AI SDK 3.0, streaming text responses, backpressure handling, and graceful degradation for enterprise generative AI features.
Waiting 6 to 12 seconds for an LLM to generate a complete JSON response causes users to abandon workflows. Production AI engineering requires streaming tokens over Server-Sent Events (SSE) so users see immediate output in under 400 milliseconds.
Ship generative AI capabilities without degrading user interface performance.
Over 4+ years leading frontend architecture, refactoring monolithic web apps, and partnering with funded founders across Europe and the US.
When venture-backed founders face velocity bottlenecks or architectural gridlock, hiring an agency results in bloated decks and junior contractors. Here is my exact fractional engagement blueprint developed over 4+ years.
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Read articleA comprehensive guide for technical leads migrating to Next.js 15. How to avoid common caching pitfalls, structure shared layouts, and achieve sub-100ms response times.
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