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Jul 19, 2026When Models Shrink, Systems Grow: Choosing Fit Over Scale
One late-night code review on a microservice migration made the trade-offs obvious: the problem wasnt...
Jul 19, 20265 min read0 reactions0 comments
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Jul 8, 2026When Model Choice Became Product Design: Picking the Right AI Brain for Real Workflows
On a migration for a fintech startup I help with, a recurring decision kept appearing in...
Jul 8, 20265 min read0 reactions0 comments
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Jul 14, 2026Why modern AI models fail to stay reliable at scale - and what to do about it
The problem is simple: sophisticated AI models promise consistent intelligence, but in real systems...
Jul 14, 20265 min read0 reactions0 comments
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Jul 13, 2026When the Model Swap Burned the Quarter: Avoid These AI Selection Disasters
The post-mortem started with an alert that well never forget: latency went through the roof, a core...
Jul 13, 20265 min read0 reactions0 comments
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Jul 10, 2026How One Model Swap Fixed Our Live Inference Bottleneck (A Production Case Study)
On 2026-01-12 the payments fraud detection pipeline that I was accountable for hit a hard plateau:...
Jul 10, 20265 min read0 reactions0 comments