OllamaAdvanced
Local Chunking And OCRCheatsheet
Prepare messy documents for RAG with recursive semantic chunking and local OCR before embedding.
OllamaIntermediate
Ollama With DockerCheatsheet
Run Ollama in Docker with a persistent volume for models and GPU passthrough for fast inference.
OllamaAdvanced
Scaling With A ProxyCheatsheet
Serve many users by raising per-instance concurrency and load balancing Ollama replicas with Nginx.
OllamaAdvanced
MCP With Local ModelsCheatsheet
Use the Model Context Protocol to give local model agents standardized access to files, databases, and tools.
OllamaAdvanced
Network Security And CORSCheatsheet
Open Ollama to your network safely with host binding, CORS origins, and an authenticating proxy.
OllamaBeginner
Ollama With Open WebUICheatsheet
Give Ollama a ChatGPT-style browser interface with Open WebUI, running locally in Docker.
OllamaIntermediate
The Ollama Python LibraryCheatsheet
Use the official ollama Python library to chat, stream tokens, manage models, and call a remote host.
OllamaAdvanced
Vision Models With OllamaCheatsheet
Send images to local vision models like llava for captioning, UI analysis, and reading text.
OllamaAdvanced
Grounding With Web SearchCheatsheet
Give local models live information with a web search tool, then ground answers in the results.
OllamaIntermediate
Choosing Ollama ModelsCheatsheet
Compare base and instruct models, match parameter counts to your RAM, and set the right context window.
OllamaBeginner
Ollama CLI CommandsCheatsheet
Master the core Ollama command line for running models, managing local weights, and chatting interactively.
OllamaAdvanced
CPU And GPU OffloadingCheatsheet
Understand how Ollama splits model layers between GPU and CPU, tune the split, and use Apple unified memory.
OllamaIntermediate
Local Vector EmbeddingsCheatsheet
Generate vector embeddings locally with the /api/embed endpoint and models like nomic-embed-text.
OllamaIntermediate
Ollama Environment VariablesCheatsheet
Configure Ollama storage, memory, GPU use, and networking with the environment variables the server reads.
OllamaAdvanced
Few-Shot With MESSAGECheatsheet
Use Modelfile MESSAGE directives to preload few-shot examples and lock in a strict output format.
OllamaAdvanced
Local Function CallingCheatsheet
Let a local model request function calls with a tools schema, then run them and return the results.
OllamaBeginner
Ollama FundamentalsCheatsheet
Understand how Ollama runs open language models locally on your own hardware with no network calls.
OllamaAdvanced
Understanding GGUF QuantizationCheatsheet
Read GGUF quantization labels, estimate the VRAM they save, and choose the right precision for your hardware.
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