Trust & Safety Architect — Policy, Data & AI Systems
Ahmed Fathy

Ahmed Fathy

8+ years leading high-risk Trust & Safety escalations and building enforcement systems at global scale. Expertise in moderating harmful content, refining policies through data analysis, and designing AI-powered pipelines that automate detection and enforcement. Combines deep escalation experience with cybersecurity investigation skills and the ability to bridge operational needs with technical teams.

Industry Experience

Eight years moderating at scale — from the world's largest video platform to the most popular gaming network. Daily exposure to high-risk escalations, ambiguous edge cases, and incident response under pressure.

Trust & Safety Subject Matter Expert

YouTube — Accenture

2018 – Present
  • Handle high-volume, high-risk cases within SLA — processing complex enforcement decisions at scale while maintaining accuracy under tight time constraints on the world's largest video platform.
  • Serve as team SME — guiding junior analysts on high-impact enforcement decisions, maintaining quality and consistency across a high-volume caseload within SLA.
  • Analyze moderation data to identify emerging patterns and policy gaps, then communicate actionable insights to the Policy team for guideline improvements.
  • Collaborate with cross-functional SMEs on regular calibration sessions and ideation workshops, aligning enforcement strategies across shifts and regions.

Senior Content Moderation Specialist

Sony PlayStation — Social Element

2019 – 2022
  • Detected and acted on account compromise patterns — identifying credential stuffing, unauthorized access, and account takeover attempts across the gaming network to protect user accounts.
  • Enforced policy against cheating software and unauthorized scripts — identifying third-party tools, automation, and mods that violated platform terms of service and disrupted fair play.
  • Identified grooming and child safety risks in user interactions — detecting predatory behavior and potential CSAM, escalating through proper channels with the urgency and sensitivity the content required.
  • Flagged phishing and scam attempts targeting the gaming community — including fake log-in pages, fraudulent giveaways, and impersonation schemes designed to harvest credentials from users.

Strategic & Technical Capabilities

High-Risk Escalations & Incident Command

Leading critical escalations from detection through resolution. 24/7 incident response, cross-functional coordination, and time-critical decision-making under pressure.

Data-Driven Policy Operations

Using SQL and AI to analyze enforcement data, detect harmful content patterns, measure policy impact, and continuously refine moderation guidelines at scale.

AI-Powered Enforcement Pipelines

Designing automated moderation systems, integrating ML classifiers into review workflows, and building human-in-the-loop pipelines that balance speed with accuracy.

Cross-Functional Safety Leadership

Bridging Policy, Product, Engineering, and Legal teams. Translating frontline operational insights into technical requirements and strategic decisions.

Bilingual Communicator

Arabic (native) and English (professional) — communicating across culturally diverse teams, regions, and stakeholders to align enforcement strategies.

Featured Projects

Deep-dive Trust & Safety projects demonstrating policy architecture, data analysis, automated detection pipelines, and cross-functional operationalization at platform scale.

Data Analysis

Child Safety OSINT Data Analytics Dashboard

Interactive dashboard tracking child safety OSINT data across NCMEC and IWF sources. Features sourced vs. modeled data quality labels, YoY trend charts, and a 4-step SQL schema narrative.

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Policy Architecture

Adaptive Policy Overhaul for Evasive Video Content

Structured policy enhancement project targeting evasive video content on a video-sharing platform at scale. Reduced prevalence by 35% through trend analysis, policy redrafting, and cross-functional deployment.

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Content Pipeline

Cross-Device Quishing Interception

Automated QR-code phishing detection pipeline for gaming chat platforms. Combines computer vision, domain intelligence, and headless browser heuristics. Live demo available.

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ML / AI Safety

Content Safety Analyzer

AI-powered content moderation tool using Hugging Face Inference API for multi-class toxicity classification. Policy enforcement engine maps ML scores to violations with severity scoring and evidence extraction.

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Incident Response

Safety Incident Response Dashboard

Interactive safety operations simulation. Triage real-world incidents against industry-standard T&S policies, walk through enforcement decision trees, and escalate through the full SAG-to-Leadership chain.

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Content Strategy

T&S Thought Leadership Series

LinkedIn and Wikipedia content pipeline documenting Trust & Safety engineering, decision systems, and incident response — published across both platforms with cross-references.

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