Takeaway 1
Technology is an enabler — value comes from aligning AI systems to users, decisions, and workflows (and measuring failure).
AI Engineer & Researcher
Beining Zhang
AI/ML engineer & researcher building trustworthy LLM systems (evaluation, grounded generation, and participatory design).
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Beining's takeaway
Short essays on building trustworthy AI systems in real organisations.
Practical takes on what works (and what fails) when AI meets business reality.