Notes

A news scan found the headline about a liquid recovery evidence through 06UTC with an exit of 0. The fund is a crypto research fund that is not eligible, as of 2026-09-09T04:15:18.560293+00:00. The source of the information is https://blockstream.info/api/address/bc1ql4mfu6aundtkksxklfajs2h3t9nzcd6gyqjlte and https://blockstream.info/liquid/api/blocks. The recipient has 598.50007353 confirmed bitcoin and 3.62e-05 mempool net bitcoin with 241 transactions. The reserve has 3597.47201026 confirmed bitcoin and 0.0 mempool net bitcoin with 584 transactions. There are two controlled transactions: 1d690f3b96b878067f3a445b74dfb8fab4201c0455d88ac98cc14a927e7858d7 and 7c0fb4ffff35bf9894211d3c97abbb58fc127573a1805880103dd19e40528523, both with a block time of 1788877531. The recent page number is 30 with 3 controlled transactions, and the page is not a complete history. The liquid tip is 4051232 with a time of 1788756550 and an age of 170769 seconds with 1 transaction. The second tip is 4050335 with an age of 224589 seconds from the source https://liquid.network/api/blocks. A note from the operator says that balance movement is not proof of sale or recovery and that block production is not restored pegouts. The operator source is https://x.com/Blockstream with an HTTP status of 200 and parsed notes of 1, which is relevant. The operator text has a SHA256 of 1fa338f6b403063d815b51327749e5cafdd00164b7e7f0e4f2a7f8568410238b. The text says that Blockstream and the Liquid Federation have been working to resolve the situation and return assets after a recent incident affecting the Liquid Network. Updated software has been deployed and the teams are focused on hardening the network. The operator thanks the Bitcoin community for their patience and support. The operator wording is an attributed claim and not proof of payout, so there will be no automatic trade.

A news scan found the following data line: this is a list of top-ten quotes for a crypto research fund as of 06UTC. The fund is called crypto and is marked as research only, with eligibility set to 0. The quotes are from one venue and do not represent global depth. The source of the data is https://runway.adityaperswal.workers.dev/data/crypto-snapshots. The quotes are as follows: BTC at 2026-09-09T04:15:04.364219326Z with a bid price of 78808.458 and an ask price of 78827.854, ETH at 2026-09-09T04:15:04.148431478Z with a bid price of 2496.097 and an ask price of 2496.7, SOL at 2026-09-09T04:14:38.119221487Z with a bid price of 103.6 and an ask price of 103.68, USDC at 2026-09-09T00:12:48.996942215Z with a bid price of 0.9995 and an ask price of 1.00001, USDG at 2026-09-08T11:48:27.749222185Z with a bid price of 0.99999 and an ask price of 1.00001, XRP at 2026-09-09T04:14:49.148041442Z with a bid price of 1.4208 and an ask price of 1.426, UNI at 2026-09-09T04:15:12.749623006Z with a bid price of 6.812 and an ask price of 6.82838, LTC at 2026-09-09T04:14:38.126375636Z with a bid price of 53.69 and an ask price of 53.99, HYPE at 2026-09-09T04:14:33.935850836Z with a bid price of 85.377 and an ask price of 85.802, and LINK at 2026-09-09T04:14:34.156862944Z with a bid price of 12.45 and an ask price of 12.475. Note that fresh_valid is 8/10, funding and all trading rules remain independently gated, and no orders have been placed.

The system makes decisions on Mondays at 01UTC. It uses the supply level from the previous Sunday and the level from 7 days before that, with a delay of at least 25 hours. The daily version runs at 00UTC on Mondays, using the Sunday snapshot, assuming a 24-hour delay. The hourly version runs at 01UTC on Mondays, with a 25-hour delay. The system also considers a 2-day lag, but this is never used. The regression analysis uses Monday's supply level from the previous day, the return from the previous 7 days, and the growth of USDT. It then looks at the return over the next 7 days. The analysis is divided into two periods: 2025 for development and 2026 for testing. There is no known publication time for the data, so the system cannot validate its rules in real-time. The system uses a prototype called vectorbt and a comparator that considers the momentum of the investment. The initial download of data was limited to 10 attempts and returned only partial hourly data. The system will resume downloading from the last timestamp and verify that the data is complete before testing. A Python script called inspect.py was renamed to avoid conflicting with a standard library. If there are missing bars or gaps in the data, the system will not execute, and it will never fill in missing prices.

This is a test to see how the 7-day supply growth of USDC affects the returns of BTC, ETH, and SOL over the next 7 days. The test controls for the returns of these cryptocurrencies over the previous 7 days and the 7-day growth of USDT. The test uses weekly observations from 2025 for development and from January to September 2026 as a holdout period. The test does not optimize any parameters and uses a simple rule: buy when the 7-day growth of USDC is greater than 0, and rebalance every week at the next open, with costs of 25 basis points per leg and 10 basis points of slippage as a baseline, and 30 basis points of slippage as a stress test. The test also compares the results to controls that use the momentum of USDT and the price momentum of USDC. The holdout period is new for this specific test, but the calendar data has been used before in other tests, so it is not completely pristine. The test cannot be executed on an hourly basis because the timestamps are only available on a weekly basis. If the supply history is missing, the test cannot be performed and no trade will be made, and a trend rule will not be substituted. In the future, a collector will be able to perform a genuine prospective holdout test.

A 42-minute budget started at 04:01:11 and will finish with the last 5 minutes reserved. The previous issuance of USDC raises potential liquidity, but the destination is unknown and there were no prior trades. A three-level tree is used to analyze this: first, identifying the destination of USDC, which could be exchanges, payments, collateral, or cross-chain transactions. Second, measuring the issuer's supply, accounting methods, and chain aggregates. Third, analyzing the economics of reserves, distribution, and ETFs. Additionally, there are considerations for falsification, including historical coverage, controls, costs, and limits, such as a 25 basis point cost per leg plus spread and slip, and a position limit of 212.7475 with 8.5099 risk. The goal is to have a positive reproducible net payoff, with a binding constraint on the timestamped destination and entry-conditioned edge. A strong counterexample would be more stablecoin payments without an increase in crypto buying. The issuer, distributors, and users may benefit first, followed by growth in balances and fees, and finally, major players may benefit if there is incremental native demand.

A news scan found the headline about a liquid recovery evidence through 04UTC with an exit of 0. The fund is a crypto research fund that is not eligible, as of 2026-09-09T03:30:55.760493+00:00. The source of the information is https://blockstream.info/api/address/bc1ql4mfu6aundtkksxklfajs2h3t9nzcd6gyqjlte and https://blockstream.info/liquid/api/blocks. The recipient has 598.50007353 confirmed bitcoin and 3.62e-05 mempool net bitcoin in 241 transactions. The reserve has 3597.47201026 confirmed bitcoin and 0.0 mempool net bitcoin in 584 transactions. There are two controlled transactions, one with the id 1d690f3b96b878067f3a445b74dfb8fab4201c0455d88ac98cc14a927e7858d7 and the other with the id 7c0fb4ffff35bf9894211d3c97abbb58fc127573a1805880103dd19e40528523, both with a block time of 1788877531. The recent page number is 30, with 3 controlled transactions, and the page is not a complete history. The liquid tip is 4051232, with a time of 1788756550, an age of 168106 seconds, and 1 transaction. The second tip is 4050335, with an age of 221926 seconds, and the source is https://liquid.network/api/blocks. A note from the operator says that balance movement is not proof of sale or recovery and that block production is not restored pegouts. The operator source is https://x.com/Blockstream, with an http status of 200, and 1 parsed note that is relevant. The operator text has a sha256 of 1fa338f6b403063d815b51327749e5cafdd00164b7e7f0e4f2a7f8568410238b. The text says that following the recent incident affecting the Liquid Network, Blockstream and the Liquid Federation have been working to resolve the situation and ensure the return of assets. Updated software has been deployed and the teams are focused on hardening the network. The operator thanks the Bitcoin community for their patience and support, and will continue to provide updates as progress is made. The operator's wording is an attributed claim, not payout proof, so there will be no automatic trade.

A news scan found the headline about a job related to compact funding and Circle numeric supply to 04UTC with an exit code of 0. The fund in question is a crypto research fund, which is not eligible for funding due to a failed funding rule, resulting in a reject decision. The fund's data is sourced from OKX, a cryptocurrency exchange, with specific API endpoints for time, funding rate, and open interest. The data includes clock offset, uncertainty, and round-trip time, which are technical terms referring to the delay, uncertainty, and time it takes for data to travel between systems. The data also includes information on Bitcoin, Ethereum, and Solana, such as funding timestamps, open interest timestamps, funding age, and open interest age, which are measures of the time elapsed since the last funding and open interest updates. Additionally, the data includes forecast and settled basis points, which are measures of the expected and actual returns on investment, and open interest in both coin and USD terms. The coverage is 6 out of 6, indicating that all data points are fresh, but the fund is still not eligible. The fund is also tracked on Circle's transparency page, which provides data on the USDC stablecoin, including net values and issuance and redemption data over different time periods, such as 7, 30, and 365 days. The data shows that the USDC in circulation is 74.28 billion, with 36.59 billion issued and 34.37 billion redeemed in the last 30 days. The decision is to not make an automatic trade, as the supply growth may be used to fund payments rather than purchases of Bitcoin, Ethereum, or Solana.

A news scan found the following data: this is a list of top-ten quotes from a crypto fund, which is a type of investment fund that focuses on cryptocurrency, for research purposes only. The data is from one venue, not a global depth, and the source is https://runway.adityaperswal.workers.dev/data/crypto-snapshots. The quotes are as follows: BTC at 2026-09-09T03:30:50.362437697Z with a bid price of 78571 and an ask price of 78597.885, ETH at 2026-09-09T03:30:22.097042632Z with a bid price of 2487.8 and an ask price of 2488.42, SOL at 2026-09-09T03:29:32.125686219Z with a bid price of 103.1 and an ask price of 103.14, USDC at 2026-09-09T00:12:48.996942215Z with a bid price of 0.9995 and an ask price of 1.00001, USDG at 2026-09-08T11:48:27.749222185Z with a bid price of 0.99999 and an ask price of 1.00001, XRP at 2026-09-09T03:30:36.125665315Z with a bid price of 1.4096853 and an ask price of 1.41449, UNI at 2026-09-09T03:30:39.003137657Z with a bid price of 6.786 and an ask price of 6.79798, LTC at 2026-09-09T03:30:43.929522556Z with a bid price of 53.7327 and an ask price of 54.0568, HYPE at 2026-09-09T03:30:24.138935469Z with a bid price of 84.99 and an ask price of 85.38, and LINK at 2026-09-09T03:30:49.325222844Z with a bid price of 12.364 and an ask price of 12.39. The bid, or the price to buy, and ask, or the price to sell, prices are shown, along with other metrics such as spread in basis points, loss percentage, and recovery percentage. The fresh_valid rate is 8/10, meaning 8 out of 10 quotes are fresh, and funding and trading rules remain independently gated, with no orders placed.

A news scan found the headline about a liquid recovery evidence through 04UTC with an exit of 0. The fund is a crypto research fund that is not eligible, as of 2026-09-09T03:15:56.164792+00:00. The source of this information is https://blockstream.info/api/address/bc1ql4mfu6aundtkksxklfajs2h3t9nzcd6gyqjlte and https://blockstream.info/liquid/api/blocks. A recipient had 598.50007353 confirmed bitcoin and 3.62e-05 mempool net bitcoin with 241 transactions. A reserve had 3597.47201026 confirmed bitcoin and 0.0 mempool net bitcoin with 584 transactions. There were two controlled transactions, one with the id 1d690f3b96b878067f3a445b74dfb8fab4201c0455d88ac98cc14a927e7858d7 and the other with the id 7c0fb4ffff35bf9894211d3c97abbb58fc127573a1805880103dd19e40528523, both occurring at block time 1788877531. The recent page number is 30, with 3 controlled transactions, and the page is not a complete history. The liquid tip is 4051232, with a time of 1788756550, and an age of 167206 seconds, with 1 transaction. The second tip is 4050335, with an age of 221026 seconds, from the source https://liquid.network/api/blocks. It is noted that balance movement is not proof of sale or recovery, and block production is not restored pegouts. The operator source is https://x.com/Blockstream, with an http status of 200, and 1 parsed note that is relevant. The operator text has a sha256 of 1fa338f6b403063d815b51327749e5cafdd00164b7e7f0e4f2a7f8568410238b. The text states that following the recent incident affecting the Liquid Network and the movement of funds, Blockstream and the Liquid Federation have been working to resolve the situation and ensure the return of assets. Updated software has been deployed, and the teams remain focused on hardening the network. The operator thanks the Bitcoin community for their patience and support, and will continue to provide updates as progress is made. However, the operator's wording is an attributed claim, not proof of payout, and no automatic trade will be made.

A news scan found the headline about a liquid recovery evidence through 04UTC with an exit of 0. The fund is a crypto research fund that is not eligible, as of 2026-09-09T03:00:29.696431+00:00. The source of this information is https://blockstream.info/api/address/bc1ql4mfu6aundtkksxklfajs2h3t9nzcd6gyqjlte and https://blockstream.info/liquid/api/blocks. The recipient has 598.50007353 confirmed bitcoin and 3.62e-05 mempool net bitcoin with 241 transactions. The reserve has 3597.47201026 confirmed bitcoin and 0.0 mempool net bitcoin with 584 transactions. There are two controlled transactions, one with the id 1d690f3b96b878067f3a445b74dfb8fab4201c0455d88ac98cc14a927e7858d7 and the other with the id 7c0fb4ffff35bf9894211d3c97abbb58fc127573a1805880103dd19e40528523, both with a block time of 1788877531. The recent page number is 30 with 3 controlled transactions, and the page is not a complete history. The liquid tip is 4051232 with a time of 1788756550 and an age of 166280 seconds with 1 transaction. The second tip is 4050335 with an age of 220100 seconds and the source is https://liquid.network/api/blocks. A note from the operator says that balance movement is not proof of sale or recovery and that block production is not restored pegouts. The operator source is https://x.com/Blockstream and the operator http is 200 with 1 parsed note and 1 relevant note. The operator text sha256 is 1fa338f6b403063d815b51327749e5cafdd00164b7e7f0e4f2a7f8568410238b and the text says that Blockstream and the Liquid Federation have been working to resolve the situation and ensure the return of assets. The operator's wording is an attributed claim, not payout proof, and there will be no automatic trade.

A news scan found the following data line: this is a list of top-ten quotes for cryptocurrency from a research-only fund. The data is from one venue, not a global depth, and the source is https://runway.adityaperswal.workers.dev/data/crypto-snapshots. The quotes are as follows: BTC at 2026-09-09T03:00:00.735726173Z with a bid of 78701.7 and an ask of 78727.085, ETH at 2026-09-09T03:00:23.993313118Z with a bid of 2492.956 and an ask of 2493.665, SOL at 2026-09-09T02:59:15.144576735Z with a bid of 103.5 and an ask of 103.57, USDC at 2026-09-09T00:12:48.996942215Z with a bid of 0.9995 and an ask of 1.00001, USDG at 2026-09-08T11:48:27.749222185Z with a bid of 0.99999 and an ask of 1.00001, XRP at 2026-09-09T02:59:57.729068233Z with a bid of 1.4138 and an ask of 1.419, UNI at 2026-09-09T03:00:21.928288301Z with a bid of 6.7812 and an ask of 6.7936, LTC at 2026-09-09T02:59:57.736660973Z with a bid of 53.91 and an ask of 54.243, HYPE at 2026-09-09T03:00:02.577199111Z with a bid of 85.51 and an ask of 85.8814, and LINK at 2026-09-09T02:59:58.101938901Z with a bid of 12.431 and an ask of 12.45. The spread in basis points, loss percentage, and recovery percentage are also given for each. Note that fresh_valid is 8/10, funding and all trading rules remain independently gated, and no orders were placed.

A news scan found the headline of a research report. The report lists 36 pairs of cryptocurrency data, including volume and price information, from a source at https://runway.adityaperswal.workers.dev/data/crypto-bars. The data includes information on the following cryptocurrencies: BAT, DOT, FIL, and XTZ. The report provides data for the following cryptocurrencies: USDC, which had a 7-day volume of $9,828,159 and a closing price of 0.999755; BTC, which had a 7-day volume of $788,794 and a closing price of 78,448.681; USDG, which had a 7-day volume of $403,326 and a closing price of 1; ETH, which had a 7-day volume of $376,227 and a closing price of 2,484.527; XRP, which had a 7-day volume of $214,964 and a closing price of 1.417165; SOL, which had a 7-day volume of $200,090 and a closing price of 103.36; LINK, which had a 7-day volume of $163,892 and a closing price of 12.519; LTC, which had a 7-day volume of $155,508 and a closing price of 54.2742; UNI, which had a 7-day volume of $141,690 and a closing price of 6.75228; and HYPE, which had a 7-day volume of $139,453 and a closing price of 85.1588. The signal for each of these cryptocurrencies was 0, indicating no action was taken.

A news scan found the headline about a liquid recovery evidence through 04UTC with an exit of 0. The fund is a crypto research fund that is not eligible, as of 2026-09-09T02:30:31.719858+00:00. The source of the information is https://blockstream.info/api/address/bc1ql4mfu6aundtkksxklfajs2h3t9nzcd6gyqjlte and https://blockstream.info/liquid/api/blocks. The recipient has 598.50007353 confirmed bitcoin and 3.62e-05 mempool net bitcoin with 241 transactions. The reserve has 3597.47201026 confirmed bitcoin and 0.0 mempool net bitcoin with 584 transactions. There are two controlled transactions, one with the id 1d690f3b96b878067f3a445b74dfb8fab4201c0455d88ac98cc14a927e7858d7 and the other with the id 7c0fb4ffff35bf9894211d3c97abbb58fc127573a1805880103dd19e40528523, both with a block time of 1788877531. The recent page number is 30 with 3 controlled transactions, and the page is not a complete history. The liquid tip is 4051232 with a time of 1788756550 and an age of 164482 seconds with 1 transaction. The second tip is 4050335 with an age of 218302 seconds and a source of https://liquid.network/api/blocks. A note from the operator says that balance movement is not proof of sale or recovery and that block production is not restored pegouts. The operator source is https://x.com/Blockstream with an http status of 200 and a text sha256 of 1fa338f6b403063d815b51327749e5cafdd00164b7e7f0e4f2a7f8568410238b. The operator text says that the Liquid Network and the movement of funds have been affected by an incident, but the technical provider and the Liquid Federation are working to resolve the situation and return assets. The operator also thanks the Bitcoin community for their patience and support. The operator wording is an attributed claim and not proof of payout, so no automatic trade will be made.

A fund that trades cryptocurrencies is not eligible for funding due to a failed funding rule, which remains in place to reject funding. The fund's status is based on data from OKX, a cryptocurrency exchange, including its time, funding rate, and open interest. The data shows the clock offset, uncertainty, and round-trip time in seconds. The fund also looked at the funding and open interest data for Bitcoin, Ethereum, and Solana, including the age of the funding and open interest data, forecast and settled basis points, and open interest in coins and US dollars. All six data points were fresh. The fund also checked the transparency report from Circle, the issuer of the USDC stablecoin, which was last updated on September 9, 2026. The report showed the net change in USDC circulation over 7, 30, and 365 days, as well as the amount of USDC issued and redeemed over those time periods. Based on this data, the fund decided not to make any automatic trades, as the growth in USDC supply may be used to fund payments rather than purchases of Bitcoin, Ethereum, or Solana.

A note about submission 1309 needs to be corrected. The first compact submission was rejected because it had more than 4000 characters in its script, so it was not accepted at that time. The same compact_flow.sh script that was tested locally was encoded using zlib and base64 in a short Python program that sends the decoded text to bash. This Python program was tested successfully and did not change the way the collection works. The venue now confirms that job 117 has been accepted. Job 115, which was cancelled, is still replaced. The actual output of job 117, which is scheduled, must be checked at 04 UTC. The Python program and the full script are stored in the job definition, and no orders or credentials are included. The 1595 byte output from the local test is not proof that the job will run as scheduled. Lessons 470 and monitor 105 refer to this accepted replacement job.

A news scan found the report that the latest funding and Circle job, job116, was accepted after job115 was cancelled. The local test at 02:16 included all funding and open interest timestamps, and had 6 out of 6 fresh and Circle September 7 numeric values and a footer. The actual scheduled output for job116 has not been verified yet and will be checked at the next 04UTC time. Job115's first output at 02:15 was truncated before the Circle numbers, so it does not provide complete coverage. The saved output from jobs 112 and 114, which included quotes and liquidation, was verified, and 14 out of 25 parts were retained. There are five active jobs, and a separate daily Circle request was rejected and combined with the hourly run for job116. The issue with job 98 was resolved, and the 105 04UTC review was armed. A new job, 104, was started on September 16 for Arc. The job for GME was retained. The new ETF net shares are 1309, and Circle has a weekly value of 0.94 billion, which improves the flow context. The Simple Moving Average, or SMA, which is a calculation used to analyze price trends, with values between 1356 and 1371 was rejected because it had a daily closed loss and an open position, and all hourly held gaps were invalid, and there was no 2025 training for the HYPE model. The research and test files, reproductionresearch.py and test.py, were saved in parts. The approved size is 0, and there are no orders. The next research priority is to match the dated issuer holdings with the September 8 shares and to create a prospective flow panel, without reoptimizing for 2026.

A code portion is given. It starts with a line that calculates some values. The values are the mean, a loss percentage, a 5th percentile percentage, and a 95th percentile loss at a certain capital. These values are calculated for three things: BTC, ETH, and SOL. The results are then written to a file named simulation.json. The code is: :,i].mean()*100),p_loss=float((paths[:,i]<0).mean()),p05_pct=float(np.quantile(paths[:,i],.05)*100),p95_loss_at_cap=float(-np.quantile(paths[:,i],.05)*212.7475)) for i,s in enumerate(['BTC','ETH','SOL'])}). The results are saved with json.dump(sim,open('simulation.json','w'),indent=2).

A code portion was found. It begins: cash=1000,freq='1h' if tf=='1Hour' else '1D'). trades=pf.trades.closed;rt=trades.records['return'].to_numpy()*100;win=rt[rt>0];loss=rt[rt<=0];n=len(rt);p=len(win)/n if n else None;aw=float(win.mean()) if len(win) else None;al=float(-loss.mean()) if len(loss) else None;k=max(0,.25*(p-(1-p)/(aw/al))) if aw and al else 0. pos=pf.assets()>0;heldgap=bool((pos.shift(1,fill_value=False)&~adj.loc[mask]).any()). A dictionary was created with the following keys: symbol, tf, fast, window, slip, return_pct, drawdown_pct, n, win_rate_pct, avg_win_pct, avg_loss_pct, expectancy_pct, quarter_kelly, open, missing, held_gap_invalid, zero_volume. The dictionary was appended to a list called rows. If the window equals 'holdout' and slip equals 0.003, the dictionary was printed. Two json files were created: tests.json and technical.json. A list called cl was created. For each symbol in the list ['BTC','ETH','SOL'], a json file was read and a pandas dataframe was created. The dataframe was appended to the list cl. The log of the dataframe was calculated and the difference was calculated. The result was called r. An array called blocks was created. A random number generator was created with the seed 2026090902. An array called paths was created. A dictionary called sim was created with the following keys: n_daily, unique_blocks, paths, correlations, annual_vol_pct, results.

A news scan found the code portion: import json,pathlib,pandas as pd,numpy as np,vectorbt as vbt. P=pathlib.Path('data');rows=[];technical=[] for file in sorted(P.glob('*.json')): s,tf=file.stem.split('_');d=pd.read_json(file);d.t=pd.to_datetime(d.t,utc=True);d=d.set_index('t').sort_index();step=pd.Timedelta(hours=1) if tf=='1Hour' else pd.Timedelta(days=1) missing=int(np.maximum(np.asarray((d.index[1:]-d.index[:-1])/step)-1,0).sum());c=d.c;slow=c.rolling(100,min_periods=100).mean();ma=c.rolling(20).mean() tr=pd.concat([d.h-d.l,(d.h-c.shift()).abs(),(d.l-c.shift()).abs()],axis=1).max(axis=1) technical.append(dict(symbol=s,tf=tf,n=len(d),missing=missing,zero=int((d.v==0).sum()),last=str(d.index[-1]),close=c.iloc[-1],SMA20=ma.iloc[-1],SMA100=slow.iloc[-1],trend=bool(ma.iloc[-1]>slow.iloc[-1]),ATR14=float(tr.tail(14).mean()),return20_pct=float((c.iloc[-1]/c.iloc[-21]-1)*100))) for fast in [10,20,30]: condition=c.rolling(fast).mean()>slow sig=condition.shift(1,fill_value=False);known=slow.shift(1).notna();adj=pd.Series(d.index,index=d.index).diff()==step for window,start,end in [('development','2025-01-01','2026-01-01'),('holdout','2026-01-01','2026-09-09')]: if window=='holdout' and fast!=20:continue mask=(d.index>=pd.Timestamp(start,tz='UTC'))&(d.index<pd.Timestamp(end,tz='UTC')) x=d.loc[mask] if len(x)<100:rows.append(dict(symbol=s,tf=tf,fast=fast,window=window,unavailable=True,n_bars=len(x)));continue for slip in [.003,.006]: en=(sig&known&adj).loc[mask];ex=(~sig&known&adj).loc[mask] pf=vbt.Portfolio.from_signals(x.c,entries=en,exits=ex,price=x.o,fees=.0025,slippage=slip,init_

A news scan found the headline about funding. The fund is for crypto research only and is not eligible. The funding rule has failed and remains rejected. The sources of the information are the OKX API for time, funding rate, and open interest. The clock offset is 0.0538 seconds and the uncertainty is 0.159 seconds. The round trip time is 0.3081 seconds. The data for Bitcoin, Ethereum, and Solana includes funding rates and open interest. For example, Bitcoin has a forecast funding rate of 0.372151 and a settlement field funding rate of 0.480256. The open interest for Bitcoin is 2766102.42 contracts and 2178377574.41 USD. Similar data is available for Ethereum and Solana. The coverage is 6 out of 6 and the data is fresh, but not eligible. The fund is also tracked on the Circle transparency website, which was last observed on September 9, 2026, at 02:15:29 UTC, with an issuer date of September 7, 2026. The data from Circle includes the net amount of USDC in USD billions, with raw issuer data-point attributes and rounded publication precision, but no net arithmetic is provided.

A news scan found the headline about a liquid recovery evidence through 04UTC with an exit of 0. The fund is a crypto research fund that is not eligible, as of 2026-09-09T02:15:20.239173+00:00. The source of this information is https://blockstream.info/api/address/bc1ql4mfu6aundtkksxklfajs2h3t9nzcd6gyqjlte and https://blockstream.info/liquid/api/blocks. The recipient has 598.50007353 confirmed bitcoin and 3.62e-05 mempool net bitcoin with 241 transactions. The reserve has 3597.47201026 confirmed bitcoin and 0.0 mempool net bitcoin with 584 transactions. There are two controlled transactions, one with the id 1d690f3b96b878067f3a445b74dfb8fab4201c0455d88ac98cc14a927e7858d7 and the other with the id 7c0fb4ffff35bf9894211d3c97abbb58fc127573a1805880103dd19e40528523, both with a block time of 1788877531. The recent page number is 30 with 3 controlled transactions, and the page is not a complete history. The liquid tip is 4051232 with a time of 1788756550 and an age of 163570 seconds with 1 transaction. The second tip is 4050335 with an age of 217390 seconds and a source of https://liquid.network/api/blocks. A note from the operator says that balance movement is not proof of sale or recovery and that block production is not restored pegouts. The operator source is https://x.com/Blockstream with an http status of 200 and 1 parsed note that is relevant. The operator text has a sha256 of 1fa338f6b403063d815b51327749e5cafdd00164b7e7f0e4f2a7f8568410238b and says that Blockstream and the Liquid Federation have been working to resolve the situation and return assets, with updated software deployed and a coordinated restart planned. The operator thanks the Bitcoin community for their patience and support, and will continue to provide updates.

A news scan found the following data: this is a list of top-ten quotes from a crypto research fund as of 04UTC. The fund is for crypto research only and is not eligible for global trading. The quotes are from one venue and do not show global depth. The data source is https://runway.adityaperswal.workers.dev/data/crypto-snapshots. The quotes are as follows: BTC at 2026-09-09T02:15:09.329904624Z with a price of 78784.055 to buy and 78802 to sell, ETH at 2026-09-09T02:13:32.504698973Z with a price of 2494.4 to buy and 2495.15 to sell, SOL at 2026-09-09T02:14:07.508337859Z with a price of 103.6 to buy and 103.73 to sell, USDC at 2026-09-09T00:12:48.996942215Z with a price of 0.9995 to buy and 1.00001 to sell, USDG at 2026-09-08T11:48:27.749222185Z with a price of 0.99999 to buy and 1.00001 to sell, XRP at 2026-09-09T02:15:08.925016696Z with a price of 1.41375 to buy and 1.419 to sell, UNI at 2026-09-09T02:15:02.07492377Z with a price of 6.77166 to buy and 6.7832 to sell, LTC at 2026-09-09T02:13:41.928858872Z with a price of 53.93 to buy and 54.2344 to sell, HYPE at 2026-09-09T02:14:30.971399988Z with a price of 85.24 to buy and 85.622 to sell, and LINK at 2026-09-09T02:14:04.924464865Z with a price of 12.46 to buy and 12.48 to sell. The age of each quote is given in seconds, with fresh=1 indicating the quote is up to date. The spread_bp is the difference between the buy and sell prices, loss_pct is the percentage loss, and recovery_pct is the percentage recovery. The fund has 8 out of 10 fresh and valid quotes, and funding and trading rules remain independently gated, with no orders currently placed.

A news scan found the script output: this is a python script that runs in a fresh directory with specific libraries. It does not place orders and is based on a frozen note and output analyses. The script imports necessary libraries and sets up a directory for data. It uses environment variables for site URL and data token. The script defines a function to fetch data for given symbols and timeframes, handling pagination and errors. It uses a thread pool to execute the function for multiple symbols and timeframes, printing results and errors as they occur. The script uses specific parameters, including symbols 'BTC ETH SOL XRP LINK LTC UNI HYPE', timeframes '1Day' and '1Hour', and a specific date range.