Build **RadicalizationGuard AI**—a $50K/year **Cybersecurity SaaS + federated learning platform** that combines **LLM-powered narrative analysis**, **real-time behavioral profiling**, and **automated subpoena compliance**. The platform would: (1) Deploy **‘NarrativeSense’**: Fine-tuned LLMs (e.g., Llama-3.2-70B) analyzing text, voice, and video for extremist narratives (e.g., ‘“Great Replacement” + “white genocide” = 98% radicalization risk’); (2) Provide a **‘Behavioral Heatmap’** showing user engagement patterns (e.g., ‘User #XYZ: 400% increase in extremist content consumption’); (3) Integrate with **‘Platform APIs’** (Discord, Twitch, Reddit) to auto-flag/quarantine high-risk content; (4) Offer a **‘Subpoena Compliance Engine’** that auto-generates DOJ/FBI reports; (5) Include a **‘Counter-Radicalization Playbook’** with pre-approved responses (e.g., ‘Redirect to mental health resources’).

Market Catalyst & News Trigger

"US House Oversight Committee summons CEOs of Discord, Twitch, Reddit to testify on online radicalization"

The Workflow Friction

Platforms like Discord, Twitch, and Reddit are under regulatory scrutiny for enabling radicalization, but lack scalable tools to detect, report, and mitigate extremist content. Current moderation relies on reactive human review, which is slow, inconsistent, and fails to address encrypted or decentralized spaces. The financial/operational cost of inaction includes hefty fines, legal liabilities, and reputational damage (e.g., $10M+ in potential penalties per platform).

Problem Summary

Real-world problem signal validation.

One-Shot MVP Builder Blueprint (48 Hours)

A dashboard showing: (1) Real-time radicalization risk scores for users/groups; (2) Automated compliance reports for DOJ/FBI subpoenas; (3) Quarantine/flagging status for high-risk content; (4) A 'Playbook' tab with pre-approved counter-radicalization scripts. Integrate with Discord/Twitch APIs to demonstrate auto-flagging of sample extremist content.

Recommended Developer Tech Stack

• React
• FastAPI
• PostgreSQL
• Llama API
• Twilio Segment