mem|8
Wave-Based Memory That Thinks Like You Do
The world's fastest memory system that actually works like biological memory. 973x faster than traditional vector databases.
See Memory in Action
Experience the wave interference patterns that power mem8
Memory as Waves, Not Vectors
Traditional vector databases store memories as static points. mem8 represents memories as dynamic wave patterns that interfere, strengthen, and decay - just like biological memory.
🌊 Wave Architecture
Memories stored as wave patterns with amplitude, frequency, and phase. Similar memories create constructive interference, strengthening recall.
- ✓ Natural interference patterns
- ✓ Organic memory consolidation
- ✓ Temporal compression over time
💭 Emotional Context
Every memory includes 3-byte emotional encoding (valence, arousal, dominance) that influences priority and decay rates.
- ✓ Emotion-driven recall
- ✓ Happy memories at higher frequencies
- ✓ Natural emotional clustering
⚡ Blazing Performance
SIMD-optimized operations deliver sub-microsecond search times on millions of memories with 10.7x smaller footprint.
- ✓ AVX2/NEON acceleration
- ✓ Zero-copy architecture
- ✓ Lock-free concurrency
Revolutionary Features
Multi-Modal Processing
Process PDFs, Word docs, Excel, JSON, images (JPEG/PNG/WebP), and audio (WAV/MP3). Cross-sensory binding connects memories across sight, sound, and language.
Adaptive Attention
AI automatically identifies what's important and adjusts focus dynamically. Memories that matter get stronger; irrelevant ones naturally fade.
Identity Protection
Cryptographic protection for AI personas with unique identity hashes. Built-in safeguards ensure ethical AI development.
Relationship Extraction
Automatically identifies entities and connections across all data types. Builds knowledge graphs that evolve with new information.
Wave Synthesis
Convert memory patterns back into audible sound. Hear how memories interact and evolve over time.
Hot Tub Mode 🛀
Collaborative debugging environment with real-time visualization. Multi-user memory exploration with emotional support features.
Built for Tomorrow's AI
Personal AI Assistants
Create AI that remembers context naturally, with memories that strengthen through use and fade when irrelevant.
Emotional AI Systems
Build AI that understands emotional context, creating more natural and empathetic interactions.
Edge AI Applications
10.7x smaller footprint enables sophisticated AI on resource-constrained devices without sacrificing capability.
Real-time Analytics
Process millions of similarity searches per second for pattern recognition and decision making.
Knowledge Management
Self-organizing information that prioritizes based on usage patterns and contextual relevance.
Collaborative AI
Enable AI teams to share memories and build collective intelligence through wave interference.
Technical Excellence
Performance Benchmarks
| Operation | mem8 | Qdrant | Speedup |
|---|---|---|---|
| Insert Vector | 308 µs | 300 ms | 973x |
| Search (1M vectors) | 5-13 µs | 3.5-3.9 ms | 280-710x |
| Memory per Vector | 48 bytes | 512 bytes | 10.7x smaller |
Architecture Benefits
- 🚀 Zero Dependencies
Pure Rust implementation for maximum reliability
- 💾 Embedded System
No servers needed - runs directly in your application
- 🔒 Memory Safe
Rust's ownership system prevents data races
- ⚡ Hardware Optimized
SIMD instructions for parallel processing
What the Smartest Minds are Saying
"Mem8 is to vector databases what a starship is to a canoe. The speed is simply from another dimension. Our AI's recall is now so fast, it feels like it's predicting my questions."
"The emotional context encoding is a game-changer. We're building AI companions that don't just remember facts, they remember feelings. It's the dawn of truly empathetic AI."
Ready to Think in Waves?
Join the revolution in AI memory systems. Build applications that remember, forget, and evolve just like biological intelligence.