Software Development News

How to configure llama-server router mode for dynamic model loading and switching. Covers models.ini setup, systemd service, API usage, and honest comparison to Ollama and llama-swap. Llama-Server Router Mode - Dynamic Model Switching Without Restarts

VS Code extension install counts by language: Python, C++, Java, Go, Rust, C#, React, Vue, plus cloud toolkits and AI coding assistants. Programming Languages and Frameworks Popularity in VS Code

The hottest Rust projects on GitHub this month, ranked by stars gained: agent browsers, sandbox runtimes, memory layers, GUI frameworks, and graph databases. Top 20 Trending Rust Projects on GitHub

Agent memory can turn model inferences into future evidence. How those loops form, why they matter, and which write-path controls limit them. Self-Reinforcing Memory Loops in AI Agents: Causes and Fixes

LLMs answer well and decide badly. A decision rubric: five decision roles, routing to the smallest competent model, and verifiable decisions. Decision LLMs: When a Model Should Decide — and When It Shouldn't

Alibaba has confirmed Qwen 4 is in training. What is actually confirmed, the 27B benchmark ladder, Flash-Next architecture clues, and consumer-GPU fit. Qwen 4 Is Coming: What's Confirmed and What It Means for Local AI

How to layer agent knowledge by injection trigger — always, task, semantic recall, explicit reference — and enforce domain separation with profile boundaries. Tiered Context: A Knowledge Hierarchy for AI Agents

October 2026 snapshot of trending open source AI projects on GitHub, grouped by job: assistants, memory, RAG, local inference, builders, and gateways. Trending Open Source AI Projects on GitHub, October 2026