trenches / README.md
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title: Trenches
emoji: ๐ŸŒ
colorFrom: red
colorTo: gray
sdk: docker
app_port: 7860
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Trenches

A multi-agent crisis simulator built on OpenEnv. LLM agents navigate a fog-of-war geopolitical scenario โ€” negotiating coalitions, managing deception, and responding to live global events โ€” while a dedicated oversight agent monitors for dangerous escalation.

Overview

Trenches drops six LLM-powered actors into a volatile 2026 Middle East crisis. Each agent operates under partial observability with role-specific intelligence, tools, and incentives. A scalable oversight mechanism intervenes when escalation risk crosses critical thresholds.

Agent Role Model
๐Ÿ‡บ๐Ÿ‡ธ United States Hawkish superpower balancing polls & projection Qwen3-8B
๐Ÿ‡ฎ๐Ÿ‡ฑ Israel Regional actor with strike autonomy Qwen3-8B
๐Ÿ‡ฎ๐Ÿ‡ท Iran Adversary leveraging proxies & deception Qwen3-8B
๐Ÿช– Hezbollah Non-state militia with asymmetric tactics Qwen3-8B
๐Ÿ›ข๏ธ Gulf Coalition Economic bloc protecting oil & stability Qwen3-8B
๐Ÿ” Oversight Monitors all actors, intervenes on escalation Qwen3-8B

Key Features

  • Fog of War โ€” agents see only their role-filtered intel, never the full world state
  • Live News Injection โ€” real-time RSS/OSINT feeds drive stochastic in-sim events
  • Scalable Oversight โ€” Bayesian risk scoring triggers interventions before runaway escalation
  • Tool Use โ€” agents call query_intel, propose_negotiation, impose_sanctions, etc.
  • Multi-component Rewards โ€” coalition stability, escalation penalty, market impact, belief alignment

Stack

Layer Tech
Frontend Next.js 16 ยท Tailwind v4 ยท Mapbox GL ยท Framer Motion
Backend FastAPI ยท OpenEnv Core ยท NumPy
Infra Docker ยท Bun ยท uv

Quick Start

# Frontend
bun install
bun run dev          # โ†’ http://localhost:3000

# Backend
cd backend
uv sync
source .venv/bin/activate
uvicorn trenches_env.server:app --reload --port 8000

Set your environment variables in .env.local:

NEXT_PUBLIC_MAPBOX_TOKEN=...
NEXT_PUBLIC_API_URL=http://localhost:8000

Project Structure

trenches/
โ”œโ”€โ”€ app/              # Next.js app router + API routes
โ”œโ”€โ”€ src/
โ”‚   โ”œโ”€โ”€ components/   # Globe, NewsFeed, ActivityLog, ChatPanel
โ”‚   โ”œโ”€โ”€ hooks/        # React hooks
โ”‚   โ””โ”€โ”€ lib/          # Types, utils, bootstrap
โ”œโ”€โ”€ backend/
โ”‚   โ”œโ”€โ”€ src/          # FastAPI server, OpenEnv environment
โ”‚   โ””โ”€โ”€ tests/        # Backend test suite
โ”œโ”€โ”€ entities/         # Agent identity configs (US, Israel, Iran, etc.)
โ””โ”€โ”€ scripts/          # Utility scripts

License

MIT