Mar 1 · 6 min read · Post-mortem: when the demo dazzles and the ship sinks. A team launches after a week of heady benchmarks and a demo that "blew stakeholders away." In production, latency spikes, hallucinations creep in, and the support queue fills with edge-cas...
Join discussionFeb 28 · 6 min read · Large language and multimodal models behave well in controlled tests, then start failing quietly once they are embedded in real workflows. The problem shows up as inconsistent outputs, surprising latency spikes, or models that confidently produce wro...
Join discussionFeb 27 · 6 min read · Abstract: As the senior solutions architect leading a real-world migration, this case study examines a production sag where a conversational and code-assist platform hit a capacity wall. The incident threatened SLA commitments and growth targe...
Join discussionFeb 25 · 6 min read · I used to hop between one-shot experiments and boutique model tricks: a neat draft from a small assistant in the morning, a different one for design notes at noon, and a third for code completion by evening. At first it felt like multi-tool efficienc...
Join discussionFeb 11 · 6 min read · Models used to be evaluated almost entirely by benchmarks and scale: bigger was assumed better, and the natural engineering impulse was to consolidate around one "best" model. That intuition is breaking down. What matters now is fit-how a model maps ...
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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