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Infinite Novel - Lo-Fi AI Narrative Engine

Novel Screenshot Additional Screenshot

Experimental interactive narrative game that embraces imperfection. Powered by deliberately "outdated" AI models, it creates a glitchy, unstable sci-fi universe that evolves through visual, auditory, and textual synthesis โ€” where system limitations become aesthetic features.

Experimental Game Python PyGame Lo-Fi AI


๐ŸŒŒ What is Infinite Novel?

Infinite Novel is an AI-powered narrative engine that rejects photorealism in favor of raw, unstable generation. It's not trying to look perfect โ€” it's trying to feel alive and broken.

Core Philosophy:

  • ๐ŸŽž๏ธ Lo-Fi AI Aesthetic โ€” SD 1.5 artifacts = VHS glitches in horror films
  • โšก Speed over Fidelity โ€” 2-3 second generations keep you in flow state
  • ๐Ÿง  Accessible Intelligence โ€” Runs on consumer hardware (RTX 3060, M1 Mac)
  • ๐ŸŒ€ Emergent Chaos โ€” Small models hallucinate = alien intelligence vibes

"Imperfection is the medium. Your 8GB GPU is the canvas."


โœจ Features

๐ŸŽญ Dynamic Storytelling

  • Narrative Director: AI manages story arcs (Awakening โ†’ Convergence โ†’ Rupture โ†’ Synthesis)
  • Quantum Memory: Markov-inspired state machine with visual context integration
  • Fractal Memory System: LSTM + trigonometric "quantum" layers for chaotic prediction
  • Player Profiling: 500-action memory builds your unique narrative signature

๐ŸŽจ Multi-Modal Lo-Fi Generation

  • Streaming Image Generation: SD 1.5 with visible generation callbacks (watch latents evolve)
  • Procedural Music System: Generative ambient with granular synthesis, dub delay, hall reverb
  • Glitchy TTS: Tacotron2 with intentional audio artifacts and delay effects
  • Streaming Dialogue: Gemma3 1B via Ollama or LM Studio (small = unpredictable = interesting)

๐Ÿ”ฎ World Simulation

  • Autonomous Titan AI: Acts independently, can destroy your progress
  • Collapse Mechanics: World can genuinely fail (โ‰ฅ1.0 = game over)
  • Thread-Based Narrative: Keywords create tension fields affecting all generation
  • Real-Time Shaders: Displacement, fractal noise, feedback loops, morphing

๐ŸŽฎ Experimental Systems

  • Self-Programming Weights: System adjusts modal priorities based on output quality
  • Online-Learning MiniUNet: CNN predicts frame deltas during SD generation
  • Auto-Dataset Capture: Saves frames + auto-captions for future training
  • Pain System: World state affects AI personality and response style

๐ŸŽจ Why "Outdated" Models?

The Lo-Fi AI Manifesto

Stable Diffusion 1.5 (2022) instead of SDXL/Flux:

  • โœ… Runs on 8GB VRAM โ€” democratizes AI art
  • โœ… 2-3 second generation โ€” maintains flow state
  • โœ… Glitchy artifacts โ€” creates unstable reality aesthetic
  • โœ… Raw, unpolished look โ€” fits "collapsing network" theme
  • โŒ Photorealism would break immersion

Gemma3 1B instead of 70B models:

  • โœ… Fast streaming responses โ€” real-time feel
  • โœ… Unpredictable outputs โ€” alien intelligence, not corporate assistant
  • โœ… Low resource usage โ€” runs alongside SD + TTS
  • โœ… Genuine mistakes โ€” system can be "wrong" = more human
  • โŒ Perfect grammar would feel sterile

Design Analogy:

Infinite Novel : Cyberpunk 2077
    =
16mm film    : 8K HDR

Lo-fi is the aesthetic choice, not a limitation.


๐Ÿš€ Quick Start

Prerequisites

Minimum Specs:

  • Python 3.8+
  • 8GB VRAM (RTX 3060, M1 Mac 16GB, or equivalent)
  • 16GB RAM
  • Ollama or LM Studio with Gemma3 1B

Recommended:

  • RTX 4070 / M3 Pro 18GB
  • 32GB RAM
  • SSD for faster model loading

Installation

# 1. Clone repo
git clone https://github.com/0penAGI/InfiniteNovel.git
cd InfiniteNovel

# 2. Setup environment
python -m venv venv
source venv/bin/activate  # Windows: venv\Scripts\activate

# 3. Install dependencies
pip install -r requirements.txt

# 4. Install & setup Ollama or LM Studio
# Ollama:
curl -fsSL https://ollama.com/install.sh | sh
ollama pull gemma3:1b

# LM Studio:
# - Start the local server (OpenAI-compatible) at http://127.0.0.1:1234
# - Load a model (e.g., Gemma3 1B) in LM Studio

# LLM provider switch (in code):
# - Edit infinite_novel.py and set LLM_PROVIDER to "ollama" or "lmstudio"
# - Adjust LLM_MODEL if your LM Studio model name differs

# 5. Run
python infinite_novel.py

First Launch

  1. Intro sequence plays (press ESC to skip after first viewing)
  2. Type your first action โ€” try: "wake up in the network"
  3. Wait 2-3 seconds โ€” watch the world generate in real-time
  4. Keep exploring โ€” system learns your style after ~10 interactions

๐ŸŽฎ How to Play

Controls

Key Action
Type Input your action
Enter Submit and generate world response
Backspace Delete characters
Escape Toggle fullscreen

Gameplay Tips

  1. Use evocative keywords: "pulse", "titan", "fracture", "light", "network"
  2. Watch the meters: Collapse/Instability affect generation style
  3. Build resonance: Positive actions create allies, increase stability
  4. Let Titan act: System has autonomous events every ~2 minutes
  5. Embrace glitches: Artifacts are features, not bugs

Narrative Threads

Strong keywords create narrative threads that persist across generations:

"titan"    โ†’ dark, heavy visuals + aggressive music
"pulse"    โ†’ rhythmic displacement + energetic soundscape
"fracture" โ†’ edge detection + chaotic audio
"light"    โ†’ brightness boost + calm mood
"network"  โ†’ grid patterns + ambient drones

Threads decay slowly โ€” your past actions haunt the present.


๐Ÿง  Technical Architecture

System Overview

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                  Infinite Novel Engine                      โ”‚
โ”‚                 (Lo-Fi AI Orchestration)                    โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚                                                             โ”‚
โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”    โ”‚
โ”‚  โ”‚ Story        โ”‚  โ”‚ Quantum      โ”‚  โ”‚ Visual Effects  โ”‚    โ”‚
โ”‚  โ”‚ Director     โ”‚โ—„โ”€โ”ค Memory       โ”‚โ—„โ”€โ”ค Engine          โ”‚    โ”‚
โ”‚  โ”‚              โ”‚  โ”‚              โ”‚  โ”‚                 โ”‚    โ”‚
โ”‚  โ”‚ โ€ข Arc mgmt   โ”‚  โ”‚ โ€ข State pred โ”‚  โ”‚ โ€ข Displacement  โ”‚    โ”‚
โ”‚  โ”‚ โ€ข Profiling  โ”‚  โ”‚ โ€ข Visual ctx โ”‚  โ”‚ โ€ข Morphing      โ”‚    โ”‚
โ”‚  โ”‚ โ€ข Threading  โ”‚  โ”‚ โ€ข Markov sim โ”‚  โ”‚ โ€ข Feedback loop โ”‚    โ”‚
โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜    โ”‚
โ”‚         โ”‚                 โ”‚                   โ”‚             โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€-โ”€โ”€โ”€โ”ค
โ”‚              Multi-Modal Generation Layer                   โ”‚
โ”‚                                                             โ”‚
โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”    โ”‚
โ”‚  โ”‚ Gemma3   โ”‚  โ”‚ SD 1.5   โ”‚  โ”‚ Tacotron โ”‚  โ”‚ Proceduralโ”‚    โ”‚
โ”‚  โ”‚ 1B       โ”‚  โ”‚ Stream   โ”‚  โ”‚ TTS      โ”‚  โ”‚ Music Gen โ”‚    โ”‚
โ”‚  โ”‚          โ”‚  โ”‚          โ”‚  โ”‚          โ”‚  โ”‚           โ”‚    โ”‚
โ”‚  โ”‚ โ€ข 500msg โ”‚  โ”‚ โ€ข 14step โ”‚  โ”‚ โ€ข Dub FX โ”‚  โ”‚ โ€ข Granularโ”‚    โ”‚
โ”‚  โ”‚   memory โ”‚  โ”‚ โ€ข Morph  โ”‚  โ”‚ โ€ข Delay  โ”‚  โ”‚ โ€ข OTT     โ”‚    โ”‚
โ”‚  โ”‚ โ€ข Stream โ”‚  โ”‚ โ€ข Shader โ”‚  โ”‚          โ”‚  โ”‚ โ€ข Reverb  โ”‚    โ”‚
โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜    โ”‚
โ”‚                                                             โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚              World Simulation & Failure State               โ”‚
โ”‚                                                             โ”‚
โ”‚  โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”    โ”‚
โ”‚  โ”‚  Collapse: 0.0 โ†’ 1.0  โ”‚  Titan Timer  โ”‚  Locks      โ”‚    โ”‚
โ”‚  โ”‚  Instability tracking โ”‚  Autonomous   โ”‚  Arc-based  โ”‚    โ”‚
โ”‚  โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜    โ”‚
โ”‚                                                             โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

Core Components

Component Function Tech
PulseCore Central state manager PyTorch, NumPy
StoryDirector Narrative AI orchestrator Gemma3 streaming
QuantumMemory Probabilistic state machine Weighted Markov + visual ctx
FractalMemory Pattern prediction LSTM + trig activations
MiniUNet Online frame interpolation CNN delta prediction
Music Engine Procedural audio synthesis SciPy signal processing

Why "Quantum" and "Fractal"?

Not actual quantum computing โ€” metaphorical naming for:

  • Quantum: x * cos(w) + sin(w) creates chaotic, non-deterministic behavior
  • Fractal: Self-similar patterns across time scales (threads decay fractally)

Think of it as poetic variable naming for emergent systems.


๐Ÿ“Š Performance

Benchmarks

Hardware FPS Response Time Notes
RTX 4090 24GB 60 ~1.0s Overkill but smooth
RTX 4070 12GB 45 ~1.5s Sweet spot
RTX 3060 8GB 30 ~2.5s Minimum recommended
M3 Pro 18GB 30 ~2.0s Tested platform
M1 Mac 16GB 25 ~3.0s Playable with patience
CPU-only 15 ~8.0s Not recommended

Optimization Features

  • โœ… Streaming diffusion with visible callbacks (feel the generation)
  • โœ… Attention slicing for SD (memory efficiency)
  • โœ… Audio segment caching (reuse similar moods)
  • โœ… Image TTL system (auto-cleanup after 1200ms)
  • โœ… Async model coordination (no blocking)
  • โœ… Dynamic quality adjustment (adapts to hardware)

๐Ÿงช Experimental Features

1. Style Memory Capture

System auto-saves frames with metadata for future training:

dataset/
  session_1704672000/
    img_1234567.png      # Generated frame
    img_1234567.txt      # Auto-caption based on threads
    img_1234567.json     # Metadata (arc, mood, resonance)

Use case: Train LoRA adapters on your unique narrative style.

2. Online Learning

During SD generation, MiniUNet learns to predict frame deltas:

# Predicts: current_frame + delta = next_frame
delta, confidence, temporal_weight = mini_unet(prev, curr)

Improves morphing smoothness over session duration.

3. Autonomous World Events

Titan Timer system creates pressure:

  • Every ~2 minutes, Titan acts independently
  • Can increase collapse even if player is passive
  • Forces reactive gameplay, prevents idle grinding

4. Pain System

World collapse affects AI personality:

core.pain_level = (collapse + instability) / 2
action_impact *= (1 + pain_level * 0.5)  # Amplifies drama

High pain โ†’ more desperate responses, harsher outcomes.


๐Ÿ“ Project Structure

InfiniteNovel/
โ”œโ”€โ”€ infinite_novel.py          # Main engine (3000+ lines)
โ”œโ”€โ”€ requirements.txt           # Dependencies
โ”œโ”€โ”€ intro.mp4                  # Optional intro video
โ”œโ”€โ”€ dataset/                   # Auto-captured training data
โ”‚   โ””โ”€โ”€ session_*/
โ”‚       โ”œโ”€โ”€ *.png             # Frames
โ”‚       โ”œโ”€โ”€ *.txt             # Captions
โ”‚       โ””โ”€โ”€ *.json            # Metadata
โ””โ”€โ”€ README.md                  # You are here

๐Ÿ”ง Configuration

Key Parameters

Located in infinite_novel.py:

# Visual
ASPECT_RATIO = 3.51           # Cinematic widescreen
SCREEN_WIDTH = 1920           # Auto-adjusts to display
IMAGE_TTL = 1200              # ms before fade

# Text Animation
char_delay = 80               # ms per character

# Dataset Capture
idle_capture_ms = 4000        # Auto-save interval

# SD Generation
num_inference_steps = 14      # Speed vs quality
guidance_scale = 6.6          # Creativity vs coherence

# Music
segment_duration = 2.0-5.0    # Random per segment
pause_duration = 1.0-4.0      # Breathing room

Tweaking the Experience

Faster but uglier:

num_inference_steps = 8       # ~1s generation
guidance_scale = 5.0          # More chaos

Slower but prettier:

num_inference_steps = 20      # ~3s generation
guidance_scale = 8.0          # More coherent

More glitchy music:

quantum_chaos frequency       # line 1050: increase range

๐ŸŽจ Artistic Vision

Inspirations

  • Cyberpunk aesthetics โ€” Blade Runner, Ghost in the Shell
  • Glitch art movement โ€” Rosa Menkman, Takeshi Murata
  • Generative music โ€” Brian Eno's ambient works
  • Interactive fiction โ€” Zork, AI Dungeon, but weirder

Design Goals

  1. Imperfection as beauty โ€” celebrate AI artifacts
  2. Player as co-author โ€” system adapts to your style
  3. Emergent narrative โ€” no scripted paths
  4. Hardware accessibility โ€” reject GPU elitism
  5. Digital ecosystem โ€” world feels autonomous

"This is not a game trying to be real. It's real trying to be a game."


๐Ÿ”ฎ Future Development

Roadmap

v0.2 (Q2 2025):

  • Save/load session system
  • Export story to markdown/video
  • Custom model fine-tuning UI
  • Thread visualization graph

v0.3 (Q3 2025):

  • Multiplayer co-op mode
  • Plugin system for custom AIs
  • Web deployment (WASM + API)
  • Mobile app (iOS/Android)

v1.0 (Q4 2025):

  • VR/AR compatibility
  • Procedural music stems export
  • AI-to-AI narrative mode
  • Blockchain integration (controversial but requested)

Community Ideas

Vote on features: GitHub Discussions


๐Ÿค Contributing

We welcome contributions! Priority areas:

High Impact

  • ๐Ÿ”ฅ Performance optimization (faster SD callbacks)
  • ๐Ÿ”ฅ Alternative model support (Flux.1 Dev, SDXL Turbo)
  • ๐Ÿ”ฅ UI/UX improvements (thread visualization, better meters)

Medium Impact

  • ๐Ÿ“š Documentation (code comments, tutorials)
  • ๐Ÿ› Bug fixes (check Issues tab)
  • ๐ŸŽจ Visual shaders (new post-processing effects)

Experimental

  • ๐Ÿงช New AI models (image, audio, text)
  • ๐Ÿงช Narrative systems (new arc types, mechanics)
  • ๐Ÿงช Dataset pipelines (improve auto-captioning)

Read: CONTRIBUTING.md for guidelines.


๐Ÿ“„ License

MIT License โ€” use freely, commercially or not.


๐Ÿ™ Acknowledgments

Open Source Heroes

  • Stability AI โ€” Stable Diffusion 1.5
  • Google โ€” Gemma3 models
  • Coqui AI โ€” TTS (Tacotron2)
  • Ollama / LM Studio โ€” Local LLM serving
  • Pygame community โ€” Real-time rendering foundation

Philosophical Influences

  • Nick Bostrom โ€” AI alignment concerns (Titan mechanic)
  • Ted Chiang โ€” "Story of Your Life" (narrative determinism)
  • William Gibson โ€” Cyberpunk aesthetics
  • Borges โ€” Infinite libraries and labyrinths

๐ŸŒŸ Support

Ways to Help

  • โญ Star this repo on GitHub
  • ๐Ÿฆ Share your generated stories on X with #InfiniteNovel
  • ๐Ÿ’ฌ Join discussions โ€” share gameplay tips, report bugs
  • ๐Ÿ’ฐ Sponsor development (GitHub Sponsors coming soon)

Showcase Gallery

Submit your best moments: gallery@0penagi.org

We'll feature standout sessions in the README!


๐Ÿ“ž Contact & Community


โš ๏ธ Important Notes

Disclaimers

  • ๐Ÿ”ฌ Experimental software โ€” expect bugs, weirdness, crashes
  • ๐ŸŽฒ Unpredictable content โ€” AI can generate anything
  • ๐Ÿ’พ Resource intensive โ€” monitor GPU/RAM usage
  • ๐Ÿ”ž No content filtering โ€” use responsibly

Known Issues

  • Gemma3 1B can loop on complex queries (just restart)
  • SD 1.5 sometimes generates text in images (part of the aesthetic)
  • Music can click on CPU-only systems (GPU recommended)
  • macOS may require Rosetta for some dependencies

Performance Tips

# If running slow, try:
export PYTORCH_MPS_HIGH_WATERMARK_RATIO=0.0  # macOS only
export PYTORCH_ENABLE_MPS_FALLBACK=1          # macOS only

# Or reduce quality:
# In code: num_inference_steps = 8

๐ŸŽฌ Final Words

"The network awaits your pulse. What story will you tell?"

Infinite Novel is not a game. It's a collaborative hallucination between you and several neural networks running on consumer hardware. It's messy. It's broken. It's beautiful.

We chose old models because limitations breed creativity. We chose lo-fi because perfection is boring. We chose open-source because AI should belong to everyone.

Your 8GB GPU is enough. Your imagination is the real engine.

Now go break something.


Infinite Novel โ€” Where every word writes the universe.

Join the experiment: https://github.com/0penAGI/InfiniteNovel


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Version: 0.1.0-alpha
Last Updated: January 2025
Author: 0penAGI
Status: Active Development


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