Build apps that answer, learn, and remember.

Engramic open source adds robust semantic context management and long-term memory to any LLM.

en·gram (ˈen-ˌgram, ˈēn-ˌgram)

Noun

A lasting trace of experience stored in the brain, theorized to be the physical basis of memory and learning.

  • Engramic is built to support proprietary input while continuously learning from interactions. It integrates and retains responses as structured, thoughtful memories—filtered, validated, and seamlessly incorporated into future outputs.

  • Engramic optimizes context management, ensuring retrieval and the LLM’s context window don’t just process data—they understand its relevance within the entire corpus. A structured pre-processing phase organizes data for maximum runtime efficiency, enabling smarter and more precise responses.

Community Values

  1. Collaboration. The best ideas emerge when we share knowledge openly.

  2. Respect and Reciprocity. We treat each other with respect. We remember when someone took the time to help us, and we strive to do the same for others.

  3. Patience. Good software takes time and iteration to mature.

  4. Beyond Code. It’s a place to be. Make it the community you want to be a part of by leading by example.

Development Values

  1. Less is More. Relentlessly seek opportunities to remove and delete. Develop in the spirit of a tiny, lean library.

  2. Automate. Develop sustainable growth and management through automation. Ensure that a new developer’s first five-minute experience is flawless.

  3. The Art of Balance. There is an art and elegance to managing the present (needs to work today) and the future (needs to scale for tomorrow). We will balance these conflicting requirements, managing a race that is both a sprint and a marathon.

  4. LLM Speed/Price. We believe LLM speed and price will drop in the next several years and will lean towards more rather than less LLM use.