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4 recipes, filter by use case, license, or difficulty.

categoryCodingRAGResearchContentAutomationLocal InferenceAgentsSecurity
licenseOpen SourceCommercialHybrid
difficultyBeginnerIntermediateAdvanced
Local InferenceFreeMachine-verified

Unsloth: write parametric memory in with a fine-tune config

Write a valid Unsloth fine-tune config that bakes stable, always-needed domain knowledge into a small model so the knowledge is native rather than carried in a prompt on every call.

Unsloth· advanced
Local InferenceFreeMachine-verified

Serve NVIDIA Nemotron 3 Ultra yourself for high-throughput agents (vLLM)

Stand up the NVFP4 Nemotron 3 Ultra checkpoint as an OpenAI-compatible endpoint for fast, long-running agent loops, validated serve flags + endpoint.

NVIDIA Nemotron 3 UltravLLM· advanced
Local InferenceFreeMachine-verified

Serve GLM-5.1 yourself for long-horizon agentic coding (vLLM)

Stand up the MIT-licensed GLM-5.1 FP8 checkpoint as an OpenAI-compatible endpoint for long agentic runs, validated serve config + endpoint.

GLM-5.2vLLM· advanced
Local InferenceFreeMachine-verified

Serve MiniMax M3 yourself for agentic coding (vLLM)

Stand up MiniMax M3 on an 8x H200 node as an OpenAI-compatible endpoint and point any coding agent at it, validated serve flags + endpoint config.

MiniMax M3vLLM· advanced