Top Insights in AI
INDUSTRY
‘Sandbox first’: Andrew Ng’s blueprint for accelerating
enterprise AI innovation
At VB Transform 2025, Andrew Ng emphasized that while
observability and guardrails are important in enterprise AI,
they should not hinder speed. His "sandbox first" strategy
advocates for rapid innovation in AI, allowing companies to
make breakthroughs without excessive restrictions.
RESEARCH
Can we fix AI’s evaluation crisis?
As AI models increasingly game existing benchmarks, the
integrity of evaluation scores is at risk. New methodologies
like LiveCodeBench Pro and holistic assessments aim to
provide a more accurate reflection of AI capabilities,
pushing for improvements in model evaluation practices.
RESEARCH
Why Your Next LLM Might Not Have A Tokenizer
Meta AI's Byte Latent Transformer (BLT) proposes a novel
method that bypasses traditional tokenizers, processing raw
bytes to enhance robustness and performance, particularly in
low-resource languages. This innovative approach could
reshape future language model designs significantly.
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