API

MiroFish turns seed materials into a knowledge graph, runs a multi-agent social simulation, and produces scenario reports. This article explains its workflow and setup—and why its outputs should be treated as hypotheses to validate, not forecasts to trust.

PrivateGPT 1.0 is not a model executor, but an API-first private AI application backend: connecting the local inference server with RAG, references, tools, MCP, database queries and front-end applications. This article dismantles its architecture, installation path, import sequence and security boundaries.