Feb 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 · 5 min read · I used to treat each prompt like a toolbox hunt: a quick one for drafts, another for code, a different one for images. At first, switching felt like advantage-each model had a "best" trick-yet that surface-level win hid a deeper cost: context loss, d...
Join discussionFeb 12 · 6 min read · A quiet Friday call turned ugly: metrics that had held steady for months dropped, customers complained, and rollback raised more questions than answers. The post‑mortem showed the same pattern I've seen across teams: a shiny model was chosen for the ...
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