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The 2026 AI engineer toolkit shrinks to six core layers: graph orchestration (LangGraph, Burr), visual workflows (n8n), MCP for integrations, offline SLM development, evaluation frameworks (Promptfoo, LangSmith, Braintrust), and constrained decoding (Outlines, vLLM, Instructor). These replace bloated stacks with standardized primitives for production-grade autonomous systems.
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