Reddit user built Pocket Node app running llama.cpp inference on Galaxy Z Fold6. Supports loading GGUF models (SmolLM3 Q4_0), achieving true local-first multimodal memory and intelligence system.

arXiv paper presents MADRAG framework combining multi-agent reasoning with retrieval-augmented grounding for training-free analytic essay scoring. Significantly improves scoring consistency and interpretability.

Evaluating LLMs in education requires measuring how models teach, not just what they know. Existing benchmarks emphasize domain knowledge; this paper proposes automated construction of fine-grained evaluation rubrics.

Multi-Agent Systems have emerged as a fundamental paradigm for distributed problem-solving. This study explores how autonomous agents learn collaborative communication protocols by optimizing information entropy efficiency.

Sudoku is a representative constraint satisfaction problem requiring global structural reasoning under strict discrete constraints. This paper proposes a novel branch selection method based on diffusion information.

Hacker News featured open-source project providing local-first multimodal memory storage and intelligence processing. Emphasizes data privacy and user control, suitable for building personal AI assistants.