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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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Design Notes for an Evidence-Traceable Research Agent

Design Notes for an Evidence-Traceable Research Agent

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5 min read
The same mess, now able to talk back

The same mess, now able to talk back

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3 min read
RAG vs Fine-Tuning: Debug the Failure Before Changing the Model

RAG vs Fine-Tuning: Debug the Failure Before Changing the Model

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7 min read
My PDF converter turned every borderless table into loose numbers. The fix runs on a CPU.

My PDF converter turned every borderless table into loose numbers. The fix runs on a CPU.

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5 min read
Insurance Claims Retrieval Architecture with Node.js: Five Access-Rule Checks

Insurance Claims Retrieval Architecture with Node.js: Five Access-Rule Checks

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5 min read
Candidate Search Architecture: Tenant-Bounded Retrieval and Source Traceability

Candidate Search Architecture: Tenant-Bounded Retrieval and Source Traceability

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5 min read
How to Tune Retrieval Relevance for a Private Knowledge Manager: Source-Aware Staging

How to Tune Retrieval Relevance for a Private Knowledge Manager: Source-Aware Staging

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6 min read
Staged Retrieval Relevance Tuning for Private Knowledge Managers (and Why It Holds)

Staged Retrieval Relevance Tuning for Private Knowledge Managers (and Why It Holds)

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5 min read
Retrieval Design Practices for Contract Review Workspaces: Evidence-Linked Caching

Retrieval Design Practices for Contract Review Workspaces: Evidence-Linked Caching

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4 min read
Insurance Claims Retrieval Architecture: Staged Collections for Bounded Latency

Insurance Claims Retrieval Architecture: Staged Collections for Bounded Latency

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6 min read
Node.js 3-Stage Retrieval Architecture for Restaurant Menu Assistant Delete Semantics

Node.js 3-Stage Retrieval Architecture for Restaurant Menu Assistant Delete Semantics

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6 min read
Developer Changelog Retrieval Architecture with Node.js: 4 Schema Design Decisions

Developer Changelog Retrieval Architecture with Node.js: 4 Schema Design Decisions

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5 min read
Why I Chose a Node.js 3-Stage Plan for Healthcare Appointment Retrieval

Why I Chose a Node.js 3-Stage Plan for Healthcare Appointment Retrieval

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6 min read
Why LLMs Hallucinate — And Why RAG exists

Why LLMs Hallucinate — And Why RAG exists

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3 min read
RAG vs. Fine-Tuning: The Wrong Question to Ask When Building AI Systems

RAG vs. Fine-Tuning: The Wrong Question to Ask When Building AI Systems

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25 min read
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