Running a Plan-then-Execute Local Agent on 12GB VRAM: Big Model Plans, Small Model Acts

Loose_Doubt367 · reddit · 2026-10-31

Using an RX 6700 XT (12GB), R5 5600X, and llama.cpp with the Vulkan SDK, the author designs a local agent pipeline: a scheduled large model (Qwen3 27B, IQ3 quant) loads, plans tasks, saves its plan to disk, then unloads so a smaller model (Qwen3 35B A3B TieltCoder) executes the instructions for research, file management, or summarization. An optional loop lets the large model reload to verify results and issue new instructions on failure. The design philosophy: the small model should never re-verify—the large model front-loads all planning. The author is still in the planning phase and solicits model pairing suggestions.

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