<blockquote> <p>A controlled study finds that data distribution, not just volume, dictates LLM capability. Benchmark-aligned training inflates scores but creates narrow, brittle
<p>I run two small LLM judges. One reads ~200 items a day from AI feeds and tells me which five to read (I call it brief). The other reads Reddit threads and tells me which ones
<!-- SC_OFF --><div class="md"><p>I run Gemma 4 26B-A4B locally via Ollama as part of a custom self-hosted AI platform. The platform stores every model interaction in SQLite,
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