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Chris Lehane argues that stronger AI capabilities require stronger safety evidence, shared standards, and durable policy action while the policy window remains open.
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That is embarrassing onstage. In production, it is a reliability problem: a workflow that succeeded once may fail the next time a user makes the same request. For mission-critical work, such as reconciling a financial transaction or checking a contract for an obligation, that can be a showstopper.
Structured output is one of the most common real-world tasks for LLMs, yet most benchmarks fold it into broader reasoning or extraction scores rather than measuring it on its own. Whether a model reliably returns valid, parseable output in the requested format and shape — schema compliance — is often what decides whet…
Real deployments rarely fit the topic-level picture. The same base model may be adapted for a general assistant, an educational product, an enterprise system, or a public-sector service, and each setting needs different boundaries within the same topic. A civics tutor and a public-sector assistant can share a model ye…
On 23 August, Surya Narreddi posted a beautiful video of watercolours painted by a language model. The model writes JavaScript through p5.brush , a library that "adds natural drawing tools to p5.js". The video went viral fast, over 1.5M views at the time of writing.