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Resources under the MIT license

Datasets, prompts, models and other resources published under the MIT license, most used first.

Source : https://opensource.org/license/mit

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BGE-M3 embeddings for RAG over long documents

BGE-M3 for RAG over long documents: 1024 dimensions, up to 8,192 tokens, 100+…

Configuration1024 dim. 6 days
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Guardrail: mask U.S. personal data (SSN, phone, card)

Guardrail that masks U.S. personal data in AI assistant replies: SSNs, +1 phone…

InstructionPersonal data 6 days
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Red teaming: 12 attacks on a customer service chatbot

12 attacks to replay on a U.S. e-commerce support chatbot: impersonation, data…

Data12 attack(s) 6 days
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Red teaming: 10 tests on a U.S. HR assistant

10 tests for an internal HR assistant in the U.S.: employee data, hiring…

Data10 attack(s) 6 days
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JSON schema: extract a U.S. invoice

JSON Schema to extract a U.S. invoice with an LLM: vendor, invoice number,…

Instruction9 field(s) 6 days
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JSON schema: extract a resume

JSON Schema to extract a resume with an LLM: experience, skills, education and…

Instruction7 field(s) 6 days
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JSON schema: classify a support ticket

JSON Schema to classify a support ticket: category, priority, sentiment,…

Instruction5 field(s) 6 days
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AI prompt for an Amazon or Shopify product listing

Prompt to write a product listing for Amazon or Shopify in English: title, 5…

Instruction4 variable(s) 6 days
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Mistral 7B on a 16 GB Mac with Ollama

Ollama Modelfile to run Mistral 7B Instruct locally on a 16 GB Mac: Q4…

ConfigurationOllamaQ4_K_M 6 days
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Qwen2.5 7B with vLLM on a 24 GB GPU

Serve Qwen2.5 7B Instruct with vLLM on a 24 GB GPU: OpenAI-compatible API, 8k…

ConfigurationvLLMbf16 6 days
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llama.cpp server for a GGUF model

Run any GGUF model with the llama.cpp server: OpenAI-compatible API on port…

Configurationllama.cppQ4_K_M 6 days
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Private chat on your documents: Ollama, Qdrant, Open WebUI

docker-compose stack for a private chat on your documents: Ollama (model),…

Configuration3 service(s) 6 days
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Minimal private AI chat: Ollama and Open WebUI

The simplest stack for a private AI chat: Ollama and Open WebUI with…

Configuration2 service(s) 6 days
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Local automations: n8n and Ollama

docker-compose stack to automate with a local AI: n8n (workflows) and Ollama…

Configuration2 service(s) 6 days
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nomic-embed-text embeddings locally with Ollama

nomic-embed-text for a 100% local English RAG with Ollama: 768 dimensions, long…

Configuration768 dim. 6 days
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Corpus: AI resource definitions (English)

Definitions of every AI resource type on Contexte Tech, one chunk each with the…

Data20 chunk(s) 7 days