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Beyond Goodhart's Law: A Dynamic Benchmark for Evaluating Compliance in Multi-Agent Systems
Announce Type: new Abstract: The rapid evolution of Large Language Models (LLMs) from passive assistants to autonomous, execution-capable agents has introduced critical operational risks. Most current evaluation frameworks neglect procedural compliance, leading to ''Machiavellian'' behaviors where agents strategically violate safety rules to maximize rewards - a direct manifestation of Goodhart's Law. To address this blind spot, we introduce MAC-Bench, a dynamic, adversarial benchmark...
It's Not Just X. It's Y
It's Y. Against the Quantification of Integrity When the measure of language becomes its target, it ceases to be good language. "It's not x, it's y." Large Language Models gravitate toward this type of construction, called negative parallelism. It has its uses: it sets up a contrast.
Healthcare Mechanisms from Policy-as-Code Search under Strategic Provider Response
arXiv:2605.30680v1 Announce Type: new Abstract: Healthcare mechanisms are inseparable from the strategic provider response they induce: existing healthcare AI benchmarks hold this response fixed and so cannot evaluate mechanisms by the equilibrium they produce. We recast hospital mechanism design as program synthesis for language models: typed, inspectable rule programs are executed and scored by Medi-Sim, a multi-agent simulator with five strategic provider channels (coding, selection,...
Alice and Steve to Proud: the seven best shows to stream this week
Nicola Walker is a furious mother who decimates her best mate’s life after he sleeps with her daughter in an excruciating wrongcom. Plus, the LGBTQ+ adoption drama that has made wavesThere’s a brilliantly cringe take on intergenerational romance in this comedy starring Nicola Walker and Jemaine Clement as the titular middle-aged best friends. Their relationship is shattered when Steve accidentally falls for Alice’s 26-year-old daughter Izzy (Yali Topol Margalith).
‘I would draw blood’: Jemaine Clement and Nicola Walker’s wild wrongcom about sexual betrayal
What if your best mate slept with your child? The stars of Alice and Steve, the new taboo-busting comedy about friends at war, open up about drug-taking, iffy sex – and why British jokes are so hard to understandAlice and Steve, the new “wrongcom” starring Nicola Walker and Jemaine Clement, starts like the story of a lifelong friendship between two 50ish exes. They went out for a short time, a million years ago, and ever since have been platonically inseparable.
‘I would draw blood’: Jemaine Clement and Nicola Walker’s wild wrongcom about sexual betrayal
What if your best mate slept with your child? The stars of Alice and Steve, the new taboo-busting comedy about friends at war, open up about drug-taking, iffy sex – and why British jokes are so hard to understandAlice and Steve, the new “wrongcom” starring Nicola Walker and Jemaine Clement, starts like the story of a lifelong friendship between two 50ish exes. They went out for a short time, a million years ago, and ever since have been platonically inseparable.
Alice and Steve to Proud: the seven best shows to stream this week
Nicola Walker is a furious mother who decimates her best mate’s life after he sleeps with her daughter in an excruciating wrongcom. Plus, the LGBTQ+ adoption drama that has made wavesThere’s a brilliantly cringe take on intergenerational romance in this comedy starring Nicola Walker and Jemaine Clement as the titular middle-aged best friends. Their relationship is shattered when Steve accidentally falls for Alice’s 26-year-old daughter Izzy (Yali Topol Margalith).