Docker

Setting up a local routing engine is notoriously difficult. Most generic tutorials offer a basic Docker command that crashes silently, leaving developers confused. In this guide, we bypass the basic “Hello World” setups. We will build a production-grade local environment integrating OpenStreetMap (OSM) data, a properly tuned Graphhopper (Java) Docker container, and a high-concurrency Golang API Gateway. 1. Downloading and Cropping Map Data Answer-first: Download raw OpenStreetMap data in .osm.pbf format from the Geofabrik server. To save gigabytes of RAM during local development, use osmium extract to crop the massive country-level map down to a single city bounding box. ...

Answer-first: Deploy a resilient, production-ready AI swarm using OpenClaw, LiteLLM, and Docker. Covers routing, security, and zero-downtime agent orchestration. The era of simple, conversational AI chatbots is over. In 2026, the industry has aggressively shifted toward Agentic AI—autonomous systems capable of planning, executing, and iterating on multi-step workflows without constant human supervision. (For a deeper dive into these Agentic System Architecture principles, see our Agentic System Architecture masterclass). However, building an agent is the easy part. The real engineering challenge lies in the infrastructure required to keep a swarm of agents running 24/7. When your autonomous system relies on third-party LLM APIs, a single rate limit (HTTP 429) or a model deprecation (HTTP 404) can instantly crash your entire operational pipeline. ...