The GigaRAG blog

Guides on retrieval-augmented generation, hybrid search, embeddings, and building AI systems that answer from your own data.

Retrieval

FDE Resume Bullet Points: Prove Customer Impact

GigaRAG teamNovember 3, 202611 min read

GigaRAG guide to FDE resume bullet points for technical delivery and customer impact.

Retrieval

What Changes at 100K Documents in a RAG System?

GigaRAG teamNovember 3, 202610 min read

GigaRAG article cover for What Changes at 100K Documents in a RAG System?

Retrieval

Citation and Source Attribution Patterns for RAG Agents

GigaRAG teamNovember 3, 202611 min read

GigaRAG guide to citation and source attribution patterns for RAG agents.

Retrieval

Managing Duplicate and Near-Duplicate Documents for RAG

GigaRAG teamNovember 3, 202611 min read

Illustration for the GigaRAG article on duplicate and near-duplicate documents poisoning results in RAG pipelines.

Retrieval

Retrieval Returns the Wrong Chunk: A Diagnostic Tree

GigaRAG teamNovember 3, 202611 min read

A developer desk with a laptop running a RAG diagnostic script beside a printed branching decision tree showing five retrieval failure root causes from GigaRAG.

Retrieval

Stop Re-Embedding Documents That Did Not Change

GigaRAG teamNovember 3, 202612 min read

Developer desk with a laptop showing Python content hashing code and a printed diagram of a hash-compare-skip pipeline for avoiding redundant document re-embedding in RAG systems, from GigaRAG.

Retrieval

Tiered Storage for Cold Documents in AI Workflows

GigaRAG teamNovember 3, 202613 min read

GigaRAG hero image showing a powered-down server rack beside a laptop displaying a cold document retrieval queue with a tiered storage diagram showing hot, warm, and cold tiers.

Retrieval

Cheaper Reranking Strategies for Production RAG

GigaRAG teamNovember 3, 202619 min read

GigaRAG article hero showing a developer laptop with an API versus self-hosted reranking cost comparison and a cascade reranking diagram narrowing 100 candidates to a top-5 list.

Retrieval

RAG With Cloudflare Workers for AI Agent Memory

GigaRAG teamNovember 3, 202610 min read

Developer desk with a laptop showing Cloudflare Workers RAG code calling Vectorize, Workers AI, and D1, beside a printed diagram of the three-service retrieval pipeline with noted cold start and script size limits.

Retrieval

RAG Inside an Existing Django App: A Practical Guide

GigaRAG teamNovember 3, 202611 min read

Developer desk with a laptop showing Django RAG code for semantic search and prompt building, plus a printed diagram of a four-stage retrieval pipeline with agent memory looping back into retrieval.

Retrieval

Quantization Accuracy Loss in RAG: What to Measure

GigaRAG teamNovember 3, 202611 min read

GigaRAG guide to quantization accuracy loss in RAG.

Retrieval

When to Cache AI Agents and RAG: What to Store

GigaRAG teamNovember 3, 202612 min read

GigaRAG guide to caching for AI agents and RAG.

Retrieval

Fix MCP Memory Server Connection Failures in Codex

GigaRAG teamNovember 2, 202611 min read

GigaRAG guide to fixing MCP memory server connection failures in Codex.

Retrieval

Writing a Retrieval Incident Postmortem: Evidence That Matters

GigaRAG teamNovember 2, 202611 min read

GigaRAG guide to Writing a Retrieval Incident Postmortem for RAG Systems

Retrieval

How to Fix an MCP Memory Server Not Appearing in Cursor

GigaRAG teamNovember 2, 202610 min read

GigaRAG guide to fixing an MCP memory server not appearing in Cursor.

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