Articles by Tag #claude37sonnet
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How Attention, Context Windows, and Routing Decide Which AI Model Wins (A Systems Engineer's Deconstruction)
When a production pipeline fails to reproduce a model's outputs under load, it's rarely a...
When Smaller, Safer Models Become the Default: Reading the Signals Beyond the Hype
During a migration project for an internal knowledge assistant built to index tens of thousands of...
Small Models vs Giant Models: Which One Actually Fits Your AI Workflow?
On 2025-09-12, during a migration project for a mid-sized analytics platform, a familiar paralysis...
What Changed When Our Production NLU Pipeline Hit a Hard Ceiling (A Live Case Study)
Two months into a high-growth quarter, the natural language stack that powered a customer-facing...
Why Model Fit Beats Model Size: Picking the Right AI Brain for the Job
Abstract - The conversation around AI models often collapses into "bigger is...
Why Task-Fit AI Models Matter More Than Size
For a long stretch the conversation around AI models focused on a single axis: scale. Bigger...
What Changed When One Model Swap Cleared Our Production Bottleneck (A Senior Architects Case Study)
The Challenge Our payments orchestration service (Project Orion) hit an operational...
How to Pick and Integrate the Right AI Model: A Guided Journey from Broken Search to Reliable Assistant
On March 3, 2025, a production knowledge-assistant started returning confident but fabricated...