AI System / Content Automation Platform
AI-Driven Content Built on Cultural Knowledge
(March 2026 — Present)
Role / Services
I designed Tochtli AI Studio, an AI-powered content system that transforms cultural source material into structured, high-quality outputs. By combining retrieval-based generation with curated knowledge sources, the system produces content that is both context-aware and culturally grounded.
Not just generating content — preserving context.
Client
AI Content System
Creating central knowledge bases to power content planning.
About This Work
Tochtli AI Studio is designed to automate content creation while maintaining cultural accuracy and depth. Instead of relying on generic generation, the system ingests curated materials such as books, PDFs, and visual references, converts them into embeddings, and retrieves relevant context during generation. This allows outputs to remain grounded in real knowledge while scaling content production for media, storytelling, and brand use.
FROM KNOWLEDGE TO GENERATED Content
01.
Knowledge Ingestion & Processing
Document Ingestion Pipeline
Processes PDFs, texts, and cultural sources into structured data for downstream use.
Embedding Generation
Converts content into vector embeddings for semantic search and retrieval.
Curated Knowledge Base
Maintains a controlled dataset to ensure outputs remain culturally accurate and relevant.
02.
AI Generation System (RAG + LangChain)
Retrieval-Augmented Generation (RAG)
Combines retrieved context with language models to generate grounded responses.
LangChain Workflow Orchestration
Uses LangChain to manage prompt chaining, retrieval flow, and output structuring.
Context-Aware Prompting
Dynamically injects relevant knowledge into prompts to improve accuracy and depth.
03.
Automation & Content Workflows
Content Generation Pipelines
Automates creation of posts, captions, and long-form content from source material.
Brand-Aligned Output Formatting
Structures outputs to match tone, style, and cultural identity of the brand.
Scalable Content System
Designed to support high-volume generation while maintaining consistency.