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Definition, why it matters, case, and how to read it — linked only to live entries. · 2,268 entries.

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Agent Loop Budget batch Agent Loop Budget canary Agent Loop Budget chat Agent Loop Budget founder mode Agent Loop Budget lab Agent Loop Budget ops Agent Loop Budget production Agent Loop Budget rag Agent Loop Budget research Agent Loop Budget shadow Agent Loop Budget streaming Agent Loop Budget trading desk Agent Tool Calling Loop Agent Workflow Cache Hit Rate batch Cache Hit Rate chat Cache Hit Rate lab Cache Hit Rate ops Cache Hit Rate rag Cache Hit Rate research Cache Hit Rate streaming Cache Hit Rate trading desk Chunk Overlap Strategy batch Chunk Overlap Strategy canary Chunk Overlap Strategy chat Chunk Overlap Strategy founder mode Chunk Overlap Strategy lab Chunk Overlap Strategy ops Chunk Overlap Strategy production Chunk Overlap Strategy rag Chunk Overlap Strategy research Chunk Overlap Strategy shadow Chunk Overlap Strategy streaming Chunk Overlap Strategy trading desk Chunking Strategy RAG Citation Faithfulness batch Citation Faithfulness canary Citation Faithfulness chat Citation Faithfulness founder mode Citation Faithfulness lab Citation Faithfulness ops Citation Faithfulness production Citation Faithfulness rag Citation Faithfulness research Citation Faithfulness shadow Citation Faithfulness streaming Citation Faithfulness trading desk Context Window Pressure batch Context Window Pressure canary Context Window Pressure chat Context Window Pressure founder mode Context Window Pressure lab Context Window Pressure ops Context Window Pressure production Context Window Pressure rag Context Window Pressure research Context Window Pressure shadow Context Window Pressure streaming Context Window Pressure trading desk Cost Per Query batch Cost Per Query canary Cost Per Query chat Cost Per Query founder mode Cost Per Query lab Cost Per Query ops Cost Per Query production Cost Per Query rag Cost Per Query research Cost Per Query shadow Cost Per Query streaming Cost Per Query trading desk Embedding Drift batch Embedding Drift canary Embedding Drift chat Embedding Drift founder mode Embedding Drift lab Embedding Drift ops Embedding Drift production Embedding Drift rag Embedding Drift research Embedding Drift shadow Embedding Drift streaming Embedding Drift trading desk Embedding Similarity Search Eval Harness Score batch Eval Harness Score canary Eval Harness Score chat Eval Harness Score founder mode Eval Harness Score lab Eval Harness Score ops Eval Harness Score production Eval Harness Score rag Eval Harness Score research Eval Harness Score shadow Eval Harness Score streaming Eval Harness Score trading desk Evaluation Harness Design Hallucination Rate batch Hallucination Rate canary Hallucination Rate chat Hallucination Rate founder mode Hallucination Rate lab Hallucination Rate ops Hallucination Rate production Hallucination Rate rag Hallucination Rate research Hallucination Rate shadow Hallucination Rate streaming Hallucination Rate trading desk Latency SLO batch Latency SLO canary Latency SLO chat Latency SLO founder mode Latency SLO lab Latency SLO ops Latency SLO production Latency SLO rag Latency SLO research Latency SLO shadow Latency SLO streaming Latency SLO trading desk LLM Retrieval Augmented Generation Model Drift Monitoring Model Routing Policy batch Model Routing Policy canary Model Routing Policy chat Model Routing Policy founder mode Model Routing Policy lab Model Routing Policy ops Model Routing Policy production Model Routing Policy rag Model Routing Policy research Model Routing Policy shadow Model Routing Policy streaming Model Routing Policy trading desk Output Guardrail batch Output Guardrail canary Output Guardrail chat Output Guardrail founder mode Output Guardrail lab Output Guardrail ops Output Guardrail production Output Guardrail rag Output Guardrail research Output Guardrail shadow Output Guardrail streaming Output Guardrail trading desk Prompt Injection Defense batch Prompt Injection Defense canary Prompt Injection Defense chat Prompt Injection Defense founder mode Prompt Injection Defense lab Prompt Injection Defense ops Prompt Injection Defense production Prompt Injection Defense rag Prompt Injection Defense research Prompt Injection Defense shadow Prompt Injection Defense streaming Prompt Injection Defense trading desk RAG Retrieval Quality batch RAG Retrieval Quality canary RAG Retrieval Quality chat RAG Retrieval Quality founder mode RAG Retrieval Quality lab RAG Retrieval Quality ops RAG Retrieval Quality production RAG Retrieval Quality rag RAG Retrieval Quality research RAG Retrieval Quality shadow RAG Retrieval Quality streaming RAG Retrieval Quality trading desk Reranker Gain batch Reranker Gain canary Reranker Gain chat Reranker Gain founder mode Reranker Gain lab Reranker Gain ops Reranker Gain production Reranker Gain rag Reranker Gain research Reranker Gain shadow Reranker Gain streaming Reranker Gain trading desk Retrieval-Augmented Generation Shadow Mode Deployment Tool Calling Reliability batch Tool Calling Reliability canary Tool Calling Reliability chat Tool Calling Reliability founder mode Tool Calling Reliability lab Tool Calling Reliability ops Tool Calling Reliability production Tool Calling Reliability rag Tool Calling Reliability research Tool Calling Reliability shadow Tool Calling Reliability streaming Tool Calling Reliability trading desk

Systems · AI Systems · Core

LLM Retrieval Augmented Generation

LLM Retrieval Augmented Generation — Grounding model answers in retrieved documents.

Definition Why it matters Case How to read it

Definition

LLM Retrieval-Augmented Generation is RAG applied specifically to large language models: retrieve passages, stuff or rank them into context, then generate an answer that cites those passages.

Why it matters

It is the practical form of grounding used in Memory/Codex search. Quality depends on chunking, embedding recall, and whether the retrieved text actually contains a definition — not on model size alone.

Case

Wiki Ask RAG that only retrieves “Title — AI concept.” will paraphrase that stub. The failure is corpus thinness, not “the model is dumb.” Enrich the entry with Definition/Case, re-embed, then re-ask.

How to read it

Inspect top citations before trusting the prose. Prefer answers that start with a plain definition and admit missing evidence over long Alpha Factory narratives built on empty stubs.

RelatedChunking Strategy RAG Evaluation Harness Design Retrieval-Augmented Generation Agent Loop Budget batch Agent Loop Budget canary Agent Loop Budget chat Agent Loop Budget founder mode Agent Loop Budget lab Agent Loop Budget ops Agent Loop Budget production Agent Loop Budget rag Agent Loop Budget research Agent Loop Budget shadow Agent Loop Budget streaming

Same category · AI SystemsLatency SLO production Latency SLO rag Latency SLO research Latency SLO shadow Latency SLO streaming Latency SLO trading desk Model Drift Monitoring Model Routing Policy batch Model Routing Policy canary Model Routing Policy chat Model Routing Policy founder mode Model Routing Policy lab

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