Field notes · Vahue research
Insights from the AI-Native frontier
Engineering playbooks, enterprise AI patterns, and lessons from shipping production LLM systems — written by the Vahue team.

Featured·AI & Machine Learning
Deploying LLMs Securely in Enterprise Environments
A practical guide to integrating large language models with sensitive business data while staying compliant and secure.
January 15, 2026·12 min read
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AI & Machine Learning
Evaluating Code Data Sources for Training Large Language Models
A practical comparison of the major code dataset sources — from open-source repos to dedicated coding teams — and how to choose the right one.
January 10, 2026·10 min read
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AI & Machine Learning
The Case for Human-Written Code in LLM Training
Why human-authored code remains essential for building reliable coding assistants — and where synthetic data falls short.
January 5, 2026·9 min read
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