Software Development News

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

Deploy Hindsight for Hermes Agent with Docker and PostgreSQL. Wire local Qwen3 embeddings and reranking through Ollama or llama.cpp, with no cloud inference. Hindsight for Hermes Agent: Self-Hosted Memory with Local LLMs

Go 1.27 upgrade guide: encoding/json v2 engine gotchas, stdlib uuid migration, generic methods, simd experiment, and the GODEBUG changes that fail builds. Upgrading to Go 1.27: What Breaks, What to Adopt First

Quick reference for Hermes Agent CLI. Install path, hermes chat and -z one-shots, model, gateway, skills, memory, logs, profiles, and slash shortcuts. Hermes Agent CLI cheat sheet — commands, flags, and slash shortcuts

Install and serve vLLM with vllm serve or Docker: OpenAI-compatible API, key flags, OOM troubleshooting. Compare vLLM vs Ollama vs Docker Model Runner. vLLM Quickstart: High-Performance LLM Serving - in 2026

Install llama.cpp, run GGUF models with llama-cli, and serve an OpenAI-compatible API with llama-server. Flags, examples, and tuning. llama.cpp Quickstart with CLI and Server