BA Internet Principle · 03
A model cannot speak on anyone’s behalf.
A model finds patterns, estimates possibilities and generates outputs. It does not carry authority to speak for a person, institution, library or truth.
Output ≠ judgement · Sources · Uncertainty · Human approval
Core principle
A fluent answer is not authority to represent—and not a guarantee of accuracy.
Model output is considered together with its sources, context, date, uncertainty and intended use. Critical decisions and public representation cannot be handed to a model without human review.
The model generates; people verify, limit and remain accountable.
A useful distinction
Producing an output and carrying representation are different acts.
Model capability
Generates output
- Prediction and classification
- Draft text and images
- Patterns and similarity
- Suggested actions
Human responsibility
Carries judgement and representation
- Verifies sources
- Sets the context
- Considers harm and rights
- Makes the release decision
Model card
Every released model and workflow should carry a clear statement.
Purpose and scopeWhat may the model be used for, and which decisions must it not make? Sources and dateWhich data and period support the information? UncertaintyHow are error, missing representation and false confidence made visible? Human approvalWho verifies the work and takes responsibility at each stage? Representation statementIs it clear that the output is not automatically a human or institutional view? Way to stopHow can incorrect or harmful use be stopped?
Related BA Internet principles
Limits around models work together with data, interfaces, privacy and SEDD.
Deeper reading
Continue in the Külliyat Library
The portal summary offers direction; the Külliyat record keeps the source, context, and path to longer reading visible.
Atlas
RUYAH Concept Atlas
A concept atlas showing the relations among ADAB, EDEB, TE'DIB, SIDRA, MA, SEDD, İHSAN, SAHN, TEMSİL, MİLLET, and WAQF.
Open the Külliyat recordBook
RUYAH, SAHN.BA and SEMANIYYA Külliyat
A preparation record for a proposed Külliyat that would bring together sources related to RUYAH concepts and the portal architecture.
Open the Külliyat recordReport
BAI Human Oversight Report
A preparation record for a proposed report on human decision, contestability, reversal, representation, and responsibility in the use of models and automation.
Open the Külliyat record