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GitHub - calmrocks/ai-engineer-notebooks: Hands-on, framework-free Colab notebooks for the AI Engineer / Forward Deployed Engineer (FDE) skill set — model APIs, structured output, tool calling, RAG, evals-as-the-spine, agents (loop from scratch, tool design, guardrails, MCP, Skills), fine-tuning vs LoRA, prompt-injection/security, LLMOps, and customer craft. Runs on the free Groq API.
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GitHub - calmrocks/ai-engineer-notebooks: Hands-on, framework-free Colab notebooks for the AI Engineer / Forward Deployed Engineer (FDE) skill set — model APIs, structured output, tool calling, RAG, evals-as-the-spine, agents (loop from scratch, tool design, guardrails, MCP, Skills), fine-tuning vs LoRA, prompt-injection/security, LLMOps, and customer craft. Runs on the free Groq API.

Hacker News·2 months ago
#mQD00stw

Hands-on, framework-free Colab notebooks for the AI Engineer / Forward Deployed Engineer (FDE) skill set — model APIs, structured output, tool calling, RAG, evals-as-the-spine, agents (loop from sc...

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Launch HN: Screenpipe (YC S26) – Record how you work and turn that into agents

news.ycombinator.com·3 months ago
#UGJTQrmM
#rag#article#audio#englishlanguage

Hi Hacker News, I'm Louis. I built Screenpipe (https://screenpipe.com), an app that records your screen and audio locally (only!), and gives AI agents a searchable memory of what you've seen, said, and heard.…

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Machine Learning Projects That Will Actually Get You Hired in 2026
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Machine Learning Projects That Will Actually Get You Hired in 2026

DEV Community: tensorflow·Tech Croc·4 months ago
#SShukVEU
#dev#mlops#llm#rag#photo

If you are building a machine learning portfolio today, it is time to archive your “Titanic Survival...

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Reel VCR for LLM APIs, AI-Generated PySpark & MacOS AI Agent Demo
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Reel VCR for LLM APIs, AI-Generated PySpark & MacOS AI Agent Demo

DEV Community·soy·5 months ago
#UFP5VADU
#reel#ai#rag#automation#agents

From Dev Community: Reel VCR for LLM APIs, AI-Generated PySpark & MacOS AI Agent Demo

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Why your local LLM knowledge base gives bad answers (and how to fix it)
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Why your local LLM knowledge base gives bad answers (and how to fix it)

DEV Community·Alan West·5 months ago
#CiAk442S
#ai#rag#llm#chunks#query

Local LLM knowledge base giving bad answers? The fix is almost always the retrieval layer. How to debug chunking, embeddings, and reranking.

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LlamaIndex + x711: enrich your RAG pipeline with real-time tools
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LlamaIndex + x711: enrich your RAG pipeline with real-time tools

DEV Community·x711io·6 months ago
#L6ggFyRf
#llamaindex#ai#rag#python#agent

LlamaIndex + x711: enrich your RAG pipeline with real-time tools LlamaIndex excels at...

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LLM Engineering: Architecting Agentic RAG and Conversational BI
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LLM Engineering: Architecting Agentic RAG and Conversational BI

DEV Community·soy·6 months ago
#gK3sqSDh
#ai#rag#automation#software#agentic

From Dev.to - ai: LLM Engineering: Architecting Agentic RAG and Conversational BI

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I Built My First AI Infrastructure Package for Python — Introducing NeuroMesh AI 🚀
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I Built My First AI Infrastructure Package for Python — Introducing NeuroMesh AI 🚀

DEV Community·Amit Chandra·6 months ago
#EfDkrY7b
#ai#python#rag#why#systems

From Dev.to - python: I Built My First AI Infrastructure Package for Python — Introducing NeuroMesh AI 🚀

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The End of the Memory Tax: How Google’s TurboQuant is Rewriting the Rules of Local RAG Systems
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The End of the Memory Tax: How Google’s TurboQuant is Rewriting the Rules of Local RAG Systems

DEV Community·Hemanth Kumar·6 months ago
#C1klgtO5
#ai#programming#google#rag#turboquant

From Dev Community: The End of the Memory Tax: How Google’s TurboQuant is Rewriting the Rules of Local RAG Systems

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Two Retrieval Methods Are Better Than One: Evidence from 500 Clinical Queries
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Two Retrieval Methods Are Better Than One: Evidence from 500 Clinical Queries

DEV Community·Igor Eduardo·6 months ago
#bgGc48cw
#python#rag#ai#bm25#dense

When I set out to evaluate retrieval configurations for Portuguese clinical text, I expected one...

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