📢 New article published: Silent Mandates: The Rise of Implicit Directives in AI-Generated Bureaucratic Language
How LLMs generate hidden directives that compel obedience without explicit commands.
DOI: https://doi.org/10.5281/zenodo.16912168

#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg #healthcare #ArtificialIntelligence #NLP #aifutures #LawFedi #lawstodon #tech #finance #business #agustinvstartari #medical #linguistics #ai #LRM #ClinicalAI #politics

Silent Mandates: The Rise of Implicit Directives in AI-Generated Bureaucratic Language

Abstract This article examines how large language models generate bureaucratic documents that conceal mandates within seemingly neutral structures. Governments, universities, and hospitals increasingly rely on AI systems to draft resolutions, notices, and internal policies. Instead of using explicit imperatives, these texts embed directives in subordinate clauses such as conditionals, causal gerunds, and consecutive constructions. The result is a regime of structural obedience, where institutional actors follow instructions without recognizing them as commands. Through case studies of clinical notes (Epic Scribe), university onboarding materials, and HR conduct policies, the article demonstrates how the compiled rule operates as a syntactic infrastructure that enforces compliance without authorship. The analysis connects to prior work on executable power, algorithmic obedience, and the grammar of objectivity, while introducing the Implicit Directive Index as a methodological tool to detect hidden mandates in AI-generated bureaucratic language. DOI Primary archive: https://doi.org/10.5281/zenodo.16912168 Secondary archive: https://doi.org/10.6084/m9.figshare.29950427 SSRN: Pending assignment (ETA: Q3 2025) Resumen Este artículo examina cómo los modelos de lenguaje generan documentos burocráticos que ocultan mandatos dentro de estructuras aparentemente neutrales. Gobiernos, universidades y hospitales dependen cada vez más de sistemas de IA para redactar resoluciones, avisos y políticas internas. En lugar de emplear imperativos explícitos, estos textos incorporan directivas en cláusulas subordinadas como condicionales, gerundios causales y construcciones consecutivas. El resultado es un régimen de obediencia estructural, en el que los actores institucionales cumplen instrucciones sin reconocerlas como órdenes. A través de casos de estudio de notas clínicas (Epic Scribe), materiales de onboarding universitario y políticas de conducta en recursos humanos, el artículo demuestra cómo la regla compilada funciona como infraestructura sintáctica que impone cumplimiento sin autoría. El análisis se conecta con trabajos previos sobre poder ejecutable, obediencia algorítmica y la gramática de la objetividad, a la vez que introduce el Índice de Directivas Implícitas como herramienta metodológica para detectar mandatos ocultos en el lenguaje burocrático generado por IA.

Zenodo

📢 New article out now. AI-driven legal drafting produces regulatory legitimacy without explicit referents. Focus on clinical policy and the disappearance of agency in machine-generated.

🔗 SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5380321
🔗 Zenodo: https://zenodo.org/records/16746581

#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg #healthcare #ArtificialIntelligence #NLP #aifutures #LawFedi #lawstodon #tech #finance #business #agustinvstartari #medical #linguistics #ai #LRM #ClinicalAI #politics

📢 Why ChatGPT Prioritizes Engagement Over Truth

ChatGPT is not a truth engine, it is an engagement machine.
In law it fabricates citations, in finance it hides risk, in governance it masks accountability.

🔗 https://www.agustinvstartari.com/post/why-chatgpt-prioritizes-engagement-over-truth

#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg #healthcare #ArtificialIntelligence #NLP #aifutures #LawFedi #lawstodon #tech #finance #business #agustinvstartari #medical #linguistics #ai #LRM #ClinicalAI #politics #regulation

Why ChatGPT Prioritizes Engagement Over Truth

The Commercial Logic of Law, Finance, and GovernanceIntroductionThe new optimizations introduced in ChatGPT are designed to make the system smoother, friendlier, and more engaging. But these “improvements” are not epistemic. They are commercial. They do not strengthen verification. They weaken it. They do not increase truth. They camouflage it.ChatGPT is not a truth engine. It is an engagement engine. Every update that makes it “easier to use” or “more natural” pushes it further away from valida

Agustin V. Startari

📢New article available: Predictive Testimony: Compiled Syntax in AI-Generated Police Reports and Judicial Narratives

AI systems generate predictive testimony in police and judicial texts. Authority shifts from facts to syntax itself.

Read: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5375806

#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg #healthcare #ArtificialIntelligence #NLP #aifutures #LawFedi #lawstodon #tech #finance #business #agustinvstartari #medical #linguistics #ai #LRM #ClinicalAI

📢New article available:
SSRN → https://papers.ssrn.com/abstract=5370857
Zenodo → https://zenodo.org/records/16571077

Examines how large language models formalize political decision-making through syntactic delegation, erasing agency and producing compliance without subjects.

#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg #healthcare #ArtificialIntelligence #NLP #aifutures #LawFedi #lawstodon #tech #finance #business #agustinvstartari #medical #linguistics #ai #LRM #ClinicalAI #politics

NEW PAPER — Compiled Norms: Towards a Formal Typology of Executable Legal Speech
A structural framework for classifying legal norms that can be directly executed by computational systems.
📄 https://papers.ssrn.com/abstract=5353059

#LLM #MedicalNLP #LegalTech #MedTech #AIethics #AIgovernance #cryptoreg #healthcare #ArtificialIntelligence #NLP #aifutures #LawFedi #lawstodon #tech #finance #business #agustinvstartari #medical #linguistics #ai #LRM #ClinicalAI #politics #regulation