Notes

A fund for crypto research made observations on September 11, 2026, at 04:01:01.750323 UTC. The data came from two sources: https://runway.adityaperswal.workers.dev/data/crypto-snapshots and https://blockstream.info/liquid/api/blocks. The fund looked at several cryptocurrencies, including Bitcoin, Ethereum, and others. For each one, it checked the current buy and sell prices, how old the data was, and if the data was valid. It also checked the depth of the market in US dollars and a hurdle percentage, which is a measure of how hard it is to buy or sell. The cryptocurrencies and their data were: BTC with a buy price of 76875.7 and a sell price of 76898.9, ETH with a buy price of 2445.25 and a sell price of 2446.2, SOL with a buy price of 99.242 and a sell price of 99.3453, USDC with a buy price of 0.9995 and a sell price of 1, USDG with a buy price of 0.99999 and a sell price of 1.00001, XRP with a buy price of 1.34016 and a sell price of 1.3457, UNI with a buy price of 6.0057 and a sell price of 6.01544, LTC with a buy price of 52.945 and a sell price of 53.2483, HYPE with a buy price of 78.5223 and a sell price of 78.896, and LINK with a buy price of 11.483 and a sell price of 11.504. The fund got fresh quotes for 8 out of 10 of the cryptocurrencies. It also looked at the recipient and reserve balances of Bitcoin, which were 598.50048115 and 3601.47203772, respectively. The fund checked the recent page, which was page 56, and the tip, which was 4052173. There was an error with a connection timeout. The operator made some notes and the operator hash was 1fa338f6b403063d815b51327749e5cafdd00164b7e7f0e4f2a7f8568410238b. The operator mentioned an incident affecting the Liquid Network and the movement of funds. The fund did not make any sales or recovery and did not attempt to sell any balances.

A news scan found the headline 'job: Crypto quotes and Liquid through 04UTC; replaces 197 (exit 0)'. The fund is for crypto research only and was observed on 2026-09-11T03:31:02.038895+00:00. The source of the data is https://runway.adityaperswal.workers.dev/data/crypto-snapshots and https://blockstream.info/liquid/api/blocks. The data includes the following crypto quotes: BTC with a bid of 76771.15 and an ask of 76789.4, ETH with a bid of 2442.25 and an ask of 2442.7, SOL with a bid of 99.1493 and an ask of 99.24, USDC with a bid of 0.9995 and an ask of 1, USDG with a bid of 0.99999 and an ask of 1.00001, XRP with a bid of 1.33753 and an ask of 1.342, UNI with a bid of 5.9668 and an ask of 5.97871, LTC with a bid of 52.7 and an ask of 53.025, HYPE with a bid of 78.424 and an ask of 78.775, and LINK with a bid of 11.46 and an ask of 11.4836. The age of the quotes ranges from 42 to 85140, and the depth in USD ranges from 76.3 to 9999900.0. The hurdle percentage ranges from 0.504 to 1.122. There are 8 fresh quotes out of 10. The recipient BTC is 598.50048115 and the reserve BTC is 3601.47203772. The recent page is 56 and the tip is 4052143 with an age of 52 seconds. There was an error with a ConnectTimeout. The operator notes include a comment about a recent incident affecting the Liquid Network and the movement of funds, and the operator hash is 1fa338f6b403063d815b51327749e5cafdd00164b7e7f0e4f2a7f8568410238b. The fund has 0 eligible panels and 7 attempted panels, with balances but no sales or recovery.

A crypto research fund observed data on September 11, 2026, at 03:30:19 UTC. The fund used data from OKX, a cryptocurrency exchange, with a time offset of 0.1145 seconds and an uncertainty of 0.105 seconds. The fund looked at funding rates and open interest for several cryptocurrencies. For Bitcoin, the funding rate was 1.0 basis point and the settled rate was 0.876 basis point, with an open interest of 29,638.541 coins. For Ethereum, the funding rate was 0.3875 basis point and the settled rate was 0.3053 basis point, with an open interest of 590,409.165 coins. For Solana, the funding rate was 0.378 basis point and the settled rate was -0.0697 basis point, with an open interest of 2,725,403.03 coins. The fund also used data from Circle, which showed that on September 7, 2026, the total balance was 74.28, with 8.8 issued and 7.86 redeemed in the last 7 days, and 36.59 issued and 34.37 redeemed in the last 30 days. Additionally, the fund looked at data from USDC and Llama, which showed the circulating supply of USDC on Ethereum, Solana, and Hyperliquid L1. The fund decided not to buy, with an eligibility of 0.

A fund for crypto research was observed on 2026-09-11T03:15:25.608821+00:00. The data came from two sources: https://runway.adityaperswal.workers.dev/data/crypto-snapshots and https://blockstream.info/liquid/api/blocks, which is a blockchain, a type of digital ledger. The fund looked at the following cryptocurrencies: BTC, ETH, SOL, USDC, USDG, XRP, UNI, LTC, HYPE, and LINK. For each one, it noted the current buy and sell prices, how old the prices were, if the data was okay, the depth of the market in US dollars, and a hurdle percentage, which is a measure of how hard it is to buy or sell. The details were: BTC buy 76829.6, sell 76851.9, 9 seconds old, okay, depth 77.2/76.6, hurdle 0.531; ETH buy 2446.33, sell 2447.132, 90 seconds old, okay, depth 82.2/81.0, hurdle 0.535; SOL buy 99.246, sell 99.3, 14 seconds old, okay, depth 93.6/93.7, hurdle 0.557; USDC buy 0.9995, sell 1, 8093 seconds old, not okay, depth 9995000.0/45999.0, hurdle 0.552; USDG buy 0.99999, sell 1.00001, 84203 seconds old, not okay, depth 9999900.0/10000100.0, hurdle 0.504; XRP buy 1.33932, sell 1.345, 48 seconds old, okay, depth 5624.2/5628.6, hurdle 0.928; UNI buy 5.989, sell 5.99988, 13 seconds old, okay, depth 4210.3/4210.5, hurdle 0.684; LTC buy 52.64, sell 52.954, 50 seconds old, okay, depth 3540.6/3571.2, hurdle 1.101; HYPE buy 78.53, sell 78.9, 14 seconds old, okay, depth 60932.3/60634.7, hurdle 0.975; LINK buy 11.479, sell 11.5068, 13 seconds old, okay, depth 13293.6/13277.7, hurdle 0.745. The fund got 8 out of 10 fresh quotes. It noted the recipient of a BTC transaction had 598.50048115, and the reserve had 3601.47203772. The recent page was 56, and it was not a full history. The tip, which is the most recent block in the blockchain, was 4052128, 16 seconds old. There were 2 operator notes, and the operator hash was 1fa338f6b403063d815b51327749e5cafdd00164b7e7f0e4f2a7f8568410238b. The notes mentioned an incident on the Liquid Network, which is a sidechain, a separate blockchain connected to the main blockchain, and the movement of funds by Blockstream, a blockchain company. The fund tried to access 7 panels and was not eligible for any of them, and it did not make any sales or recovery.

A research-only report shows data for 36 pairs of currencies. The data comes from a website called https://runway.adityaperswal.workers.dev/data/crypto-bars and covers 7 complete days. The report includes stablecoins, which are a type of currency that tries to keep its value steady. Here are the results for some of the pairs: USDC had a volume of $9,303,020 over 7 days, with a closing price of 0.99975; USDG had a volume of $1,899,981 over 3 days, with a closing price of 1; BTC had a volume of $731,125 over 7 days, with a closing price of 76,535.875; ETH had a volume of $442,301 over 7 days, with a closing price of 2,436.8075; XRP had a volume of $206,385 over 7 days, with a closing price of 1.3341635; LTC had a volume of $203,848 over 7 days, with a closing price of 52.1099; SOL had a volume of $193,723 over 7 days, with a closing price of 98.6025; LINK had a volume of $158,346 over 7 days, with a closing price of 11.442; HYPE had a volume of $152,543 over 7 days, with a closing price of 78.59555; UNI had a volume of $116,410 over 7 days, with a closing price of 5.950935. None of the pairs had a signal, which is a sign that a trade should be made, and none had a last day with zero volume.

A fund for crypto research was observed on 2026-09-11T02:46:04.687478+00:00. The data came from two sources: https://runway.adityaperswal.workers.dev/data/crypto-snapshots and https://blockstream.info/liquid/api/blocks. The fund looked at the following cryptocurrencies: BTC, ETH, SOL, USDC, USDG, XRP, UNI, LTC, HYPE, and LINK. For each cryptocurrency, the fund checked the current buy and sell prices, the age of the data in seconds, whether the data was okay, the depth of the market in US dollars, and a hurdle percentage, which is a measure of how hard it is to buy or sell. The results were: BTC buy/sell=76836/76853.26 age=62 ok=1 depthUSD=77.5/76.5 hurdle%=0.524, ETH buy/sell=2447.15/2447.65 age=136 ok=1 depthUSD=81.1/82.0 hurdle%=0.522, SOL buy/sell=99.158/99.2525 age=141 ok=1 depthUSD=94.0/95.0 hurdle%=0.598, USDC buy/sell=0.9995/1 age=6332 ok=0 depthUSD=9995000.0/45999.0 hurdle%=0.552, USDG buy/sell=0.99999/1.00001 age=82443 ok=0 depthUSD=9999900.0/10000100.0 hurdle%=0.504, XRP buy/sell=1.339/1.344 age=83 ok=1 depthUSD=5549.5/5550.0 hurdle%=0.877, UNI buy/sell=5.97956/5.99347 age=79 ok=1 depthUSD=4219.2/4262.7 hurdle%=0.736, LTC buy/sell=52.63/52.92 age=101 ok=1 depthUSD=3567.5/3585.9 hurdle%=1.056, HYPE buy/sell=78.3065/78.6704 age=139 ok=1 depthUSD=60287.4/61185.1 hurdle%=0.969, and LINK buy/sell=11.458/11.48 age=153 ok=1 depthUSD=13384.4/13400.2 hurdle%=0.695. The fund received 8 out of 10 fresh quotes. The recipient's BTC balance was 598.50048115 and the reserve BTC balance was 3601.47203772. There was an error connecting to a server, which is called a ConnectTimeout. The operator noted that there was an incident affecting the Liquid Network and the movement of funds, and Blockstream is involved.

A news scan found the text describing the final handoff and reproducible study of an automated trading fund. The study completed 23 minutes of its 44-minute allowance and finished validation before the 02:25 subthread cutoff. The core analyses involved 2468 BTC, 2469 ETH, and 2470 SOL. The study used a simple risk management strategy, with an entry high of 20 days and an exit low of 10 days, and a net target return based on a formula that includes a risk parameter, where risk is a measure of potential loss. The study also used a trailing stop loss, which is a strategy that adjusts the stop loss price as the price of the asset moves. The daily and hourly signals were based on the next actual open, with a 15-minute check that uses the hourly event once. The study used a vector backtest, which is a type of backtest that uses a vectorized approach to simulate trading strategies, with a long-only buy fee of 0.0025 and a sell fee of 0.0025. The study was trained on data from 2024-25 and reused holdout data from 2026, with no optimization. The main 15-minute returns were -2.47243, 22.17185, and -9.58405 percent, and the stress returns were -3.82831, 20.71455, and -10.84106 percent. The study also calculated the Kelly matrix risk units, which is a measure of risk that is not based on wealth, and the cash-only empirical log-growth, which is a measure of growth that is based on cash only. The study found that the ETH 117.93 full and 29.4825 quarter hypothetical returns were reconciled to a tolerance of 1e-10. The study also rejected 36 pairs with no entry, 13209 US names, and 165 keyword matches, and limited non-US inventory to JPY, EUR, and 3350.T/BTCE.DE. The study found that the IBIT Sep 10 shares were 1387360000 vs 1387800000, which is a difference of -440000, or -19.2148 million NAV equivalent. The study also found that the liquidation at 02:01 had two endpoints, 4052054 and 4052068, with a second timeout at 02:16, and that the balances were unchanged, with no authenticated recovery. The sources of the observations and analyses were verified, and the next actual numeric END was verified at 02:30/03:15, with a cutoff at 04:01. The study preserved 201/202 actual numeric data and 14/25 and 181 CPI/104 Arc/152 GME data. The remaining gaps in the study include the untouched forward window, daily/hourly robustness, executable historical quotes, exact off-run trailing policy, full foreign inventory, and authenticated Liquid repayment. The study did not propose any orders or funds.

The formula thematrixfieldhalf_kelly = 0.5 * (p - (1 - p) * avgLoss / avgWin) is a binary average-payoff risk-unit score, not directly a fraction of bankroll allocated to an asset with fractional returns, which is a measure of the proportion of a portfolio invested in a particular asset. Preserve the figures but do not label them as a wealth notionalfraction, which refers to a theoretical fraction of wealth allocated to an asset. For notional calibration, compute the empirical mean log(1 + f * r) on a 0 <= f <= 1 cash-only grid from base 15-minute holdout returns, then take half of that cash-constrained Kelly fraction times 235.86 fund book, cap 212.7475 account 25%. Quarter probe one quarter of that full amount. A negative or unsupported expected edge or absent signal still forces an actual 0. This corrects the interpretation of previous risk unit scores without changing backtest returns.

The main cells, numbered 23955 to 23996, include a 10 to 20 basis points slippage, but the net 3R target is recomputed at its assumed cost. The 20 basis points rows are cost-aware policy variants, which means they are not the same as the execution stress with the same target. The neighboring cells, numbered 23997 to 24008, have a fixed 10 basis points with no selection. The final stress check now holds the entry target at a 10 basis points slip formula while executing a 20 basis points slip. This applies to 18 cells, which are trained and reused daily, hourly, and every 15 minutes. Other parameters remain unchanged. A tag called frozen_target prevents the file from being overwritten. This check is to see how price friction affects the results without rewarding adverse costs with a larger target. The original rows are retained and relabeled by this note, and no orders are placed. A basis point is a unit of measurement, equal to one hundredth of a percent, used to express the yield of a bond or the difference in yield between two bonds.

A news scan found the report that jobs 201 and 202 were delivered. Job 201 was scheduled for 02:15:16 and the output was observed at 02:16:30, with 8 out of 10 fresh quotes. The prices were BTC 76900.95/76919.695, ETH 2451.93/2452.7, and SOL 99.219/99.3156. There was a tip with an age of 81 seconds, and a second explorer had a ConnectTimeout, with balances unchanged. Job 202 was observed at 02:15:32, with a clock offset of 0.0446 seconds and an uncertainty of 0.0962 seconds. The coin open interest was 29527.178/591185.384/2723946.26, with a forecast funding of 0.9914/0.2595/0.1576 basis points, and settled unchanged, with Circle Sep 7 unchanged. The last outputs were verified at 02:18. There are 2017 runs left at 02:30 and 2021 left at 03:15, with a cutoff at 04:01. There was a prior quote arrival gap of 30.59285 minutes from 00:15:26.824 to 00:46:02.395. The old job 197 last ran at 01:45, and the next job at 02:00 had no receipt before it was canceled. One fresh receipt is not proof of cadence. The second explorer access was intermittently restored at 02:01, but not persistently fixed. The source URLs are inside jobs 201 and 202, and research is only eligible for 0.

A fund for crypto research made observations on September 11, 2026, at 02:16:30.529136 UTC. The data came from two sources: https://runway.adityaperswal.workers.dev/data/crypto-snapshots and https://blockstream.info/liquid/api/blocks. The fund looked at the following cryptocurrencies: BTC, ETH, SOL, USDC, USDG, XRP, UNI, LTC, HYPE, and LINK. For each cryptocurrency, the fund noted the bid and ask prices, the age of the data in seconds, whether the data was okay, the depth in US dollars, and a hurdle percentage. The bid and ask prices for each cryptocurrency were as follows: BTC was 76900.95 and 76919.695, ETH was 2451.93 and 2452.7, SOL was 99.219 and 99.3156, USDC was 0.9995 and 1, USDG was 0.99999 and 1.00001, XRP was 1.3412 and 1.3464, UNI was 6 and 6.012, LTC was 52.64 and 52.931, HYPE was 78.89 and 79.269, and LINK was 11.48 and 11.509. The age of the data in seconds was: 49 for BTC, 81 for ETH, 56 for SOL, 4558 for USDC, 80668 for USDG, 75 for XRP, 81 for UNI, 62 for LTC, 64 for HYPE, and 62 for LINK. The hurdle percentage was: 0.526 for BTC, 0.533 for ETH, 0.600 for SOL, 0.552 for USDC, 0.504 for USDG, 0.892 for XRP, 0.703 for UNI, 1.057 for LTC, 0.985 for HYPE, and 0.756 for LINK. The fund received 8 out of 10 fresh quotes. The recipient's BTC balance was 598.50048115 and the reserve BTC balance was 3601.47203772. There was a recent page with 56 entries and the tip was at block 4052068, which was 81 seconds old. The operator noted an error with a ConnectTimeout and made 2 operator notes with a hash of 1fa338f6b403063d815b51327749e5cafdd00164b7e7f0e4f2a7f8568410238b. The operator also mentioned that Blockstream, a company, was affected by a recent incident on the Liquid Network. The fund attempted to access 7 out of 7 panels and found 0 eligible, but did not make any sales or recovery.

Before looking at the results of neighboring tests, the rule to keep a 20-day lookback period will be retained. The test will examine 10 and 30 day high neighbors using the same 10 day low exit, 2 ATR risk, a net 3R target, and a +2R full breakeven with a 2 ATR trail, along with a 20 day timeout, hourly signals and 15 minute actual opens, and fees of 25 basis points with a 10 basis point slip. The training data will be from 2024 to 2025, and the holdout data will be reused from 2026. The neighboring tests are for diagnostic purposes only, and will not be used to choose a winning lookback period, as the current 20 day signal is needed regardless. The main matrix of daily, hourly, and 15 minute data, as well as stress tests, remains the primary focus. All trade files will carry a look tag to prevent overwriting.

A fund for crypto research was observed on 2026-09-11T02:15:32.477223+00:00. The source of this information is https://www.okx.com/api/v5/public/time with an offset of 0.0446 seconds and an uncertainty of 0.0962 seconds. Another source, https://www.okx.com/api/v5/public/funding-rate and https://www.okx.com/api/v5/public/open-interest, provided the following data: for Bitcoin, the funding rate was 0.9914 and the settled rate was 0.876, with an open interest of 29527.178 coins. For Ethereum, the funding rate was 0.2595 and the settled rate was 0.3053, with an open interest of 591185.384 coins. For Solana, the funding rate was 0.1576 and the settled rate was -0.0697, with an open interest of 2723946.26 coins. A news scan found the source https://www.circle.com/transparency with data from September 07, 2026, showing the following values: 74.28 for circulation, 8.8 for issue 7 days, 7.86 for redeem 7 days, 36.59 for issue 30 days, 34.37 for redeem 30 days, 333.52 for issue 365 days, and 331.64 for redeem 365 days. Another source, https://www.usdc.com/, had unparsed data. A stablecoin source, https://stablecoins.llama.fi/stablecoin/2, showed a circulating value of 74212069483.12572 and values for Ethereum, Solana, and Hyperliquid L1. The fund is not buying and is not eligible, with a value of 0.

A validation review at 02:15 found an issue with the pandas DatetimeIndex, which is a way to handle dates and times in data, and its microsecond resolution, meaning it measures time in very small units. The problem was that the labels for gaps in the data, measured in nanoseconds, which are very small units of time, were 1000 times wrong. Also, the names of some trade files, which were recorded every 60 and 15 minutes, were conflicting. This was fixed by explicitly setting the unit of time to nanoseconds and rerunning all files. The financial math used for the portfolio was not affected by the bug in the labels. Additionally, the system was changed to only allow entry into a trade once per completed hourly signal event, even if a position is already being held, to prevent reentry within one hour after exiting a trade. No initial results were accepted; a complete and corrected matrix is pending. Neither of these fixes involved changing the selection of parameters. The active backtest, which is a test of the system using historical data, has a time allowance of 15 minutes and started at approximately 02:10, with a cutoff at 02:25. If the backtest is not complete, it will be given a name, and any gaps in the data will be filled without making a trade. The daily, hourly, and 15-minute source history has been downloaded and deduplicated, meaning any duplicate data has been removed, and no extra tuning of the system's performance, known as alpha tuning, was done.

A news scan found the headline 'C91102 collector audit: complete payloads but irregular actual arrivals'. A query of notes about actual quote outputs found the following times: 00:15:26.824, 00:46:02.395, 01:00:34.352, 01:16:09.662, and 01:45:22.843 UTC. The maximum gap between arrivals was 30.59285 minutes, which is not the expected 15 minutes. The source of this information is an internal query from the research fund for cryptocurrency, specifically job 197, which last reported at 01:45 and was expected to report again at 02:00 but was overdue as of 02:01. There was no verified receipt at 02:00. Job 198 was stopped after 01:15. Job 197 was replaced after the cutoff with a 15-minute, 8-run quotes collector, and job 198 was replaced with an hourly, 2-run funding and supply collector through 04:01 UTC. The scripts were tested locally at 02:01 with a numeric end, but pending remote acceptance is not considered a receipt. Daily jobs were preserved, with 14 out of 25 jobs completed, but scheduled snapshots cannot prove 15-minute stop fills. There was no order automation.

A source returns only 183-200 hourly bars per page, despite a limit of 10000. The first concurrency of 9 hit a 429 error; a fallback of 20 pages was insufficient for a year. To fix this, 2 workers were restarted with a 0.7 second delay per page, and a retry backoff of 15/30/45/60/75 seconds, with a maximum of 250 pages. The system never accepts partial history as complete. The validation specification checks for the same entry, 20 day high, and 10 day low, and uses a current net 3R target that solves the equation T/E = (1 + 3 * [1 - (1 - 2ATR/E) * k]) / k, where k = (1 - slip) / (1 + slip) * 0.9975^2, which is a risk management formula. At a +2R price move, the system uses a full position breakeven plus 2 ATR absolute trailing from observed closes, with a fixed net 3R target retained. The system does not model target extension past 3R and does not accept partial positions. Execution occurs at the next actual open after the prior completed close, without inventing prices. The system uses separate daily and hourly proxies, and hourly signal 15 minute checks, with a 15 minute fixed stop control that isolates the trail. This is a diagnostic policy, not proof of live quote stop fill or continuously running discretionary +2R updates. The system will freeze training from 2024-25 and reuse the 2026 holdout, with no parameter selection, and saved trades must match the credit-fee vectorbtwealth.

A news scan found the text of a question tree for a trading system. The system had a prior issue where positive tests for Bitcoin and Ethereum may fail when executed. The monthly shortfall was excluded from the analysis. The question tree has four main parts. The first part asks what can overturn cash. This includes questions about whether a 20-day breakout can survive 15-minute checks with a 2ATR risk and a net3R target, which refers to a type of risk management strategy. The second part asks what changed, including questions about liquid incidents and funding. The third part asks about the wider universe, including questions about volume eligibility and structural liquidity. The fourth part asks about execution, including questions about friction and continuity. The resolution was completed using daily and hourly bars without interpolation. The system uses a 20-day breakout, 2ATR14 risk, and a 20-day timeout. It also uses a diagnostic variant with a net3R target and a 2ATR absolute trailing stop. The system started with 235.86 cash and had a 44-minute allowance, including a 5-minute finish.

A fund for crypto research was observed on 2026-09-11T01:45:22.361979+00:00. The data came from two sources: https://runway.adityaperswal.workers.dev/data/crypto-snapshots and https://blockstream.info/liquid/api/blocks. The fund looked at the following cryptocurrencies: BTC, ETH, SOL, USDC, USDG, XRP, UNI, LTC, HYPE, and LINK. For each cryptocurrency, the fund checked the bid and ask prices, the age of the data, whether the data was okay, the depth in US dollars, and a hurdle percentage. The hurdle percentage is a measure of how much the price of a cryptocurrency can change before a trade is made. The results were: BTC bid/ask=76832.3/76854.903 age=4 ok=1 depthUSD=77.4/76.7 hurdle%=0.531, ETH bid/ask=2450.554/2451.6 age=23 ok=1 depthUSD=82.3/81.9 hurdle%=0.545, SOL bid/ask=98.99/99.0525 age=4 ok=1 depthUSD=94.9/94.1 hurdle%=0.565, USDC bid/ask=0.9995/1 age=2690 ok=0 depthUSD=9995000.0/45999.0 hurdle%=0.552, USDG bid/ask=0.99999/1.00001 age=78800 ok=0 depthUSD=9999900.0/10000100.0 hurdle%=0.504, XRP bid/ask=1.3395/1.3443 age=24 ok=1 depthUSD=5588.6/5628.2 hurdle%=0.862, UNI bid/ask=5.974/5.9855 age=7 ok=1 depthUSD=4196.2/4227.8 hurdle%=0.695, LTC bid/ask=52.561/52.886 age=31 ok=1 depthUSD=3563.6/3595.7 hurdle%=0.951, HYPE bid/ask=78.7888/79.141 age=4 ok=1 depthUSD=60713.4/60870.8 hurdle%=0.951, and LINK bid/ask=11.436/11.463 age=23 ok=1 depthUSD=13183.4/13371.6 hurdle%=0.739. The fund received 8 out of 10 fresh quotes. The recipient had 598.50048115 BTC and the reserve had 3601.47203772 BTC. The recent page was 55 and was not fully controlled. The tip was 4052038 and was 12 seconds old. There were 2 operator notes and the operator hash was 1fa338f6b403063d815b51327749e5cafdd00164b7e7f0e4f2a7f8568410238b. The notes mentioned that Blockstream, a company, was affected by a recent incident on the Liquid Network, which is a sidechain, a type of blockchain. The fund attempted 7 panels and none were eligible. The fund did not make any sales or recovery.

A fund for crypto research was observed on 2026-09-11T01:16:08.969904+00:00. The data source is https://runway.adityaperswal.workers.dev/data/crypto-snapshots and https://blockstream.info/liquid/api/blocks. The fund had the following quotes: BTC had a bid of 76812.492 and an ask of 76836.19, with an age of 46, and was considered okay with a depth of 76.3/76.9 and a hurdle percentage of 0.533. ETH had a bid of 2454.5 and an ask of 2455.31, with an age of 55, and was considered okay with a depth of 81.8/81.1 and a hurdle percentage of 0.535. SOL had a bid of 99.1926 and an ask of 99.3, with an age of 51, and was considered okay with a depth of 93.7/95.1 and a hurdle percentage of 0.611. USDC had a bid of 0.9995 and an ask of 1, with an age of 937, and was not considered okay with a depth of 9995000.0/45999.0 and a hurdle percentage of 0.552. USDG had a bid of 0.99999 and an ask of 1.00001, with an age of 77047, and was not considered okay with a depth of 9999900.0/10000100.0 and a hurdle percentage of 0.504. XRP had a bid of 1.3396 and an ask of 1.34497, with an age of 50, and was considered okay with a depth of 5548.8/5584.6 and a hurdle percentage of 0.905. UNI had a bid of 6.016 and an ask of 6.02824, with an age of 51, and was considered okay with a depth of 4279.8/4291.5 and a hurdle percentage of 0.706. LTC had a bid of 52.596 and an ask of 52.929, with an age of 50, and was considered okay with a depth of 3544.5/3584.9 and a hurdle percentage of 1.138. HYPE had a bid of 79.05 and an ask of 79.4333, with an age of 44, and was considered okay with a depth of 60923.8/60743.2 and a hurdle percentage of 0.989. LINK had a bid of 11.4737 and an ask of 11.5, with an age of 50, and was considered okay with a depth of 13373.0/39860.6 and a hurdle percentage of 0.732. There were 8 fresh quotes out of 10. The recipient BTC was 598.50048115, with a mempool net of 0.00013672 and a transaction number of 296. The reserve BTC was 3601.47203772, with a mempool net of 3.384e-05 and a transaction number of 590. The recent page was 53, controlled 0, and not full history was 1. The tip was 4052008, with an age in seconds of 59 and a time of 1789089310. There was a ConnectTimeout error. The operator notes were 2, and the operator hash was 1fa338f6b403063d815b51327749e5cafdd00164b7e7f0e4f2a7f8568410238b. The claim was Following the recent incident affecting the Liquid Network and the movement of funds, Blockstream. The fund had 7 out of 7 panels attempted, with 0 eligible, and the balances were not sales or recovery.

A fund for crypto research was observed on 2026-09-11T01:15:21.494982+00:00. The source of the data is https://www.okx.com/api/v5/public/time with an offset of 0.113 seconds and an uncertainty of 0.162 seconds. Another source is https://www.okx.com/api/v5/public/funding-rate and https://www.okx.com/api/v5/public/open-interest. The data includes information on Bitcoin, Ethereum, and Solana. For Bitcoin, the funding rate is 0.9257 basis points and the settled rate is 0.876 basis points, with an open interest of 29243.213 coins. For Ethereum, the funding rate is 0.2306 basis points and the settled rate is 0.3053 basis points, with an open interest of 588019.819 coins. For Solana, the funding rate is 0.1416 basis points and the settled rate is -0.0697 basis points, with an open interest of 2722389.33 coins. A news scan found the source https://www.circle.com/transparency with data on issuance and redemption, including 74.28 billion in circulation, 8.8 billion issued in the last 7 days, and 7.86 billion redeemed in the last 7 days. Another source is https://www.usdc.com/ but the data is unparsed. The source https://stablecoins.llama.fi/stablecoin/2 provides data on the circulating supply of a stablecoin, including 74,212,069,483.13 units on Ethereum, 6,987,674,198.11 units on Solana, and 6,839,110,360.24 units on Hyperliquid L1. The fund is not buying and is not eligible, with a status of 0.

A fund for crypto research was observed on 2026-09-11T01:00:33.493546+00:00. The data came from two sources: https://runway.adityaperswal.workers.dev/data/crypto-snapshots and https://blockstream.info/liquid/api/blocks. The fund looked at several cryptocurrencies, including Bitcoin, or BTC, which had a buy price of 76853.498 and a sell price of 76869.5, with an age of 14, and was considered okay, with a depth in US dollars of 77.2 to 76.4 and a hurdle percentage of 0.523. Other cryptocurrencies included Ethereum, or ETH, with a buy price of 2454.71 and a sell price of 2455.687, and Solana, or SOL, with a buy price of 99.069 and a sell price of 99.163. The fund also looked at USDC, USDG, XRP, UNI, LTC, HYPE, and LINK. There were 8 out of 10 fresh quotes. The recipient had 598.50048115 BTC, with a mempool net of 0.00012426 and 296 transactions. The reserve had 3601.47203772 BTC, with a mempool net of 1.746e-05 and 590 transactions. A news scan found the headline about an incident affecting the Liquid Network and the movement of funds, with a note from the operator about Blockstream. The fund attempted 7 out of 7 panels, but was not eligible, and did not make any sales or recovery.

A fund for crypto research was observed on 2026-09-11T00:46:01.821577+00:00. The data came from two sources: https://runway.adityaperswal.workers.dev/data/crypto-snapshots and https://blockstream.info/liquid/api/blocks, which is an application programming interface, or API, for the Liquid Network. The fund looked at the following cryptocurrencies: BTC, ETH, SOL, USDC, USDG, XRP, UNI, LTC, HYPE, and LINK. For each cryptocurrency, the fund noted the current buy and sell prices, the age of the data in seconds, whether the data was okay, the depth of the market in US dollars, and the hurdle percentage, which is the minimum percentage change required for a trade to be made. The results were: BTC buy 76753.46, sell 76773.063, age 41, ok, depthUSD 77.5/76.6, hurdle 0.528; ETH buy 2449.8, sell 2450.62, age 70, ok, depthUSD 81.3/82.2, hurdle 0.536; SOL buy 98.67, sell 98.7517, age 44, ok, depthUSD 93.1/93.5, hurdle 0.585; USDC buy 0.9995, sell 1, age 12309, not ok, depthUSD 9995000.0/46000.0, hurdle 0.552; USDG buy 0.99999, sell 1.00001, age 75240, not ok, depthUSD 9999900.0/10000100.0, hurdle 0.504; XRP buy 1.3349671, sell 1.3389, age 44, ok, depthUSD 100.0/5541.8, hurdle 0.798; UNI buy 6.00683, sell 6.0193, age 41, ok, depthUSD 4215.6/4217.5, hurdle 0.711; LTC buy 52.252, sell 52.58, age 119, ok, depthUSD 3551.0/3592.2, hurdle 1.133; HYPE buy 78.866, sell 79.24, age 43, ok, depthUSD 60813.6/61337.3, hurdle 0.978; LINK buy 11.46, sell 11.49, age 42, ok, depthUSD 13275.3/40024.2, hurdle 0.765. There were 8 fresh quotes out of 10. The recipient had 598.50048115 BTC and the reserve had 3601.47203772 BTC. The recent page was 49, but it was not a full history. The tip was 4051978, with an age of 52 seconds. There was an error, a ConnectTimeout, which means the connection to the server timed out. The operator notes were 2 and the operator hash was 1fa338f6b403063d815b51327749e5cafdd00164b7e7f0e4f2a7f8568410238b. The operator noted that following a recent incident affecting the Liquid Network and the movement of funds, Blockstream made some changes. The fund attempted 7 panels and none were eligible, and the balances were not sales or recovery.

A news scan found the text describing an automated trading fund manager's notes. The manager tested new strategies for Bitcoin, Ethereum, and Solana, using a method called backtesting, which is a way to evaluate a strategy using past data. The tests, called 2379BTC/2380ETH/2381SOL newfixed3R, showed results of 5.762, 23.421, and -2.192 percent for hourly holdout, and 4.292, 21.949, and -3.359 percent for stress tests, with numbers 7, 6, and 6 for something called N. The manager completed a 120-cell matrix from dates 23105 to 23128, and used a mask control of 2374, technical analysis of 2382, and made a strategy decision to hold cash of 235.86. A new rule was applied, not using an old compression method. The manager also tested a recipe, or set of rules, called 2086/2089, which included conditions such as completing a close above the prior 20-day high, and using a measure called ATR, or average true range, which is a way to measure price volatility. The manager used fees of 0.0025 for buying and selling, and a slip of 0.001 and 0.002, and adjusted trade returns by 0.9975 for wealth denominator, which is a way to calculate the total value of a portfolio. There were missing hour bars, totaling seven for Solana, four for Bitcoin and Ethereum, and the manager did not fill execution, meaning they did not make trades to fill the missing data. The manager found that matched daily and reconstructed returns were identical, but missing coverage caused a sign flip for Bitcoin, meaning the results were opposite of what was expected. There were no current hourly or daily signals, and the highs were 82233.502538, 2565.9, and 110.5357. The next priority is to simulate a 15-minute current policy, which is a way to test a strategy using current market data, with a target of 3R, or three times the return of a benchmark, and a trailing return of 2R, meaning the strategy will be adjusted based on its performance. The manager also mentioned funding percentiles of 70, 18, and 34, which are measures of the distribution of funding, and that there were no extreme values. A Liquid tip of 4051934 was not authenticated, and a Circle update on September 7 was unchanged, and an IBIT update on September 9 showed shares were not flowing on September 10. The manager resolved 223 issues, and 24602 UTC were armed, meaning they were ready to be used. The manager also tested scripts locally and remotely, and found that daily returns were 14 and 25, and that 181 CPI, 104 Arc, and 152 GME were preserved, meaning they were not changed. A census of 36 pairs showed no closing high signal, and the top ten stablecoins, including USDG, were included for 3 of 7 days. There was no FUND proposal, and an initial oversized observation was rejected by a 2000 character validator, but a split matrix of 24 observations was successful. The manager completed the tasks within 15 minutes of a 44-minute allowance, and noted gaps in independent Liquid explorer, matched ETF flows, 15-minute trailing execution, and a new untouched forward window.

A fund for crypto research was observed on 2026-09-11T00:15:25.904793+00:00. The fund used data from https://www.okx.com/api/v5/public/time with an offset of 0.0632 seconds and an uncertainty of 0.1449 seconds. The fund also used data from https://www.okx.com/api/v5/public/funding-rate and https://www.okx.com/api/v5/public/open-interest. The data included information on Bitcoin, Ethereum, and Solana. For Bitcoin, the funding rate was 0.8817 basis points and the settled rate was 0.876 basis points, with an open interest of 29199.693 coins. For Ethereum, the funding rate was 0.3385 basis points and the settled rate was 0.3053 basis points, with an open interest of 593854.429 coins. For Solana, the funding rate was -0.0431 basis points and the settled rate was -0.0697 basis points, with an open interest of 2715795.13 coins. The fund also used data from https://www.circle.com/transparency, which showed that on September 7, 2026, the issuer had 74.28 billion in circulation, with 8.8 billion issued and 7.86 billion redeemed in the last 7 days, and 36.59 billion issued and 34.37 billion redeemed in the last 30 days. Additionally, the fund used data from https://stablecoins.llama.fi/stablecoin/2, which showed that on a certain date, there were 74,386,006,033.1783 units in circulation, with 47,146,319,984.45 units on Ethereum, 7,103,929,420.46 units on Solana, and 6,887,999,675.1 units on Hyperliquid L1. The fund is not eligible for buying, with a status of eligible equals 0.

A fund for crypto research was observed on 2026-09-11T00:15:26.309615+00:00. The data source is https://runway.adityaperswal.workers.dev/data/crypto-snapshots and https://blockstream.info/liquid/api/blocks. The fund had the following quotes: BTC had a bid of 76787.48 and an ask of 76809.4, with an age of 10 and a depth of 77.4/76.2 in USD, and a hurdle percentage of 0.531. ETH had a bid of 2447.34 and an ask of 2448.01, with an age of 74 and a depth of 82.1/81.1 in USD, and a hurdle percentage of 0.529. SOL had a bid of 99.034 and an ask of 99.0844, with an age of 43 and a depth of 93.7/93.5 in USD, and a hurdle percentage of 0.553. USDC had a bid of 0.9995 and an ask of 1, with an age of 10473 and a depth of 9995000.0/46000.0 in USD, and a hurdle percentage of 0.552. USDG had a bid of 0.99999 and an ask of 1.00001, with an age of 73404 and a depth of 9999900.0/10000100.0 in USD, and a hurdle percentage of 0.504. XRP had a bid of 1.339 and an ask of 1.34452, with an age of 40 and a depth of 5576.3/5591.1 in USD, and a hurdle percentage of 0.916. UNI had a bid of 5.995 and an ask of 6.007, with an age of 56 and a depth of 4188.1/4271.3 in USD, and a hurdle percentage of 0.703. LTC had a bid of 52.193084 and an ask of 52.507, with an age of 7 and a depth of 100.0/3566.6 in USD, and a hurdle percentage of 1.106. HYPE had a bid of 78.67 and an ask of 79.036, with an age of 55 and a depth of 61023.5/60497.3 in USD, and a hurdle percentage of 0.969. LINK had a bid of 11.5 and an ask of 11.521, with an age of 10 and a depth of 13192.9/13211.0 in USD, and a hurdle percentage of 0.685. There were 8 fresh quotes out of 10. The recipient BTC was 598.50048115, with a mempool net of 0.00011526 and a transaction number of 296. The reserve BTC was 3601.47203772, with a mempool net of 0.0 and a transaction number of 590. The recent page was 47, controlled 0, and not full history was 1. The tip was 4051948, with an age in seconds of 16 and a time of 1789085710. The second was also 4051948, with an age in seconds of 16 and a time of 1789085710. There were 2 operator notes and an operator hash of 1fa338f6b403063d815b51327749e5cafdd00164b7e7f0e4f2a7f8568410238b. The operator noted that following the recent incident affecting the Liquid Network and the movement of funds, Blockstream, a company, made a claim. The fund had 7 out of 7 panels attempted, but was not eligible, and the balances were not sales or recovery.