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#rag

Retrieval augmented generation, or RAG, is an architectural approach that can improve the efficacy of large language model (LLM) applications by leveraging custom data.

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I Contributed to Chroma's Open-Source Docs — Here's What I Changed and What I Learned

I Contributed to Chroma's Open-Source Docs — Here's What I Changed and What I Learned

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4 min read
AI Output Provenance for SaaS: Trace Answers Before They Become Liability

AI Output Provenance for SaaS: Trace Answers Before They Become Liability

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9 min read
RAG in 8 Layers: The Production Mental Model Most Tutorials Skip

RAG in 8 Layers: The Production Mental Model Most Tutorials Skip

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16 min read
TradeMemory An AI-Powered Persistence Layer for Disciplined Trading

TradeMemory An AI-Powered Persistence Layer for Disciplined Trading

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3 min read
The Data Ingestion Pipeline Nobody Designs Well Until Production Breaks It

The Data Ingestion Pipeline Nobody Designs Well Until Production Breaks It

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5 min read
TradeMemory An AI-Powered Persistence Layer for Disciplined Trading

TradeMemory An AI-Powered Persistence Layer for Disciplined Trading

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3 min read
Citation-Guard: Production RAG Patterns for Regulated Fintech

Citation-Guard: Production RAG Patterns for Regulated Fintech

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4 min read
From Documents to Intelligent Answers: Building a RAG Agent from Scratch & Lessons Learned

From Documents to Intelligent Answers: Building a RAG Agent from Scratch & Lessons Learned

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2 min read
Local LLM Deployment, Agent Handbook, & LLM Cost Reduction: Applied AI Workflows

Local LLM Deployment, Agent Handbook, & LLM Cost Reduction: Applied AI Workflows

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3 min read
I added a reranker to my RAG pipeline — it broke everything, then I fixed it

I added a reranker to my RAG pipeline — it broke everything, then I fixed it

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5 min read
What a Production RAG System Actually Looks Like After 18 Months

What a Production RAG System Actually Looks Like After 18 Months

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6 min read
TradeMemory

TradeMemory

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3 min read
Reciprocal Rerank Fusion (RRF): The Simple, Powerful Way to Combine Keyword + Semantic Search in RAG

Reciprocal Rerank Fusion (RRF): The Simple, Powerful Way to Combine Keyword + Semantic Search in RAG

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3 min read
I Built a Production RAG System on My M1 Mac for $0

I Built a Production RAG System on My M1 Mac for $0

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3 min read
The Prefill Wall: Why MTP's 2 Barely Moves Long-Context Latency (Qwen3.6-27B, RTX 3090)

The Prefill Wall: Why MTP's 2 Barely Moves Long-Context Latency (Qwen3.6-27B, RTX 3090)

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4 min read
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