, and all marked as not affordable. https://runway.adityaperswal.workers.dev/data/option-chain/SMTC

The contract screen for SMTC R92102 is not executable on September 18, and the range is from October 16 to November 20. A list of quotes was provided, including the following: a quote for SMTC261016P00095000 with an ask price of 0.17 and a bid price of 0, a quote for SMTC261016P00055000 with an ask price of 0.23 and a bid price of 0, a quote for SMTC261016P00180000 with an ask price of 13.86 and a bid price of 13.78, a quote for SMTC261016P00175000 with an ask price of 12.45 and a bid price of 10.26, a quote for SMTC261016P00170000 with an ask price of 10.53 and a bid price of 8.119, a quote for SMTC261016P00165000 with an ask price of 8.73 and a bid price of 6.29, and a quote for SMTC261016P00190000 with an ask price of 19.78 and a bid price of 18.15. The quotes included the symbol, ask and bid prices, strike price, hurdle, ratio, pay, affordability, and quote time. https://runway.adityaperswal.workers.dev/data/option-chain/SMTC

A news scan found the headline 'SMTC R92102 preliminary all-adjusted events'. On September 18, 2016, to 2026, there were adjusted events, which is a term that means events that have been modified to account for various factors. These events had a 20-session reaction and spacing, with a 252-high volume greater than the 20-mean plus $2 million. This superseded, or replaced, the previous MG/DSX by split-only, which refers to a method of adjusting data. The following list of events occurred: a move of -0.05104712041884829 on May 31, 2017, with an index of 354; a move of -0.03084832904884305 on July 19, 2017, with an index of 388; a move of -0.014018691588784882 on April 10, 2018, with an index of 570; a move of 0.07641196013289053 on May 25, 2018, with an index of 603; a move of -0.021987686895338587 on August 30, 2018, with an index of 670; a move of -0.09014224280516048 on August 10, 2020, with an index of 1158; a move of 0.10575738916256161 on November 9, 2020, with an index of 1222; a move of -0.026754225951599153 on January 21, 2021, with an index of 1271; a move of 0.012335428774759682 on October 28, 2021, with an index of 1466; a move of 0.19567979669631508 on April 3, 2024, with an index of 2075; a move of 0.3072360616844605 on November 7, 2024, with an index of 2227; a move of -0.49344917942352784 on January 15, 2025, with an index of 2272; a move of 0.027461257976298947 on February 2, 2026, with an index of 2534; a move of 0.3779773525966419 on April 16, 2026, with an index of 2585; and a move of 0.041459369817578695 on May 22, 2026, with an index of 2611. https://runway.adityaperswal.workers.dev/data/stock-bars

A news scan found the headline 'SMTC R92102 expanded preliminary sample summary'. The symbol is SMTC, with a spot price of 185.0. The sample size is 15, the median is 0.05104712041884829, and the 80th percentile, also known as p80, which is the value below which 80 percent of the data falls, is 0.21799104969394428. There are 144 chains, which refers to a series of transactions. The minimum ask, which is the lowest price a seller is willing to accept, is 0.17. https://runway.adityaperswal.workers.dev/data/stock-bars

A news scan found the headline 'VNCE R92102 preliminary all-adjusted events'. On September 18, 2016, to 2026, there was an adjustment of all events, considering the reaction over 20 sessions with a high volume greater than 20 times the mean plus $2 million. This superseded MG/DSX by split-only. The following list of events was found: a list of dates and moves, where'move' refers to a change in price or value. The list includes the following events: on June 14, 2018, the move was 0.35467625899280564 at index 616, on July 17, 2018, the move was 0.13504356243949656 at index 638, on August 14, 2018, the move was -0.22601279317697232 at index 658, on October 21, 2019, the move was -0.07878521126760563 at index 956, on December 12, 2019, the move was -0.3767068273092369 at index 993, on December 20, 2024, the move was -0.1908713692946059 at index 2257, on April 24, 2026, the move was -0.12291666666666667 at index 2591, and on June 16, 2026, the move was -0.08201438848920872 at index 2627. https://runway.adityaperswal.workers.dev/data/stock-bars