We Constructed a Routing Layer to Reduce Our AI Prices. It Broke the Product.
reduce their AI inference invoice by greater than half final quarter. Eight weeks of fresh engineering work. It was the ...
Tag: Layer
Vector RAG Isn’t Sufficient — I Constructed a Context Graph Layer for Multi-Agent Reminiscence
I wasn’t making an attempt to construct a brand new reminiscence structure. I used to be making an attempt to ...
LLM Fallbacks Break Agent Pipelines — I Constructed the Lacking Restoration Layer
TL;DR don’t simply pause your brokers. They wreck your knowledge construction for those who swap fashions with out altering the ...
Rerankers Aren’t Magic Both: When the Cross-Encoder Layer Is Definitely worth the Value
article. Two conditions. Scene 1. A staff constructing a RAG system over just a few hundred contracts has learn Article ...
RAG Is Burning Cash — I Constructed a Value Management Layer to Repair It
TL;DR a full working implementation in pure Python, together with benchmark outcomes from an area setup. RAG methods don't fail ...
Google Is Not Simply Updating Gemini, It Is Constructing an AI Working Layer |
Google Turns Gemini Into an Agent Platform: Inside 3.5 Flash, Spark, and Omni Google’s newest AI bulletins sign a basic ...
LLM Evals Are Based mostly on Vibes — I Constructed the Lacking Layer That Decides What Ships
TL;DR a full working implementation in pure Python, with actual benchmark numbers. Most groups consider LLM responses by studying them ...
RAG Is Blind to Time — I Constructed a Temporal Layer to Repair It in Manufacturing
, a learner messaged me a couple of unsuitable reply. She had requested the tutor a couple of idea from ...
RAG Hallucinates — I Constructed a Self-Therapeutic Layer That Fixes It in Actual Time
TL;DR RAG retrieved the suitable doc. The LLM nonetheless contradicted it. That's the failure this method catches. 5 failure patterns: ...
RAG Isn’t Sufficient — I Constructed the Lacking Context Layer That Makes LLM Programs Work
TL;DR a full working implementation in pure Python, with actual benchmark numbers. RAG programs break when context grows past a ...
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