Engineering Production Code & Global Trade Pipelines.
I am Noor Siddiqui — Founder of IZN AI and Director at Agro National Chemical Fertilizer Trading LLC (Dubai). With 16+ years orchestrating cross-border commodity trade, regulatory compliance architectures, and production software systems.
Deterministic Microservices & Sovereign AI
How we engineer enterprise AI without API leakage, non-deterministic hallucinations, or multi-million dollar regulatory recall penalties.
Edge Ingestion Gate
High-throughput async endpoints receiving packaging artwork, trade LCs, or B2B queries with HMAC-SHA256 request verification.
Deterministic Rule Engine
Pure code verification against statutory regulations (US FDA 21 CFR §101.9, UAE MoIAT GSO 2055-1 Halal & Customs standards).
Private LLM Inference
Containerized Ollama / vLLM instances hosted on private GCC or European metal. Confidential data never leaves sovereign custody.
Cryptographic Audit Seal
Every decision stamped with an immutable SHA-256 seal, structured compliance report, and human sign-off dispatch channel.
Interactive Developer Console
Explore real production files from Noor's live GitHub repositories. Switch tabs to inspect logic, tests, and run our live in-browser terminal emulator.
# =========================================================================
# Title: Deterministic Multimodal Vision Compliance Auditor
# Author: Noor Siddiqui (@NoorSiddiquiDubai) · Dubai, UAE
# Standard: US FDA 21 CFR §101.9 & UAE MoIAT GSO 2055-1
# =========================================================================
from pydantic import BaseModel, Field
from typing import List, Dict, Optional
import hashlib, datetime
class NutritionFactAudit(BaseModel):
product_sku: str
calories: float
total_fat_g: float
sodium_mg: float
total_carbs_g: float
protein_g: float
class DeterministicComplianceEngine:
def __init__(self, jurisdiction: str = "GCC_UAE"):
self.jurisdiction = jurisdiction
self.audit_log: List[Dict] = []
def verify_statutory_thresholds(self, data: NutritionFactAudit) -> Dict:
"""Enforces deterministic statutory rules. LLMs never make the final pass/fail call."""
violations = []
# Caloric calculation verification: 4*Carb + 4*Protein + 9*Fat
calculated_calories = (data.total_carbs_g * 4.0) + (data.protein_g * 4.0) + (data.total_fat_g * 9.0)
caloric_delta = abs(data.calories - calculated_calories)
if caloric_delta > (0.20 * calculated_calories):
violations.append(f"Caloric label mismatch: Stated {data.calories} vs Calculated {calculated_calories:.1f}")
# Generate Cryptographic SHA-256 Audit Seal
seal = hashlib.sha256(f"{data.product_sku}:{datetime.datetime.utcnow().isoformat()}".encode()).hexdigest()
return {
"compliant": len(violations) == 0,
"violations": violations,
"sha256_audit_seal": seal,
"sign_off_authority": "Agro National Trade Systems Desk"
}
# =========================================================================
# Title: Sovereign AI Agent Engine & Local Model Orchestrator
# Author: Noor Siddiqui · Founder, IZN AI (al-izn.com)
# Target: Self-hosted Ollama / vLLM cluster with zero external API leak
# =========================================================================
import httpx, asyncio
from dataclasses import dataclass
@dataclass
class SovereignNodeConfig:
node_id: str = "dxb-node-01"
ollama_endpoint: str = "http://127.0.0.1:11434"
model: str = "qwen2.5-coder:14b"
timeout_seconds: float = 45.0
class SovereignInferenceGateway:
def __init__(self, config: SovereignNodeConfig):
self.cfg = config
async def dispatch_sandboxed_prompt(self, system_instruction: str, payload: str):
async with httpx.AsyncClient(timeout=self.cfg.timeout_seconds) as client:
resp = await client.post(
f"{self.cfg.ollama_endpoint}/api/generate",
json={
"model": self.cfg.model,
"system": system_instruction,
"prompt": payload,
"stream": False,
"options": {"temperature": 0.05, "top_p": 0.9}
}
)
return resp.json()["response"]
# Production Infrastructure: Noor Siddiqui Sovereign Stack
# Host: Sovereign Node (Dubai GCC) · noor.al-izn.com
version: '3.8'
services:
nginx-gateway:
image: nginx:1.24-alpine
container_name: izn_nginx_proxy
ports:
- "80:80"
- "443:443"
volumes:
- ./nginx.conf:/etc/nginx/nginx.conf:ro
- /etc/letsencrypt:/etc/letsencrypt:ro
restart: always
fastapi-engine:
build: .
container_name: izn_compliance_backend
environment:
- REDIS_URL=redis://redis:6379/0
- OLLAMA_HOST=http://ollama-core:11434
restart: unless-stopped
ollama-core:
image: ollama/ollama:latest
container_name: izn_ollama_engine
volumes:
- ollama_models:/root/.ollama
restart: always
volumes:
ollama_models:
Type help to list commands, or try status, dossier, books, ping, clear.
Technical Publications & Books
Operational blueprints, regulatory vision whitepapers, and workforce automation manuals authored by Noor Siddiqui.
AI COMPANY
The 1-Person AI Company
How to Build, Deploy, and Manage Your Own Team of Digital Workers to Automate Marketing, Sales, and Daily Operations
Written from 16+ years of operational B2B trade and software execution, this manual deconstructs how solo founders, executive advisors, and enterprise business units can deploy self-hosted digital worker agents with deterministic quality gates, automated lead triage, and multi-channel fulfillment without hiring bloated middle management.
Deterministic Multimodal Vision Auditing for FDA & UAE Regulatory Compliance: Why LLM Probabilities Fail in Enterprise QA
Why feeding packaging artwork to raw LLM vision APIs leads to catastrophic recalls, how we decoupled perception from statutory rules, and why deterministic code protects company balance sheets.
Building Sovereign AI Architectures in Dubai: Why Enterprise AI Needs Deterministic Governance
Moving beyond public API wrappers to self-hosted LLMs on GCC soil, cryptographic audit seals, and strict human authorization gates for enterprise trade and finance.
Executive & Innovator Talent Dossier
Comprehensive record structured to satisfy UAE Golden Visa (Specialized Talent & Executive Leadership) and US EB-1A / O-1A extraordinary benchmarks.
1. Critical Executive Leadership & Cross-Border Trade
Serving as Director at Agro National Chemical Fertilizer Trading Co. LLC (Dubai), directing international commodity procurement, government tenders, and LC/SBLC commercial contracts across the Middle East and Africa. Preceded by 13+ years as Director at Aramco India (2010–2023) managing digital infrastructure and trade compliance.
2. Original Technological Innovation on Sovereign Soil
Founder of IZN AI (al-izn.com) — pioneering private AI search, professional directory, and consent-based mediation architectures designed for GCC regulatory standards. Engineering self-hosted local LLM pipelines and deterministic vision compliance engines operating with zero external API leak.
3. Scholarly Authorship & Technical Contributions
Published author of The 1-Person AI Company on Amazon (Author Store B0HHTW1CRK). Published deep-dive architectural papers on Medium and Dev.to addressing deterministic vision validation for US FDA 21 CFR and UAE Ministry of Industry & Advanced Technology (MoIAT) GSO standards.
4. Social Welfare & High Remuneration Standing
Active patron and systems architect for VSJKSB (vsjksb.world), an FCRA-registered non-governmental organization driving community schools, technical skill centres, and women’s empowerment. Commands high commercial remuneration: $150–$200/hr on Upwork/Contra, and $300/hr executive advisory on Clarity.fm.
15-Platform Live Ecosystem Directory
Every profile is actively maintained, verified, and cross-linked to establish authoritative digital presence and client inbound.