MoE vs. dense models: What you need to know before picking a model
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51 posts published so far
Small model, big model: routing as a product strategy
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Prompt design is a cost centre. Treat it like one
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Continuous batching explained for PMs who ship AI features
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Why output tokens cost more than input tokens and what that means for feature design
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Context windows are not free : What your PM never told your eng team
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Prefill vs. decode: Why the same model feels fast in one product and slow in another
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Why TTFT is a UX metric, not an infra metric
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I Built an AI Intern for My Personal Projects in a Few Hours Using Eve
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The real KPI problem in platform teams
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Things I intentionally stopped doing
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Scaling product is more about unlearning than adding
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Lessons from building for multiple markets
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Why global product teams struggle more than they should
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Trade-offs I've seen teams ignore
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The dark side of microservices PMs don't talk about
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How to define success for a platform product
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Platform teams fail when they chase adoption instead of value
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How I think about interoperability at scale
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Product managers underestimate integration costs
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What reuse actually requires organisationally
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Why "build once, reuse everywhere" rarely works
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A simple API maturity model I actually use
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The maturity gap in most API strategies
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Lessons from working with internal consumers
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