ebee6c38d5
Addresses the P2 comment from Greptile on PR #2941: > "The measured delta at commit time is 13.78 points, but the > assertion guards at only 3 points, less than a quarter of the > actual gap. Any fixture change that silently erodes the margin > to, say, 4 points would pass CI while representing a ~71% > collapse in the tier separation signal. A threshold of roughly > 8 to 10 points (about 60% of the measured delta) would give > fixture tuning room while still providing a meaningful > early-warning signal before the ordering becomes a near-tie." Fair critique. The original commit-time reasoning ("3 leaves room for future fixture tuning without over-fitting to 13.78") optimized against over-fitting but allowed a semantic collapse from 13.78 to 4 to slip through CI. A threshold of 8 (about 60% of measured) catches that class of regression while still giving plenty of headroom for legitimate fixture tuning. The test still passes under current fixtures: actual delta is 13.78, assertion guards at >= 8. Also added a comment explaining the threshold choice and pointing at this review feedback, so the next reviewer does not need to re-discover the reasoning. No content change beyond the one threshold number, its error message, and the explanatory comment. Generated with Claude Opus 4.6 (1M context) via Claude Code + Compound Engineering v2.49.0 Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
World Monitor
Real-time global intelligence dashboard — AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.
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Documentation · Releases · Contributing
What It Does
- 435+ curated news feeds across 15 categories, AI-synthesized into briefs
- Dual map engine — 3D globe (globe.gl) and WebGL flat map (deck.gl) with 45 data layers
- Cross-stream correlation — military, economic, disaster, and escalation signal convergence
- Country Intelligence Index — composite risk scoring across 12 signal categories
- Finance radar — 92 stock exchanges, commodities, crypto, and 7-signal market composite
- Local AI — run everything with Ollama, no API keys required
- 5 site variants from a single codebase (world, tech, finance, commodity, happy)
- Native desktop app (Tauri 2) for macOS, Windows, and Linux
- 21 languages with native-language feeds and RTL support
For the full feature list, architecture, data sources, and algorithms, see the documentation.
Quick Start
git clone https://github.com/koala73/worldmonitor.git
cd worldmonitor
npm install
npm run dev
Open localhost:5173. No environment variables required for basic operation.
For variant-specific development:
npm run dev:tech # tech.worldmonitor.app
npm run dev:finance # finance.worldmonitor.app
npm run dev:commodity # commodity.worldmonitor.app
npm run dev:happy # happy.worldmonitor.app
See the self-hosting guide for deployment options (Vercel, Docker, static).
Tech Stack
| Category | Technologies |
|---|---|
| Frontend | Vanilla TypeScript, Vite, globe.gl + Three.js, deck.gl + MapLibre GL |
| Desktop | Tauri 2 (Rust) with Node.js sidecar |
| AI/ML | Ollama / Groq / OpenRouter, Transformers.js (browser-side) |
| API Contracts | Protocol Buffers (92 protos, 22 services), sebuf HTTP annotations |
| Deployment | Vercel Edge Functions (60+), Railway relay, Tauri, PWA |
| Caching | Redis (Upstash), 3-tier cache, CDN, service worker |
Full stack details in the architecture docs.
Flight Data
Flight data provided gracefully by Wingbits, the most advanced ADS-B flight data solution.
Data Sources
WorldMonitor aggregates 65+ external data sources across geopolitics, finance, energy, climate, aviation, cyber, military, infrastructure, and news intelligence. See the full data sources catalog for providers, feed tiers, and collection methods.
Contributing
Contributions welcome! See CONTRIBUTING.md for guidelines.
npm run typecheck # Type checking
npm run build:full # Production build
License
AGPL-3.0 for non-commercial use. Commercial license required for any commercial use.
| Use Case | Allowed? |
|---|---|
| Personal / research / educational | Yes |
| Self-hosted (non-commercial) | Yes, with attribution |
| Fork and modify (non-commercial) | Yes, share source under AGPL-3.0 |
| Commercial use / SaaS / rebranding | Requires commercial license |
See LICENSE for full terms. For commercial licensing, contact the maintainer.
Copyright (C) 2024-2026 Elie Habib. All rights reserved.
Author
Elie Habib — GitHub
Contributors
Security Acknowledgments
We thank the following researchers for responsibly disclosing security issues:
- Cody Richard — Disclosed three security findings covering IPC command exposure, renderer-to-sidecar trust boundary analysis, and fetch patch credential injection architecture (2026)
See our Security Policy for responsible disclosure guidelines.
worldmonitor.app · docs.worldmonitor.app · finance.worldmonitor.app · commodity.worldmonitor.app