Designing Chat UIs That Match LLM Capabilities
The chat UI is half the user experience. The 2026 patterns for chat interfaces that surface LLM strengths and hide weaknesses.
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From the blog
The chat UI is half the user experience. The 2026 patterns for chat interfaces that surface LLM strengths and hide weaknesses.
First-time callers need different scaffolding than repeat ones. The 2026 patterns for voice onboarding that converts and educates.
Diffusion-based LLMs like LLaDA and Mercury generate text in parallel rather than left-to-right. The 2026 production picture.
Three distributed-training options for PyTorch in 2026 compared on ergonomics, scaling, and where each one wins.
Domain vocabulary breaks generic embeddings. The 2026 patterns for medical, legal, and financial RAG that actually retrieve the right docs.
Adding AI features to an existing SaaS without breaking the rest of the product. The 2026 architecture and UX patterns that scale.
When and how to fine-tune embeddings for your domain. The 2026 patterns, the cost-quality tradeoffs, and the open-source tooling.
Decoder-only dominated 2022-2025; some 2026 architectures bring back encoder-decoder. The reasons and the workloads that benefit.
The August 2026 EU AI Act deadlines are real. The technical files, transparency reports, and incident docs GPAI providers actually have to ship.
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