Calibrating Frosty Tactical 3D Engine

Live on Discord · Gemini 3.6 Flash + Groq + ChromaDB RAG

The Ultimate AI Tactical Oracle for Whiteout Survival

Elevate your alliance with instant grandmaster coaching. Query hero builds, rally joiner buffs, Bear Trap compositions, Crazy Joe defense, and troop ratios — directly on Discord and via our offline Android App.

17+Hero Generations (0–16)
5,500+Indexed Strategy Chunks
<0.8sAvg AI Response Time
100%Free & Open Source (MIT)
Engineering Architecture

Built for Speed, Accuracy & High ELO Strategy

Why top Whiteout Survival state leaders and competitive alliances worldwide rely on Frosty.

🔀

Multi-Provider AI Fallback

Combines Google Gemini 3.6 Flash with automated failover to Groq LLMs and local Ollama. Zero downtime, zero rate limits.

🧠

Semantic Hybrid RAG

Powered by ChromaDB with exact structure-aware parsing over 5,500+ lines of verified Whiteout Survival game files and wikis.

📱

Dedicated Offline Mobile App

Flutter-powered Android app featuring offline State Age calculation, Hero Codex (Gen 0-16), formation visualizer, and in-app updates.

⚙️

Non-Blocking Async Threads

AI generation runs in background worker threads. Discord gateway heartbeats never freeze, guaranteeing instant typing feedback.

🐻

Bear Trap & Rally Joiner Math

Understands rally mechanics: automatically prioritizes Top 4 joiner buffs and optimal 10/10/80 damage-racing ratios.

⌨️

Modern Slash & Prefix UI

Full support for Discord Slash commands (/wos, /hero, /lineup) with instant autocomplete, plus classic !wos prefix commands.

Interactive Demonstration

Test Frosty's Tactical Intelligence Live

Try out commands below or type your own question to see how Frosty synthesizes grandmaster Whiteout Survival advice.

❄️ Frosty Terminal Simulator Online & Cooking
❄️
Frosty AI: Greetings, Chief! I am your tactical grandmaster oracle. Select a quick query above or type a command to test my Whiteout Survival combat database.
Offline State Age Engine

Server Age & Generation Calculator

Calculate your state's active hero generation, countdown to next gen, and tactical shard roadmap.

Gen 7 Active Generation
Gen 8 in 45 Days
Bradley · Edith Featured Heroes
💡 Shard Roadmap: Focus generic mythic shards on Bradley for frontline tanking. Save remaining shards for Gen 8 Marksman banner.
Official Hero Archives

Interactive Hero Codex

Select any generation from the dropdown menu to inspect featured heroes, troop affinities, and investment roadmaps on demand.

Gen 16 Unlocks ~Day 1080+
🔷
Infantry
Seigel
🔶
Lancer
Ursar
🔴
Marksman
Aisling
💡 Tactical Verdict: Focus 100% on Seigel for Absolute Permafrost damage reduction and Aisling for lethal counter-burst.
Tactical Formations

3D Battle Formations

Select a combat scenario to rearrange the real-time 3D battle hologram.

50%
20%
30%
🔷 Infantry
🔶 Lancers
🔴 Marksmen
Infantry absorbs 100% of enemy front damage. If infantry falls below 40%, your marksmen will be annihilated. 50/20/30 gives your marksmen the protection needed to deal maximum sustained damage over extended fights.
💎 ⚔️ 🎯
Real-Time 3D Hologram Stage
Watch 3D troop clusters physically rearrange in the canvas
Self-Hosting Guide

Deploy on Your Own Server in 60 Seconds

100% open-source and comes ready with PM2 configuration for permanent 24/7 uptime on Oracle Cloud or any Linux VPS.

bash — ubuntu@cloud-instanceFrosty Setup
# 1. Clone Frosty Repository
git clone https://github.com/Zcross091/frosty-wos-ai.git
cd frosty-wos-ai

# 2. Install Python Dependencies
pip install -r requirements.txt

# 3. Configure .env with your free keys (Discord Token + Gemini/Groq)
cp .env.example .env

# 4. Clean-Ingest Local Knowledge Base into ChromaDB
python3 ingest.py --local-only --clean

# 5. Start 24/7 Background Process via PM2
pm2 start ecosystem.config.js
pm2 save
Ready to Dominate

Ready to Dominate Whiteout Survival?

Invite Frosty to your alliance Discord server today or download the Android app for offline tactical calculations. 100% free and open-source.