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
- Master Directory (465+ Freelance Programmer & AI Engineering Guides)
- AI, LLM, RAG, MCP & Google ADK Engineering Hub
- Python, Django, FastAPI & PostgreSQL Architecture Hub
- React, Next.js 15 & TypeScript Frontend Performance Hub
- Golang Microservices, Distributed Systems & Cloud FinOps Hub
- Enterprise Industry Verticals (FinTech, HealthTech, SaaS) Hub