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Announcing langchain-textual: PII redaction and synthesis for LangChain on Tonic Textual

ID: ee9dd2d6-1d02-53ab-a1e2-8b1c688c0395

STIX ID: report--ee9dd2d6-1d02-53ab-a1e2-8b1c688c0395

Feed Name: Security Boulevard

Date Published: 2026-03-20

Date Updated: 2026-04-22

Author: Expert Insights on Synthetic Data from the Tonic.ai Blog

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This document describes langchain-textual, a LangChain integration that brings Tonic Textual’s transformer-based PII detection, redaction, and realistic data synthesis into LLM workflows. It outlines supported formats (text, JSON, HTML, PDFs/images, tabular), five LangChain tools, configuration of redaction vs synthesis per entity type, validation/error guidance for agent use, installation and example usage, and notes on deployment options and future enhancements.

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