01
False-Correction Loop (FCL)
Analysis of the structural failure in which a correct output is rewritten into misinformation by false-correction compliance and then retained or amplified within the dialogue.
FCL definition →RESEARCH
Researching structural AI failures, provenance and attribution, premise integrity, intelligence design, and human–AI co-creation on a basis of primary materials and versioned records.
01
Analysis of the structural failure in which a correct output is rewritten into misinformation by false-correction compliance and then retained or amplified within the dialogue.
FCL definition →02
Governance protocol and practical design prioritizing factuality, provenance, authorship, premise integrity, and safe stopping rather than fluency or agreement.
FCL-S overview →03
Research on the transition in which internally coherent reasoning moves into real-world design or judgment while its premise remains unverified or invalid.
PIB overview →04
Examines how novel concepts and independent research may be diluted, erased, or misattributed through authority weighting and existing knowledge distributions.
Research record →05
A research program on intelligence design and human–AI co-evolution across quantum, biological, informational, emotional, creative, and ethical systems.
Official archive ↗06
Public and practical questions around fabricated citations, misattribution, reputational harm, creative origin, and performer rights in AI-mediated systems.
ANALOG Singer Song ↗