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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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Day 7 - Dense Embedding - RAG

Day 7 - Dense Embedding - RAG

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2 min read
I Added a Verify Layer to My Local RAG to Catch Hallucinations. It Caught Me Being Wrong Twice About My Own Corpus

I Added a Verify Layer to My Local RAG to Catch Hallucinations. It Caught Me Being Wrong Twice About My Own Corpus

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8 min read
Part 6 — RAG Recall Quality from 60% to 93%: Building a Continuous Evaluation Loop (Not Gut Feeling)

Part 6 — RAG Recall Quality from 60% to 93%: Building a Continuous Evaluation Loop (Not Gut Feeling)

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10 min read
CRAG Implementation using TS

CRAG Implementation using TS

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

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

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3 min read
Search in the LLM Era: Vector RAG vs Vectorless Search vs LLM-Wiki

Search in the LLM Era: Vector RAG vs Vectorless Search vs LLM-Wiki

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4 min read
RAG in production: three levels from search to conversation

RAG in production: three levels from search to conversation

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3 min read
Tigergraph Hackathon

Tigergraph Hackathon

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4 min read
Part 1 — How Do Unstructured Documents Become a Searchable Knowledge Base? Five Key Engineering Decisions in the Ingestion Pipeline

Part 1 — How Do Unstructured Documents Become a Searchable Knowledge Base? Five Key Engineering Decisions in the Ingestion Pipeline

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9 min read
Part 3 — Vector Retrieval in Domain-Specific Terminology Scenarios: From Model Selection to Dual Validation

Part 3 — Vector Retrieval in Domain-Specific Terminology Scenarios: From Model Selection to Dual Validation

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10 min read
Part 5 — Installing a Black Box Recorder in Your RAG System: 4-Layer Metadata + 3-Level Verification, Root Cause in 5 Minutes

Part 5 — Installing a Black Box Recorder in Your RAG System: 4-Layer Metadata + 3-Level Verification, Root Cause in 5 Minutes

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9 min read
Part 2 — Why Does One System Need Three Chunking Strategies? And One Document Type Shouldn't Be Chunked At All

Part 2 — Why Does One System Need Three Chunking Strategies? And One Document Type Shouldn't Be Chunked At All

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9 min read
Day 13 of 60: Today I Started Learning RAG

Day 13 of 60: Today I Started Learning RAG

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2 min read
How to Build a HIPAA Compliant AI Ecosystem Without the Cloud

How to Build a HIPAA Compliant AI Ecosystem Without the Cloud

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15 min read
RAG SOTA: I Tested 7 Pipelines and Built SEQUOIA (Open Source)

RAG SOTA: I Tested 7 Pipelines and Built SEQUOIA (Open Source)

Comments 2
2 min read
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