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Kallas defends EU foreign service before staff as debate over its future intensifies
EU foreign policy chief Kaja Kallas has backed her own diplomatic service as European capitals, led by Paris, eye a possible EEAS overhaul, ranging from stripping the High Representative's powers to expanding them. EU foreign policy chief Kaja Kallas has come out in support of her own foreign policy department in an internal email seen by Euronews, as discussions among key European capitals over how to reform the bloc's diplomatic service grow louder. The European External Action Service...
Kallas defends EU’s foreign service after French paper questions its survival
BRUSSELS ― The head of the EU’s diplomatic service has given a staunch defense of her institution as it fights off suggestions that it be shut down. In an email seen by POLITICO, Kaja Kallas, the bloc’s foreign policy chief, wrote to the 5,000-strong staff of the European External Action Service, insisting that it “added value” to the bloc. She was responding to a French government discussion paper that floated radical options for the EEAS that included bringing it completely...
Entropy-Based Evaluation of AI Agents: A Lightweight Framework for Measuring Behavioral Patterns
Announce Type: new Abstract: AI agents are commonly evaluated using task success, reward, latency, and cost. These metrics are useful, but they often miss important aspects of agent behavior: whether an agent explores too much, repeats itself too rigidly, uses tools effectively, reduces uncertainty over time, or remains robust across repeated runs. This paper proposes Entropy-Based Evaluation of AI Agents (EEA), a lightweight framework for measuring agent behavior through entropy.
Entropy-Based Evaluation of AI Agents: A Lightweight Framework for Measuring Behavioral Patterns
arXiv:2606.05872v2 Announce Type: replace Abstract: AI agents are commonly evaluated using task success, reward, latency, and cost. These metrics are useful, but they often miss important aspects of agent behavior: whether an agent explores too much, repeats itself too rigidly, uses tools effectively, reduces uncertainty over time, or remains robust across repeated runs. This paper proposes Entropy-Based Evaluation of AI Agents (EEA), a lightweight framework for measuring agent behavior...
EU countries weigh ‘tearing apart’ bloc’s diplomatic service
Chief diplomat Kaja Kallas and her EEAS are in capitals’ crosshairs over leadership and co-ordination issues
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