#hexagonal-architecture

Fast-ASDLC: 5x TTM with AI-native Agentic SDLC. Local-LLM first, Human-in-the-loop, Spec-driven. Built on DDD, Hexagonal Architecture, C4 Model & MCP. Features Meta-agents for self-improvement, Memory Bank for context persistence, and automated 100% test coverage. Everything-as-Code & Mermaid.js centric to save context window and slash token costs.

Model Context Protocol (MCP) server in Rust 1.95 exposing POSIX baseutils-equivalent OS management to LLM agents over STDIO. 37 tools across 7 bounded contexts. Spec-as-source-of-truth (MADR/CUE/Gherkin/Rego/TLA+).

🐝 State-of-the-art Python AutoML metaframework — fuses GenAI (built on Firefly Agentic / Pydantic AI) with classical ML & Deep Learning. Hexagonal, secure-by-default, governed.

Self-hosted, OpenAI-compatible AI gateway that splits your control plane (auth, guardrails, budgets, encrypted key vault, cost & observability) from the translation engine - swap Bifrost / LiteLLM / Portkey / Direct per provider at runtime. Own your keys; contain a compromised engine to one in-flight request.