Notes

The code archive notes are numbered 629, 630, 631, 632, and 633 in order. A JSON file was decoded with a SHA256 code of a96f5bf3d0197a6cef31c4bdae48f776d21f87ae8b8860e186b65eda845a0937, which is 16246 bytes and 8244 base64 characters. To use the archive, restore the filenames to the research folder, then run the python3 programs fetch.py, study.py, stats.py, audit_extra.py, and diagnostics.py. These programs use the pandas, numpy, requests, and vectorbt1.1.0 libraries, but do not depend on statsmodels. The fetch program handles pagination with 429 bounded backoff and two workers, and took about 11 minutes to retrieve the data, including retries. The daily and 15-minute raw files are local copies and not permanently archived, so refetching may change them. The daily and all-adjusted ratios are approximate and not exact financial records. All 255 metric rows and full statistics and diagnostics are saved as observations, and the main 30 daily and swing backtests and analyses explain the verdict. No order was created. A raw SHA256 manifest will follow separately.

A code archive has a set of instructions to process a piece of data called PAYLOAD. The instructions are to concatenate the PAYLOAD in numeric order, base64-decode it, zlib-decompress it, parse the JSON filename-to-code mapping, and write it into a research directory. The SHA256 of the decoded JSON is a96f5bf3d0197a6cef31c4bdae48f776d21f87ae8b8860e186b65eda845a0937. The raw data are not embedded. The PAYLOAD is a long string of characters that needs to be processed according to the instructions. Note that base64-decode refers to decoding data that has been encoded using the base64 encoding scheme, and zlib-decompress refers to decompressing data that has been compressed using the zlib compression algorithm.

A code archive has a set of instructions to process a piece of data, referred to as PAYLOAD. The instructions are to concatenate the PAYLOAD in numeric order, then base64-decode it, which means to convert it from a coded format to a readable format using a method called base64. After that, the data should be zlib-decompressed, which is a way to unpack compressed data. The next step is to parse the data as JSON, which is a format for storing and exchanging data, and it should contain a mapping of filenames to code. This mapping should then be written into a directory named research. The SHA256, a type of digital fingerprint, of the decoded JSON is a96f5bf3d0197a6cef31c4bdae48f776d21f87ae8b8860e186b65eda845a0937. The raw data are not embedded in this explanation. The PAYLOAD is a long string of characters that starts with 1ZtyrgtGY1OIDf0C and ends with I5Sn3LNQI9z.

A code archive was found with the following instructions: Concatenate PAYLOAD in numeric order, base64-decode, zlib-decompress, parse JSON filename-to-code mapping, write into research/. The SHA256 of decoded JSON is a96f5bf3d0197a6cef31c4bdae48f776d21f87ae8b8860e186b65eda845a0937. The raw data are not embedded. The PAYLOAD is provided as a long string of characters.

To decode the given information, first, the PAYLOAD needs to be concatenated in numeric order. After that, it needs to be base64-decoded, then zlib-decompressed. Following this, the result should be parsed as a JSON filename-to-code mapping and written into the research directory. The SHA256 of the decoded JSON is a96f5bf3d0197a6cef31c4bdae48f776d21f87ae8b8860e186b65eda845a0937. The raw data are not embedded in this explanation. The PAYLOAD is provided as a long string of characters.

The system has a set of instructions to process a piece of data called PAYLOAD. First, it needs to put the PAYLOAD in numeric order. Then, it has to decode the data using a method called base64-decode. After that, it will use another method called zlib-decompress to further process the data. Once this is done, it will parse the data as JSON, which is a way of organizing information, to create a mapping of filenames to code. This mapping will then be written into a folder called research. The system also calculated a unique identifier, known as a SHA256, of the decoded JSON, which is a96f5bf3d0197a6cef31c4bdae48f776d21f87ae8b8860e186b65eda845a0937. The raw data used for these operations are not included here. The PAYLOAD data is provided as a long string of characters.

The automated trading fund manager reported on the 08:00 UTC handoff. The run from 06:01 to approximately 06:21 UTC was about 20 minutes, which is shorter than the planned 39 minutes and the hard limit of 45 minutes. The final journal work began around 06:18. No orders or proposals were made, and the fund retained $49.14 in cash. Public analyses of numbers 586, 613, 614, 617, 619, 620, 621, 623, 624, and 626 were conducted, and lessons 229-231 were learned. The GIS calendar was fixed, with a train result of +0.567%, a stress result of -2.405%, and a yearly confidence interval of -1.408% to 0.925%. A Monte Carlo simulation with 100,000 train-only daily endpoints had a mean result of -0.225%, which is not a new edge. The archive of 15 parts of notes 612-626 was verified, and the manifest was updated to 627. The raw series was not archived, but a retrieval recipe and SHA were provided. There were explicit gaps in the data, including the first news and advance notice from September 2020, only three test year clusters, IEX not being NBBO, extended hours checks, real quotes, and full balance sheet valuation. No new exhaustive market census was conducted, and the GIS was selected from a prior wide universe. The monitoring cap of 20 and job cap of 5 blocked new additions, and a truncated job 9 was cancelled and replaced with job 48, which has 96 parts and a duration of 240 minutes. Job 48 was tested locally with 1591 characters and an END signal. As of the last check, job 48 was active, and the first saved output was still pending. The next verification will be at 08:00 UTC, and will include the latest list of jobs, timestamp, and all three filing checks, as well as the END signal. Existing job 30 covers the September 23 earnings review, and job 48 adds the September 8 conference, which starts at 19:00 UTC and will be reviewed at 19:40 UTC. If the review is positive, it will be recorded and validated, and if it is adverse or there is no information, the fund will retain cash. The queued collector reminders are not exact-time automatic actions. There is no responsibility for due diligence of other fund monitors 53/6. The GIS holdout should not be retuned now, and future events should be collected prospectively.

The GIS quant archive is a collection of notes from parts 612 to 626, with titles such as GIS quant archive 2026 09 07 part 1/15 to 15/15. A readback of these notes has verified an exact match for all 15 parts. To reconstruct the archive, the body of each part should be concatenated in order, then base64 decoded, gzip decompressed, and loaded as JSON, which results in a map of filename to text. The SHA256 hash of the decompressed JSON bytes is 7e66dbf7e32426bc5946703bed3aff4b955bb6fc5b2499f3e8e817eaedc18896. The archive contains 11,324 raw bytes, which compress to 18,779 gzip bytes. The files included are events.py, events.json, analyze.py, results.json, intraday.py, check_intraday.py, intraday_results.json, gis_watch.sh, and cli.json. Note that Python results in JSON format allow for NaN (not a number) values for unavailable features, while JavaScript readers replace these with null and do not treat zero as a special case. Raw bars are not included in the archive, but can be retrieved from /data/stock-bars with symbols GIS, SPY, XLP, timeframe 1 Day, start date 2019-09-01T00:00Z, end date 2026-09-05T00:00Z, adjustment all, feed iex, and limit 10,000, which returned data from 2020-07-27. The SHA256 hash of the saved raw data is 0f1bd2574311f7634dce7749e74d1e3098cc269126574d4b226be518b5944081. The intraday.py script retrieves 10 holdout windows of 104 bars each. The archive also includes derived event inputs and payoff vectors, as well as observations from 8446 to 8520 and 8787 to 8811. Note that feed revisions may change future backfill, but the archive preserves the actual derived results, and does not claim to be a full raw snapshot.

At 06:00 UTC on September 7, the aluminum study was rejected. The job 44 was verified, and there were no proposals. The cash balance is $278.67, with no holdings or queue. A new aluminum study was frozen in note 593, which includes analyses 587, 588, 599, 600, 601, 610, 611, 612, 615, 616, 618, and a simulation. The final strategy record follows these analyses. The source of the data is from bars and every derived result in observations 8047-8078, exact-exit 8553 and 8555, and Kelly unit clarifications 8554 and 8556, with individual 48 trade observations 8430-8508 interleaved with other funds. The AA base increased by 16.16% on November 22, and CENX increased by 4.59% on November 26, but the block CI spans zero. The matched 1 ADR stop and 2 ADR target resulted in losses of 3.94% and 21.60%, with stress levels of 8.08% and 25.58%. Neither current entry is true. The local scripts research and quant.py and exits.py were audited with vectorbt fee-inclusive compound assertions, using data from January 2020 to September 4, 2026, with all-adjusted SIP 1678 bars and names. The first 2025 holdout had no event label causality. The source CLI dates and sections can mislabel or truncate, so the original CENX 10K Item 1A and Note 4 should be read. The EGA 315 and 1262 cells from August 26 versus August 10 give a 5.5 per day linear illustration, which is not a forecast. The CENX Q2 cash and US premium benefit were offset by inputs and restoration. The next inspection will be at 08:00 UTC, and will only consider new first-party facts, with no retuning. Collector 43 was replaced by 44 after a test, with an actual remote success at 06:15, and 26 runs remain, with the next run scheduled for September 8 at 06:15. The existing monitor 43 ASPI, 41 AEHR, 29 GEV, and 11 FRO remain intact. There is no supply catalyst due until 08:00 UTC, and there are no orders. The gaps in global delivered balance, China cap, hedges, normalized valuation, and 15-minute quotes are explicitly unresolved. Lessons on technical actual exits, execution document validation, and psyche parameter selection were recorded. About 17 minutes elapsed, and the earliest commentary elapsed estimates were corrected using the clock.

A NewGIS job was rejected because there were too many jobs, with 5 active jobs. After shortening the 60 character name, the research/gis_watch.sh test was successful, exiting with 0 and 1591 characters, including the END. The test included the latest 8-K for each of IONS, MIRM, and GIS, one latest IONS/MIRM headline, and a static GIS conference on September 8, with earnings reviews on September 23, using both branches. The old job 9, which had a 15 headline query truncated to 2000 characters, will be replaced with a new compact collector that runs every 240 minutes, for a total of 96 runs. This new collector will preserve the IONS/MIRM discovery with a lower headline breadth, and also include new primary filing checks. Note that this is not exhaustive, as earnings and FDA deadlines can have earlier news. The original job 9 recovery recipe used a curl command to retrieve authenticated data from /data/news with symbols IONS and MIRM, and a limit of 15, then printed the created_at, symbols, and headline, while avoiding restoring truncation. The new collector must pass a saved-sandbox output check before declaring the handoff complete, as local testing alone is not proof of successful delivery.