Jan 11, 2026
Building Production-Grade Chat Interfaces: Best Practices for Streaming, Blocks, and Confidence
Building a chat interface that feels magical, with smooth streaming, structured outputs, and real-time confidence indic
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More writing from the work, engagement notes, data tools, and operational details from across the practice.
Jan 11, 2026
Building a chat interface that feels magical, with smooth streaming, structured outputs, and real-time confidence indic
Read MoreDec 30, 2025
In the rapidly evolving field of information retrieval and semantic search, embedding models serve as the foundational
Read MoreDec 28, 2025
The transformer architecture has revolutionized artificial intelligence, powering everything from code generation to la
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We work best when we are embedded early, alongside the team that owns the mission, the data, and the operational risk. Government, commercial enterprise, or defence: if your environment is regulated, sensitive, or air-gapped, that is where we are most useful.