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Forge is a Python framework that enhances self-hosted LLMs for multi-step agentic workflows through guardrails, context management, and VRAM optimization. It lifts 8B models to enterprise-class performance with rescue parsing, retry logic, and step enforcement. Supports Ollama, llama.cpp, Llamafile, and Anthropic backends.
