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Epistemología del Prompting
Falsacionismo popperiano y auditoría adversarial en la era de los modelos de lenguaje
This book is 100% completeLast updated on 2026-09-02
Abandona el ensayo y error en la IA generativa. Un marco práctico y metodológico basado en el falsacionismo de Karl Popper para auditar, estresar y dominar la interacción con modelos de lenguaje.
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Epistemología del Prompting: Falsacionismo popperiano y auditoría adversarial en la era de los modelos de lenguaje
La ingeniería de prompts ha sido abordada predominantemente desde la intuición, el ensayo y error, o la heurística empírica. Este libro propone un cambio de paradigma radical: tratar los sistemas de lenguaje generativo no como cajas negras mágicas, sino como objetos de estudio científico expuestos a auditoría rigurosa.
Fundamentado en el falsacionismo de Karl Popper, este trabajo introduce un marco metodológico estructurado para someter los espacios latentes de los LLMs a pruebas adversariales, mitigando alucinaciones, evaluando sesgos e identificando los límites de alineación en arquitecturas basadas en Transformer y RLHF.
En este libro aprenderás a:
- Formular prompts bajo principios de falsabilidad y contraste de hipótesis.
- Diseñar auditorías adversariales para estresar la coherencia lógica de un LLM.
- Comprender la dinámica interna del espacio latente y la anisotropía semántica.
- Implementar marcos de validación rigurosos para modelos en entornos de producción.
Dirigido a ingenieros de IA, desarrolladores de software, investigadores y entusiastas que buscan superar la complacencia algorítmica y dominar la interacción técnica con la inteligencia artificial generativa.
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