Mar 1 · 6 min read · The immediate problem facing engineering teams today is simple: large AI models behave well in isolated tests but begin to diverge when introduced into real workflows, producing inconsistent answers, missed facts, or wildly different outputs for near...
Join discussionFeb 21 · 6 min read · As the senior solutions architect accountable for a customer-facing conversational platform, the brief was blunt: reduce sustained latency and drop escalations before seasonal traffic doubled. The system ran in production with a live team of engineer...
Join discussionFeb 20 · 5 min read · Discovery - the plateau that became a crisis As the senior solutions architect accountable for a customer-facing conversational platform, the problem was simple to state and painful to watch: throughput stalled while costs rose, and the system...
Join discussionFeb 10 · 5 min read · Abstract - As a Senior Solutions Architect responsible for a live conversational platform, this case study documents a high-stakes migration where model choice was the limiting factor. The system served real users, ran on production traffic, and requ...
Join discussionFeb 9 · 5 min read · A year ago I was bouncing between tools the way some developers jump between editors - each new release promised better results and I felt obliged to try them. I started with something that gave me raw speed and blunt accuracy, loved its simplicity, ...
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