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small models
3 articles tagged with this topic
GemmaGoogle
Gemma 4 Per-Layer Embeds: Knowledge-Reasoning Split, Hope or Hype
Gemma 4's per-layer embeddings spark debate: Can knowledge and reasoning scale separately? If so, 2B models could hold 20B knowledge, redefining local
May 32 min read
local deploymentprompt engineering
764 Experiments Reveal: Three Counterintuitive Pitfalls in Small Model Deployment
Copying GPT-4 prompting standards for small AI models causes accuracy to crash 64%—forcing enterprise leaders planning private AI deployment to reasse
Apr 113 min read
local AIdata analysis
The Birth of 9B Local AI Analyst: The Hour of Labor Cost Restructuring for Data Departments
A 9B-parameter local model fine-tuned with LoRA achieves 89.7% autonomous completion of data analysis workflows, fundamentally rewriting the business
Apr 103 min read