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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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We are Hiring! Senior GenAI Engineer — LLMs / RAG / Python (f/m/d) — Remote in Germany

We are Hiring! Senior GenAI Engineer — LLMs / RAG / Python (f/m/d) — Remote in Germany

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2 min read
Taming Unpredictable User Input: Building a RAG Triage Agent in Node.js

Taming Unpredictable User Input: Building a RAG Triage Agent in Node.js

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2 min read
Vectorizing Real-Time Kafka Events

Vectorizing Real-Time Kafka Events

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4 min read
How Modern AI Search Engines Work: Retrieval, Reranking & Routing

How Modern AI Search Engines Work: Retrieval, Reranking & Routing

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4 min read
From RAG to Knowledge Discovery: What Comes Next for Enterprise AI

From RAG to Knowledge Discovery: What Comes Next for Enterprise AI

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3 min read
How /search and /ask Work: Local Hybrid RAG with ChromaDB + SQLite FTS5

How /search and /ask Work: Local Hybrid RAG with ChromaDB + SQLite FTS5

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10 min read
Claude on AWS GA with Managed Agents; LLM Structured Output Robustness; DuckLake SDK for AI Data

Claude on AWS GA with Managed Agents; LLM Structured Output Robustness; DuckLake SDK for AI Data

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3 min read
Building RAG Assistant: A I Built a Desktop RAG Chatbot From Scratch — Here's Everything I Learned

Building RAG Assistant: A I Built a Desktop RAG Chatbot From Scratch — Here's Everything I Learned

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7 min read
🔬 Direction 1 closure on JAMES — when the hypothesis fails but the data turns "7-tier monotonic natural-stop gradient"

Gemma 4 Challenge: Write about Gemma 4 Submission

🔬 Direction 1 closure on JAMES — when the hypothesis fails but the data turns "7-tier monotonic natural-stop gradient"

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2 min read
Why “Local Document AI” Is Really an OCR + RAG + Local Inference Problem

Why “Local Document AI” Is Really an OCR + RAG + Local Inference Problem

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4 min read
Two Pre-Registered Benchmarks for Audit-Native RAG: RAB (EU AI Act 10/12/19) + LRB (Time-Travel Retrieval)

Two Pre-Registered Benchmarks for Audit-Native RAG: RAB (EU AI Act 10/12/19) + LRB (Time-Travel Retrieval)

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3 min read
AI Agents & Python Workflows: Anthropic Skills, Jupyter Challenges, and Edge Deployment

AI Agents & Python Workflows: Anthropic Skills, Jupyter Challenges, and Edge Deployment

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3 min read
Define the state of our agent

Define the state of our agent

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6 min read
SQLite FTS5 won't tokenize Chinese — here's the 7-line bigram fix that did

SQLite FTS5 won't tokenize Chinese — here's the 7-line bigram fix that did

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4 min read
Beyond Keywords: Mastering HyDE for Smarter Retrieval đź§ 

Beyond Keywords: Mastering HyDE for Smarter Retrieval đź§ 

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4 min read
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