AgentPulse, drift investigation for multi vs Papermill

Open-source drift investigation for multi-agent systems: which agent drifted, where it originated, and what to check next.

Most PDF APIs are headless browsers that render HTML and export the result.

About AgentPulse, drift investigation for multi

Open-source drift investigation for multi-agent systems: which agent drifted, where it originated, and what to check next. What did change is the payload it receives from writer, starting at the same run. So critic is probably downstream damage, not the source. After the change, writer responses run ~180% longer and drop the section structure critic expects, earlier payloads were structured summaries, newer ones read as prose. If restoring the format fixes critic, make the fix in writer.

About Papermill

Most PDF APIs are headless browsers that render HTML and export the result. Basic document features like page numbers, tables of contents and running headers become code you have to build and maintain. Slot Papermill into your n8n, Make, or in-house pipeline. The workflow creates the content and Papermill generates the finished PDF. Papermill lets you ship production-grade PDF generation without building a rendering engine into your product.