{"slug": "from-production-traffic-to-post-training-building-a-self-hosted-llm-that-covers", "title": "From Production Traffic to Post-Training: Building a Self-Hosted LLM That Covers the Corporate Request Mix", "summary": "Enterprises facing data-residency constraints must self-host LLMs, but adopting newer models without retiring older ones fragments GPU resources. A technical report describes consolidating traffic from over 200 internal applications onto a single self-hosted model by closing quality gaps through post-training, covering the corporate request mix.", "body_md": "Data-residency constraints force enterprises to self-host LLMs, but continuous adoption of newer models without decommissioning their predecessors expands the serving fleet, fragmenting a finite GPU pool. We consolidate traffic from over 200 internal applications onto a single model by closing quali", "url": "https://wpnews.pro/news/from-production-traffic-to-post-training-building-a-self-hosted-llm-that-covers", "canonical_source": "https://aiflash.com/news/112713/", "published_at": "2026-09-02 10:30:19+00:00", "updated_at": "2026-09-02 10:52:01.974795+00:00", "lang": "en", "topics": ["large-language-models", "ai-infrastructure", "ai-research"], "entities": [], "alternates": {"html": "https://wpnews.pro/news/from-production-traffic-to-post-training-building-a-self-hosted-llm-that-covers", "markdown": "https://wpnews.pro/news/from-production-traffic-to-post-training-building-a-self-hosted-llm-that-covers.md", "text": "https://wpnews.pro/news/from-production-traffic-to-post-training-building-a-self-hosted-llm-that-covers.txt", "jsonld": "https://wpnews.pro/news/from-production-traffic-to-post-training-building-a-self-hosted-llm-that-covers.jsonld"}}