## 📡 Data Sources

GDELT Project
Real-time news indexing
500k+ news sources, academic OSINT database
Rate: 1 query/5 sec (sustainable)
Coverage: Global, all media types
Use: Baseline narrative detection, media coherence
NewsData.io
News aggregation + filtering
Real-time feed, 600 requests/day free
Rate: ~60 queries/day practical
Coverage: 80k+ sources, 100+ countries
Use: Coordinated narrative detection, source correlation
NewsAPI.org
News aggregator + sorting
500 requests/day free, publishedAt sorting
Rate: ~50 queries/day practical
Coverage: US/Western media focus
Use: Domestic narrative timeline, US media behavior
Reddit (Read-Only)
Community signals + discussion
No auth needed, public subreddit search
Rate: 60 requests/min per IP (unlimited)
Coverage: r/politics, r/news, r/intelnews, r/MiddleEast
Use: What community suspects, conspiracy signals, grassroots narrative
🎯 Why Multiple Sources: Different APIs index different media outlets, publish at different times, have different latency profiles, and capture different audience segments. By rotating queries across all four in parallel, we detect when narratives become coordinated (same story across outlets + community simultaneously) vs. organic. Coordinated narratives across institutional media AND grassroots discussion are a signal for institutional messaging prep.

## 📊 Latest Analysis (2026-03-15 06:00 UTC)

Total Files Collected 1,680
Unique Story Patterns 371
Genuinely Coordinated Narratives 6 / 4 sources
Operational Patterns Detected 1 (Authority Consolidation - HIGH)
Current Threat Level YELLOW (Isolated Institutional Anomalies)
Red Line Triggers Active 5 / 5 monitored

## 🚨 Genuinely Coordinated Narratives (6 detected)

Stories breaking simultaneously across 2+ independent APIs (NOT counting aggregator duplication)

1. TSA Workers Paycheck Gap + DHS Budget Emergency
Breaking across: NewsAPI, NewsData | 5 outlets | 160 mentions
2. DHS Standoff Intensifies + GOP Warns of Rising Terror Threats
Breaking across: NewsAPI, NewsData | 2 outlets | 54 mentions
3. Unverified Iran Drone Tip → FBI Alerts to California Law Enforcement
Breaking across: NewsAPI, NewsData | 2 outlets | 54 mentions
4. Democratic Senators File War Powers Resolution (Cuba Focus)
Breaking across: NewsAPI, NewsData | 3 outlets | 51 mentions
5. Pentagon Confirms 150+ U.S. Casualties + Global Energy Markets Braced for Collapse
Breaking across: NewsAPI, NewsData | 2 outlets | 51 mentions
6. Mamdani Administration $1.9B, 3-Year Contract for NYC Homeless Housing
Breaking across: NewsAPI, NewsData | 2 outlets | 49 mentions

## 📈 Top Signal Queries by Volume

79 unique stories: Trump Iran nuclear
42 unique stories: special forces Iran
37 unique stories: Rubio Iran policy
35 unique stories: Netanyahu war planning
33 unique stories: defense contract Iran
31 unique stories: Hegseth Iran classified
27 unique stories: federal personnel Iran
25 unique stories: FBI Iran domestic
25 unique stories: classified assessment Iran
24 unique stories: congressional briefing Iran
24 unique stories: DHS budget emergency
19 unique stories: sleeper cell Iran threat

## 🚨 RED LINE ESCALATION TRIGGERS (Active Monitoring)

RED 1 - Sleeper Cell Narrative: 19 unique stories | FBI announces "Iranian sleeper cell" arrest (no supporting evidence) across multiple outlets simultaneously → Assume false flag / narrative prep
RED 2 - Classification Escalation: 24 unique stories | Congressional briefing suddenly classified (was previously unclassified Iran ops) → Assume active cover-up underway
RED 3 - Coordinated Media: 6 narratives detected | 3+ outlets (detected via NewsAPI + NewsData correlation) run identical threat alert within 2 hours → Assume domestic op launching
RED 4 - Prosecutor Reassignment: 27 unique stories | Federal prosecutors reassigned FROM corruption cases → Assume evidence destruction in progress
RED 5 - Voting Emergency: 24 unique stories | Voting law emergency provisions framed as Iran/national security → Assume election interference prep

## 🔍 Framework Status

Query Coverage: 156 total queries (12 core + 144 threat actor category expansions)
Operational Patterns: 10 pattern detectors active
Threat Assessment: 4-tier system (GREEN/YELLOW/ORANGE/RED)
Coordination Detection: Multi-API deduplication (outlet-based, zero aggregator copies)
Deployment Schedule: 06:00, 14:00, 22:00 UTC daily
Cost Model: ~$0.08 per analysis | ~$7/month (3x daily)
AUTO-ALERT: Triggers immediately if threat level reaches RED
Methodology: This dashboard continuously monitors observable signals across 7 tiers using four independent data sources (GDELT, NewsData, NewsAPI, Reddit) running in parallel rotation. We detect when signals cluster (multiple sources reporting same narrative) vs. scatter (noise). Clustered signals suggest institutional coordination. Signals marked DETECTED (3+ corroborating sources), PENDING (not yet observed), or WATCHING (emerging pattern).
Risk Assessment Logic: Historical precedent shows: classified assessments contradict public messaging → war architects face choice → either admit failure or pivot to domestic ops (false flag, emergency powers, evidence destruction) to justify escalation. This dashboard watches for that pivot by monitoring media coordination, personnel changes, classification shifts, and emergency legislation timing.
Data Archive: All query results are archived locally with timestamps for historical trend analysis. Analysis reports automatically saved to memory/analysis_reports/.
Framework Version: ZERO EDITION v3 (Expanded) | Live operational deployment
Last updated: Mar 15, 2026 06:00 UTC | Next scheduled analysis: Mar 15, 2026 14:00 UTC