Where knowledge is forged, not forgotten. Thoughtful software for everyday life and enterprise.
Most AI companies optimize for engagement, growth, and data extraction. We optimize for helpfulness, simplicity, and trust.
Simple, ethical apps for everyday life. No dark patterns. No exploitation. Just helpful tools that respect your time.
Learn moreIntelligent systems for business workflows. Reduce costs. Increase capability. Maintain trust.
Learn moreNeuro-biological memory for AI. Not another vector store—a fundamentally different approach inspired by how biological brains remember.
ngramDB is a purpose-built neural database where memories strengthen through use, fade without reinforcement, and consolidate into higher-order insights—automatically. Give your AI the kind of expertise that only comes from experience.
Sub-millisecond operations
Vectorized memory encoding and comparison at speed
Multi-level abstraction
Raw data → prototypes → correlations → strategic insights
Self-cleaning memory
Graceful decay keeps knowledge current without manual purging
Pattern discovery
Find hidden correlations through activation, not explicit queries
Article Series: Governing the Agents That Govern Themselves
A five-part series on AI governance, structural enforcement, adversarial testing, and the ethics of autonomous agent failure modes.
AURA — Self-Improving AI Agent (Beta)
Introducing AURA: an autonomous agent that continuously improves codebases, governed by immutable constitutional constraints and powered by ngramDB memory.
ngramDB — Neuro-Biological Memory for AI (Beta)
Introducing ngramDB: a purpose-built neural database with spreading activation retrieval, Hebbian learning, automatic consolidation, and horizontal sharding.
Enterprise AI Solutions
EngramForge enterprise product suite now available — intelligent systems that remember context, learn from interactions, and improve over time.
Persona-Based Prompt Optimization — Pilot Study
Published research on how persona-optimized prompts improve LLM output quality across code generation and analysis tasks.