Local LLM and Memory Architecture

LLM and Memory Architecture
At Trisuma, we design and refine custom large language model (LLM) and memory architectures tailored to specific business needs. Our approach focuses on persistence, safety, and adaptability — ensuring that systems not only respond intelligently, but also retain context and grow with use. From short-term task recall to structured long-term knowledge bases, we provide memory solutions that make AI systems more effective and more human-aware.

Current Status
Prototypes developed for both short-term and roll-up memory systems, supporting multi-session persistence. Integrated successfully into conversational frameworks with reliable load/save cycles.

Milestones / Updates
✅ Built JSONL-based memory architecture with roll-up summaries.
✅ Implemented technical summarizer for clear context capture.
🔄 Extending memory into structured fact storage for long-term business use.
🔮 Future: custom-trained models and domain-specific memories for industry clients.