qualixar/superlocalmemory — World's first local-only AI memory to break 74% retrieval and 60% zero-LLM on LoCoMo.

Description and use

Qualixar SuperLocalMemory is an open‑source, locally‑run AI memory system that achieves a 74 % retrieval rate and 60 % zero‑LLM performance on the LoCoMo benchmark—no cloud services, APIs, or data leaving the user’s machine. It also offers a “mode C” hybrid configuration (LLM/Cloud) that reaches 87.7 % LoCoMo accuracy, and its design is backed by research (arXiv 2603.14588). The project falls under orchestration, AI/ML, and backend tooling, enabling privacy‑preserving, high‑performance AI memory without external dependencies.

Problem

qualixar/superlocalmemory helps turn isolated prompts and tools into repeatable agent workflows.

Outcome

Medium: useful for prototypes or internal workflows, with dependency and maintenance checks before production.

Workflow

• coordinate multi-agent workflows
• add tool-use pipelines
• standardize agent memory

Evidence

World's first local-only AI memory to break 74% retrieval and 60% zero-LLM on LoCoMo. No cloud, no APIs, no data leaves your machine. Additionally, mode C (LLM/Cloud) - 87.7% LoCoMo. Research-backed. arXiv: 2603.14588

Source