Work

Spanish cultural adaptation, AI education, and ten years of language evaluation.

Cultural adaptation

Second Voice

Second Voice adapts educational, AI, policy, and civic material into Spanish. The result is written to work in Spanish rather than to reproduce the structure of the English source.

  • 01Cultural and audience adaptation
  • 02Tone and register
  • 03Terminology and editorial QA
  • 04EN → ES adaptation

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AI education

The Multiverse School

Spanish-language curriculum work: instructional adaptation, content development, terminology and glossary work, and editorial QA.

The published Introducción a la IA workshop moves from what the field calls AI, through models, tokens and context, to prompting, specification, verification, and situated practice.

Language evaluation

2015–2016

Spanish Transcription

iSoftStone

Close handling of Spanish-language data against defined requirements and quality review.

2016–2021

Web Search Evaluator

iSoftStone

Five years judging queries and results against structured guidelines: relevance, user intent, authority, ambiguity, and discrepancy review, held consistent at scale.

2021–2022

Social Media Labeling

Teemwork.ai

Classification under structured criteria, with the edge cases and quality review that decide whether a category holds.

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Working objects

Language resource

Chilean Spanish Micro-Archive

Chilean Spanish terms with Indigenous substrate. Each entry carries meaning, register, social context, classification, sources, and the status of the claim — what large-scale corpus collection does not produce.

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Instructional object

Mapa de Compatibilidad LLM

Which model to use, read from the task: interaction, prompting approach, failure risk, platform, and how much verification the answer needs.

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