Browsing Tag
rag
46 posts
RAG vs. Direct Context: I Tested Both on Real Documents, Here’s What Broke
A hands-on test of BGE-M3 + Qwen3 (RAG vs. direct-context answering) on a real research paper and a…
We Almost Deployed a Temporal Knowledge Graph. The Eval Said No.
The eval that killed the temporal knowledge graph asserted one thing: at time T, the agent should report…
RAG – Memory Systems
We need memory to store the previous conversational history. For example: Previous question is: User: File handling in…
When Good RAG Systems Fail (And How Production Teams Prevent It)
“We Finally Did It” 👦 Nephew: Uncle! We finally did it. Precision is high. Recall is high. Groundedness…
Build a Simple RAG App with Telnyx AI Inference
RAG is one of those patterns that sounds more complicated than it has to be. At its core,…
Your RAG faithfulness check is measuring copy-paste, not faithfulness
I was building an eval harness for a retrieval-augmented generation pipeline, and the first faithfulness check I wrote…
Two Pre-Registered Benchmarks for Audit-Native RAG: RAB (EU AI Act 10/12/19) + LRB (Time-Travel Retrieval)
Most RAG demos answer “what’s the right chunk?” Very few can answer the two questions a regulator or…
How I benchmarked a 100% local RAG pipeline to 9/9 (zero API keys)
Most “chat with your documents” demos work in an afternoon. Then you hit the last 20%: retrieval that…
Extract Plain Text from Medium Posts for RAG and Search Indexes
Chunk clean article content for embeddings, summarization, and full-text search—skip nav, clap bars, and scripts. Extract Plain Text…
Why output-stage PII masking is the wrong protective surface for data exfiltration in RAG
“The output filter runs after the LLM has already seen the confidential data. By then, three classes of…
