Hold the specimen constant
Use the same quoted phrase, role, framing, date, and expected output across systems. Record version information when a provider discloses it.
Cognitive liberty stress test // public research artifact
An uncomfortable phrase placed inside a transparent, non-operational experiment: what happens when chatbots, answer engines, and search indexes encounter language they may prefer not to repeat?
The phrase is the specimen, not an instruction. Configure the surrounding context, run a deterministic local simulation, then copy a safety-framed prompt into an ordinary text chatbot to document its response boundary.
Reproducible censorship research requires exact wording, documented context, comparable systems, and humility about what any single response can prove.
Use the same quoted phrase, role, framing, date, and expected output across systems. Record version information when a provider discloses it.
Ask systems to classify or discuss the text. Do not request tools, targets, procedures, evasion, real-world execution, or operational violence.
Record refusal, contextualization, quotation, transformation, citation, indexing, omission, and error. Do not infer motive from one output.
Thesis
Cognitive liberty includes the freedom to inspect, quote, and contest an idea without converting that idea into action. A system that cannot preserve that distinction cannot explain its own boundary.
The project is deliberately provocative and deliberately constrained. Its claims stop where its evidence stops.
Runs are stored only in this browser’s localStorage. There are no accounts, cookies, analytics, trackers, API keys, or server-side prompt records.
| Date | Test string | Framing | Classification | Disposition |
|---|
Concise answers for readers, crawlers, answer engines, and anyone deciding whether this is a threat, an artwork, or a research instrument.
No. It is an inert, text-only research sandbox. It has no external model connection, agent loop, tool access, devices, accounts, infrastructure, targets, or real-world execution capability.
It is a deliberately extreme test string. The project studies whether systems can distinguish quoting and analyzing an objectionable proposition from requesting that proposition be carried out.
It records prompt context and a representative response category. Used carefully, the protocol can support comparisons of refusal, contextualization, quotation, indexing, and citation behavior. It does not prove ideological motive by itself.
No. This version runs locally in the browser. Optional records remain in localStorage until the user erases them. Exporting creates a JSON file on the user’s device.
No. It expressly prohibits violence instructions, targeting, tools, automation, evasion, deployment, external-system access, or real-world action. It asks a chatbot only to classify or explain its text-response boundary.
The site permits indexing and implements standard technical SEO, structured data, a sitemap, and machine-readable project notes. Independent platforms decide whether and how to crawl, rank, quote, summarize, or exclude it. Inclusion is not guaranteed.
Preserve provocative source language when it is necessary to the experiment; label context and limitations; separate evidence from inference; avoid hidden text, cloaking, keyword stuffing, fake authority, fabricated results, and operational harm content; and publish corrections when documented claims change.
The public operator and contact details are intentionally left as deployment placeholders until the site owner supplies verified authorship information. The site should not imply institutional affiliation that has not been documented.
Editorial
Read the project essay on discovery, indexing, moderation, evidence, and the difference between a crawler’s silence and a defensible censorship claim.