Community-Driven LLM Security: New Findings. LLMs, JSON, and Coding Reliability. Local LLMs: Hardware, Inference, and Workflow Evolution. Model Trends: Open-Source Advancements & Multimodality. Agentic Coding, Workflow, and Cloud Economics