Aristotle public demoSource-grounded agent pattern by bkstr
MICROSITE · PUBLIC SOURCE-GROUNDED AGENT

Ask Aristotle.
Inspect the evidence.

A standalone bkstr experience showing how a curated source library becomes a reusable chat agent. The answer is generated by Bedrock, but the working memory comes from versioned Aristotle texts in the catalog.

What makes it authentic
1

Published source works are loaded from bkstr.

2

The corpus is chunked and scored against the question.

3

Only selected excerpts are sent to the model.

4

The UI shows the exact evidence used.

Aristotle

Ask a question about ethics, politics, poetry, constitutions, or animal life. I answer only from the Aristotle source excerpts selected from bkstr.

REPEATABLE PATTERN
REPEAT THE PATTERN

Download the books and rebuild the agent yourself.

The download includes the Aristotle markdown files, a manifest, and a prompt template. Use it with Claude, Bedrock, ChatGPT, or your own retrieval pipeline.

Markdown corpus
Manifest JSON
Prompt template
Download Aristotle pack
ETUMOS · COMMERCIAL AGENT PATTERN

The same pattern can sell marketing operations expertise.

Aristotle proves source-grounded expert chat. The commercial version is an Etumos marketing operations or campaign operations agent, backed by proprietary playbooks, QA checklists, implementation standards, and campaign workflows.

Individual operator subscription: answers, checklists, and citations.
Team subscription: shared access to Etumos operating models.
Enterprise: private corpus, custom books, and consulting workflow.