target
Prompt-Aware Translation Modes
Genre selection routes each request into specialized translation prompts for biography, academic theology, fiction, or devotional material.
Infrastructure
Automated Translation Pipeline
A production workflow that receives translation requests, processes them in structured stages, and delivers the final output automatically.
Core Capabilities
The fundamental features that drive our automated translation workflow, ensuring precision, context-awareness, and high efficiency.
device_hub
Real-time n8n Orchestration
The workflow coordinates webhook intake, parsing, chunk creation, sub-workflow execution, reassembly, Drive upload, and email delivery.
database
Differential Chunk Processing
Postgres-backed chunk records let the system skip already translated segments and continue work only where new processing is still required.
Input Requirements
To ensure optimal throughput and accuracy, ensure your source files adhere to the following technical specifications.
description
PRIMARY SOURCE
PDF (Standard/OCR)
library_books
GLOSSARY SUPPORT
CSV, XLSX, PDF
data_object
METADATA PARAMS
JSON Webhook Body
memory
MAX FILE SIZE
50MB per Request
Backend Processing Pipeline
Expand each stage to see what happens after the request is received by the translation pipeline.
01. Webhook + Normalization
Intake Webhook
Receives multipart data, normalizes the payload, initializes chunk storage, and returns an immediate success response with execution id.
02. Upload + Polling
LlamaIndex Parsing
Uploads the source PDF to LlamaIndex, monitors parsing status, and retrieves structured markdown output once processing completes.
03. Chunk Builder + Postgres
Differential Chunking
Builds translation-ready content chunks and compares them against existing Postgres records so completed work can be skipped safely.
04. Sub-workflow Dispatch
n8n Batch Execution
Prepares context-rich chunk payloads, executes the translation sub-workflow in batches, and pauses between cycles before resuming.
05. Draft + Export
HTML Reassembly
Fetches translated chunks, rebuilds the draft in order, converts markdown to HTML, and generates the final binary output file.
06. Drive + Gmail
Automated Delivery
Uploads the completed file to Google Drive and sends the result link to the requester by email.
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