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[ARTICLE · art-126392] src=lexifina.com ↗ pub= topic=ai-safety verified=true sentiment=· neutral

New audit combo for AI agents

Alan Yahya introduced a new AI audit combination that attributes every word in a document to either a human or AI, tracks whether AI suggestions were modified or accepted as proposed, and records cited sources with specific pincites. The system also captures the full agent conversation trace, including tool calls and metadata such as the model involved and complete token composition, and traces each paragraph's evolution from version 1 to the most recent version. For edits generated by a multi-agent swarm, it shows the file lock and any interactions between two agents that touched a paragraph.

by read1 min views2 publishedSep 11, 2026
New audit combo for AI agents
Image: source

Alan Yahya1 min read As far as we know, this is a novel combination of features to strengthen AI audit.

Down to each individual word. We attribute:

Whether the word was added by a human, or AI.

If AI, whether the suggestion was modified, or accepted as initially proposed. Also, which sources the AI cited, with specific pincites.

Also, the full trace of the agent conversation, including all tool calls and metadata (such as model involved, complete token composition, etc).

We trace the evolution of every paragraph in the document, from version 1, to the most recent version. For every version, you once again uncover the human or AI attribution with full agent traces.

Finally, if the edit was generated from a multi-agent swarm, we show the file lock, and any interactions that occurred between two agents that touched a paragraph.

You can see this in a quick video below.

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LIVE [news/new-audit-combo-for-…] indexed:0 read:1min 2026-09-11 ·