WebdexThe front door
A LibreChat deployment is seven containers, a 38-line config file, two bind mounts and one shadowed upstream file: the chat application is the smallest part of it.
Posts tagged “AI-Augmented Engineering”
One endpoint, many providers
A self-hosted OpenAI-compatible 9router endpoint in front of two flat-rate inference plans: five routes, one key per device, and six patch layers that decide whether it works.
A shared OpenCode configuration
One git repository for the agents, skills, commands and permissions a team runs on, plus two small plugins: one keeps every checkout current, one keeps MCP tool definitions per repository.
Evaluating RAG systems
A retrieval-augmented generation demo passes its own review and still fails in use. The failing set, the metrics and the CI gates that catch it.
MCP servers in production
A demo answers whether a model can call a function. A service has users, uptime and an audit trail: trust boundaries, tool contracts, operability, rollout.