Software Development News

Evergreen notes are atomic, standalone, and evolving — the opposite of notes you write once and forget. A practical guide for engineers who want technical knowledge that stays useful for years. Evergreen Notes: Write Notes That Compound Over Time

Digital gardens are publicly evolving knowledge spaces — not blogs, not wikis, but living networks of notes at different stages of development. A guide for engineers who want their thinking to compound publicly. Digital Gardens: Grow Knowledge Instead of Just Publishing It

Complete guide to LLM hosting in 2026. Compare Ollama, llama.cpp, vLLM, TGI, Docker Model Runner, LocalAI and cloud providers. Learn cost, performance, and infrastructure trade-offs. LLM Hosting in 2026: Local, Self-Hosted and Cloud Infrastructure Compared

Build self-hosted AI systems with OpenClaw, Hermes, RAG, and local LLM infrastructure. Learn to orchestrate assistants with memory, retrieval, routing, and observability. AI Systems: Self-Hosted Assistants, RAG, and Local Infrastructure

Routing tasks to the right model saves money and cuts latency. Capability-based, cost-aware, and latency-aware strategies with working Python code. Model Routing: Stop Using One Model for Everything

System design decisions for production LLM systems: model routing, cost optimization, guardrails, multi-model orchestration, and prompt engineering. Practical patterns with working code. LLM Architecture: System Design for Production AI

Several points to pay attention to when writing prompts for LLMs - to make them effective Writing effective prompts for LLMs

Input validation, output filtering, and safety mechanisms that protect your LLM system without breaking it. Patterns with real Python examples and compliance notes. LLM Guardrails in Practice: What Actually Works