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Builder Foundations

Start here for the quickest ramp from concepts to working systems.

Agentic Systems

Learn planning, tool use, memory design, and orchestration patterns.

Production Readiness

Ship safely with evaluation, latency tuning, and reliability playbooks.

Research to Practice

Bridge the gap between papers and production-ready implementations.

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Resource list

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Open Source

Chroma

Open-source project for rag, ai tools.

rag open-source +1
Open Source

Milvus

Open-source project for rag, ai tools.

rag open-source +1
Open Source

Weaviate

Open-source project for rag, ai tools.

rag open-source +1
Open Source

Qdrant

Open-source project for rag, ai tools.

rag open-source +1
Open Source

Whisper

Open-source project for speech.

speech open-source
Open Source

Instructor

Open-source project for structured output.

structured-output open-source
Open Source

Guidance

Open-source project for prompting.

prompting open-source
Open Source

LiteLLM

Open-source project for production, api.

production api +1
Open Source

CrewAI

Open-source project for agents.

agents open-source
Open Source

AutoGen

Open-source project for agents.

agents open-source
Open Source

DSPy

Open-source project for prompting.

prompting open-source
Open Source

Ragas

Open-source project for rag, evaluation.

rag evaluation +1
Open Source

LM Evaluation Harness

Open-source project for evaluation, papers.

evaluation papers +1
Open Source

OpenAI Evals

Open-source project for evaluation, production.

evaluation open-source +1
Open Source

llama.cpp

Open-source project for inference.

inference open-source
Open Source

vLLM

Open-source project for production, inference.

production inference +1
Open Source

Haystack

Open-source project for rag.

rag open-source
Open Source

LangGraph

Open-source project for agents.

agents open-source
Open Source

LlamaIndex

Open-source project for rag, agents.

rag agents +1
Open Source

LangChain

Open-source project for agents, architecture.

agents architecture +1
Tutorial

Ollama - Run LLMs Locally

Run large language models on your own machine. Privacy-focused, free, and easy to use.

ai-tools llm +2