Hyperdimensional cognitive memory. 8,192 dimensions, O(1) retrieval, biological neuromodulation inspired by the human brain.
Conventional vector databases suffer from performance degradation as they grow. Embeddings lose precision over time. No commercial system models human memory biologically.
Ultra-high dimensional HRR vectors. Theoretical storage capacity of millions of concepts with superposition without interference.
Constant-time search independent of memory size. No performance degradation as knowledge grows. Milliseconds, not seconds.
Attention and relevance system inspired by dopamine, serotonin, and noradrenaline. Important memories strengthen; irrelevant ones fade automatically.
Stores not just facts, but complete context: when, where, how, and with whom. Retrieval by semantic, temporal, or contextual similarity.
Pure Python implementation with NumPy. No GPU dependencies or cloud services required. Runs on any server.
Language
Python 3.11+
Math
NumPy + SciPy
Dimensions
8,192 HRR
Retrieval
O(1) constant
Protocol
gRPC + REST
Cache
Redis optional
SomaBrain provides cognitive memory to all SomaTech products. Every agent, every conversation, every decision becomes smarter over time.
Apache 2.0 License
The cognitive memory of the future, available today. Complete open source code. Deploy on your server in minutes.
On request
Enterprise support for critical deployments. Performance optimization, clustering, and cognitive architecture consulting.
Try SomaBrain and discover how hyperdimensional cognitive memory transforms your AI systems' intelligence.
No commitments. No credit card. Results in 48 hours.
