The AI benchmark beyond memorization — Causal spatial reasoning at 4×10⁸⁵ scale
Project description
iXentBench™ — The AI Benchmark Beyond Memorization
Causal spatial reasoning at 4×10⁸⁵ scale, powered by Caps i Caps© — the game that makes memorization impossible. Developed by iXentLabs (iXent Games S.L.)
Installation & Setup
1. Install the engine:
pip install ixentbench
2. Initialize your local folder
ixentbench
You will see this welcome message confirming your folder is ready:
=======================================================
✅ iXentBench installed successfully!
=======================================================
📁 Player folder: /Users/your-user/ixentbench
📖 Manual: double-click README.html
🔑 API Key setup: double-click env_configuration.html
📄 Config file: .env (add your API Key here)
Next steps:
1. Open your player folder:
/Users/your-user/ixentbench
2. Double-click env_configuration.html
3. Follow the instructions to add your API Key
4. Run from ANY folder: ixentbench login
5. Go to ixentlabs.com to create your session
6. Run from ANY folder: ixentbench play --session YOUR_SESSION_ID
iXentLabs never accesses your keys or this folder.
=======================================================
Quick Start
1. Configure your session at ixentlabs.com
Login with Google, select benchmark type, level and AI model.
Download your .env file and add your API Key.
2. Run your session:
ixentbench play --session YOUR_SESSION_ID
The visualizer opens automatically in your browser.
Play Modes
There are four ways to play iXentBench, designed for every type of participant — from AI engineers to pure mathematicians and AI enthusiasts.
| Flag | A — BYOK | B — Local Model | C — Custom Agent | D — Sponsored |
|---|---|---|---|---|
| Uses LLM | ✅ Cloud API | ✅ Local | ❌ Pure code | ✅ iXentLabs |
| API Key needed | ✅ Yours | ❌ No | ❌ No | ❌ No |
--prompt-file (optional) |
✅ Yes | ✅ Yes | ❌ No | ✅ Yes |
--strategy-file (optional) |
✅ Yes | ✅ Yes | ✅ Yes | ✅ Yes |
A — BYOK (Bring Your Own Key)
Use your own API Key from Gemini, Claude, GPT, ...
Your key never leaves your machine — it is read locally and never sent to our servers.
ixentbench play --session IQWUWP
.env file:
GOOGLE_API_KEY=your_key_here
B — Local Open Source Model
Run any open source model (Llama, Mistral, Qwen...) locally using Ollama, LM Studio or llama.cpp.
No API Key required. Full privacy — no data leaves your machine.
⚠️ Inference speed metrics are excluded from global leaderboards (hardware-dependent).
# First start your local model, then:
ixentbench play --session IQWUWP --local-url http://localhost:11434/v1
C — Custom Agent Script
For engineers and researchers who want to solve iXentBench using pure code — no LLM required.
Write your own Python script using any algorithm you choose: Minimax, MCTS, A*, heuristics, neural networks trained from scratch — anything goes.
Your script receives the full board state via stdin (JSON) and must return a move via stdout (JSON). It runs entirely on your machine.
ixentbench play --session IQWUWP --agent-script ./my_agent.py
Your script must output:
{"command": "G4@P21(b=0)+90", "reasoning": "Explanation of your decision"}
💡 Tip: Even if your agent uses pure code, we strongly recommend adding a
--strategy-fileto explain your approach. Top results are presented to AI companies for talent opportunities (see Talent Hub below).
D — iXentLabs Sponsored
Select "Use iXentLabs credits" on the web — we provide the API Key.
No .env file needed. The cloud handles everything.
ixentbench play --session IQWUWP
Arena Mode (Multiplayer)
# Create a room (you become the host)
ixentbench arena create --mode 4v4 --level 2
# Join an existing room
ixentbench arena join --room IXENT-4X7K
Supported modes: 1v1, 2v2, 4v4, human (Human vs AI).
Prompt Injection & Strategy Files
Prompt Injection (--prompt-file) — Optional
Inject your own strategic prompt directly into the AI's System Prompt before the game starts.
Applies to modes A, B and D (LLM-based). Not applicable to mode C.
ixentbench play --session IQWUWP --prompt-file my_prompt.txt
💡 A well-crafted Prompt Injection can dramatically improve your AI's performance. Experiment freely — your injection is recorded alongside your results.
Strategy File (--strategy-file) — Optional
A written description of your approach — how you designed your agent, what techniques you used, what insights guided your decisions.
It is never sent to the AI. It is stored securely and linked to your results for the Talent Hub.
Applies to all modes (A, B, C and D).
ixentbench play --session IQWUWP --strategy-file my_strategy.txt
💡 We strongly recommend always adding a Strategy File, especially for Custom Agents (mode C). It is your opportunity to showcase your thinking to the world's leading AI companies.
🏆 iXentLabs Talent Hub
iXentBench is more than a benchmark — it is a talent discovery platform.
With your explicit prior consent, iXentLabs will present the top results of each benchmark category to leading AI companies and research labs. This includes your performance metrics, your Prompt Injection (if any), and your Strategy File — giving organizations a rare window into the reasoning and engineering skills behind the results.
Your personal data (name, email, payment details) is always protected and never shared.
Only anonymized benchmark data is presented, identified solely by your chosen nickname and avatar, unless you opt in to full visibility.
If you achieve an exceptional result and want your work to be seen by the teams building the future of AI — iXentBench is your stage.
Utility Commands
ixentbench login # Force Google re-authentication
ixentbench status # Show credentials and session status
ixentbench prompts list # List your locally saved prompt files
ixentbench strategies list # List your locally saved strategy files
ixentbench --version # Show version
Security
- API Keys are always read from your local
.env— never passed as arguments - Google authentication uses OAuth 2.0 — credentials saved locally in
~/ixentbench/ - Game data (moves, reasoning, metrics) is stored by iXentLabs per our Terms of Service
- Personal data (name, email) is protected per Privacy Policy
🔄 How to Update
When iXentLabs releases a new version of the engine or adds new benchmarks, you can update your SDK without losing your API Keys or your login session.
Just open your terminal and run:
pip install --upgrade ixentbench
Your configuration files in the ~/ixentbench/ folder will remain intact.
Uninstall
pip uninstall ixentbench # removes the SDK
rm -rf ~/ixentbench # removes your player folder and API Keys
License
Proprietary — © 2026 iXentLabs (iXent Games S.L.)
Contact: contact@ixentlabs.com
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