AIToolworxThe TOPS Trap

Respond

Corrections and replies

If something here is wrong, we want to know, and we want the record to show it.

Send a correction

Email james.childers@aitoolworx.com. Say which statement is wrong and what the evidence is. If you have re-run our package or re-scored our claims and got a different result, send the result.

Organizations named in the paper

Raspberry Pi, Hailo, Qwen/Alibaba, DeepSeek, Meta and Mistral AI are welcome to respond. A response will be published alongside the findings it concerns. If a response shows a technical error, the analysis is corrected. If it offers a plausible alternative explanation that the evidence does not resolve, that explanation is reported. A lack of response is recorded as a fact and is not treated as evidence of intent or responsibility.

Changes are logged

Every change to the documents or the evidence archive is dated and described on the changes page, and the file hashes on the manifest page change with it.