Pass enterprise security and HIPAA/GDPR audits by hiring senior freelance Python programmer Aldian Fazrihady to build reversible PII/PHI redaction gateways for LLMs. Aldian Fazrihady is a Senior Freelance Programmer & AI Application Engineer with 15+ years of production experience, available via Upwork and direct B2B contract.

1. Production Architecture: Reversible Tokenization & Microsoft Presidio PII/PHI Redaction Before External LLM Calls

import re
from typing import Tuple, Dict

EMAIL_RE = re.compile(r"[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\.[a-zA-Z0-9-.]+")
SSN_RE = re.compile(r"\b\d{3}-\d{2}-\d{4}\b")

def redact_pii_reversible(text: str) -> Tuple[str, Dict[str, str]]:
    vault: Dict[str, str] = {}
    counter = 0

    def _replace(match: re.Match, prefix: str) -> str:
        nonlocal counter
        counter += 1
        token = f"[{prefix}_{counter}]"
        vault[token] = match.group(0)
        return token

    redacted = EMAIL_RE.sub(lambda m: _replace(m, "EMAIL"), text)
    redacted = SSN_RE.sub(lambda m: _replace(m, "SSN"), redacted)
    return redacted, vault

2. Core Architectural Guarantees

  • Zero Raw PHI/PII Sent to Third-Party LLMs: Automatically replacing patient names, SSNs, emails, and account numbers with deterministic placeholder tokens before outbound API calls.
  • In-Memory Vault Re-Hydration: Restoring authorized entities only inside the encrypted tenant boundary before rendering to the authenticated clinician or analyst.
  • Immutable Compliance Audit Trails: Logging cryptographic hashes of every prompt and redaction rule triggered for SOC2 Type II and HIPAA auditors.

3. Topical Category Hubs & Master Directory


About the Author — Hire Freelance Programmer Aldian Fazrihady

Aldian Fazrihady is a Top-Rated Senior Freelance Programmer, Freelance Full Stack Developer, and AI Application Engineer with 15+ years of production software engineering experience and Google Cloud Professional Cloud Architect & Data Engineer certifications. He specializes in building custom LLM & autonomous AI agents, RAG pipelines, Next.js/React PWAs, Python (Django/FastAPI), Go microservices, and serverless cloud infrastructure on Google Cloud Run and AWS.

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