AIToolworxThe TOPS Trap

Check our work

Every claim has a trail

You should not have to take our word for any of this. Here is what is in the evidence archive and how to check it in a few minutes.

Download the evidence archive (ZIP)

Check it in one minute

  1. Download the evidence archive and open a terminal in its folder.
  2. Run ./VERIFY.sh (or shasum -a 256 -c SHA256SUMS.txt). Every line should say OK.
  3. Pick any claim below. Open the files named beside it and compare them with the paper.
  4. If you can show a claim is wrong, tell us. Corrections are logged.

The headline claims and their traces

IDClaimWhere to look
C1Ministral: 93 claims scored; 45 (48.4%) unsupported or contradictedresearch/ministral-3-3b/adjudication-v1.0/summary-metrics.txt
C2Ministral: 18 of 37 cited claims cite a source that does not support them (48.6%)research/ministral-3-3b/adjudication-v1.0/claim-adjudication.csv
C3Qwen identity sentence in 32 of 32 no-system-message runs of Qwen 2.5 Instruct and Coder; in none of 96 other logs06_Claim-Trace/CLAIM-TRACE-C3-runtime-logs.csv
C4The same sentence is in the official upstream Qwen2.5-1.5B-Instruct chat template02_Evidence-Register/Source-Records.json (S3)
C5Ministral gave no citations in the China grounded trials and four in each USA stock-grounded trialresults.csv in each locked-v1.0 run folder
C6Tokens per second: Ministral about 2.3 to 3.6 in grounded conditions (elapsed-time means); Gemma about 6.7; Hailo-hosted models about 6 to 7, except Llama 3.2 3B at about 2.5results.csv in the locked-v1.0 and v2 run folders

These six are the headline claims. They are not every claim in the paper; the paper’s Appendix C says so.

What the archive contains

FolderContentsFilesSize
(top level)23 KB
02_Evidence-RegisterEvery outside fact the documents rely on: claim, primary source, date read, the exact excerpt and its hash342 KB
03_Research-DataPrompts, frozen evidence packets, raw requests, responses, answers and runtime logs, scoring records, the claim-by-claim adjudication, scripts, model hashes and the system inventory. No model weights1,0242.4 MB
04_Vendor-OutreachThe six requests for technical comment sent on 12 September 2026, with personal addresses and Bcc lines removed; the notice sent to Mistral AI on 6 October 2026 (text as sent and its attachment); and a timeline12528 KB
05_Hardware-EvidencePhotographs of the Raspberry Pi AI HAT+ 2 retail box, cropped, not retouched41023 KB
06_Claim-TraceThe traceability matrix and the per-log table behind the Qwen finding484 KB

What is not included, and why

  • Model weights. Not redistributed. The hashes and acquisition information identify the exact files tested.
  • Third-party documents. Not copied. The register gives the address, the date read and a short excerpt.
  • Personal data. Removed from the emails. The original emails and uncropped photographs are held by the author; their hashes are listed so they can be produced for verification.

Limits

Findings apply to the exact configurations tested, on one hardware platform and two topic packets. All 128 runtime-log hashes behind the Qwen finding are listed in a manifest made on October 12, 2026, and each copied log matches its archived log. 80 of the 128 were also sealed when the runs were archived; 48 were not, so for those 48 the evidence of integrity is the match between those two later computations.