ReSkill
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ReSkill: Reconciling Skill Creation with Policy Optimization in Agentic RL
Announce Type: replace Abstract: Agentic reinforcement learning (RL) enables LLM agents to improve continuously from environment rewards, yet the resulting policies do not systematically accumulate reusable strategies that generalize across tasks. Modular skills can provide such reusable strategies, yet existing skill-augmented RL methods decouple skill creation from policy optimization, risking adopting skills that conflict with the evolving policy. Inspired by Anthropic's Skill Creator, we...
ReSkill: Reconciling Skill Creation with Policy Optimization in Agentic RL
arXiv:2606.01619v1 Announce Type: new Abstract: Agentic reinforcement learning (RL) enables LLM agents to improve continuously from environment rewards, yet the resulting policies do not systematically accumulate reusable strategies that generalize across tasks. Modular skills can provide such reusable strategies, yet existing skill-augmented RL methods decouple skill creation from policy optimization, risking adopting skills that conflict with the evolving policy. Inspired by Anthropic's...
Commentary: What if AI retraining is just a comforting lie?
Commentary: What if AI retraining is just a comforting lie? If upskilling is being touted as the bridge to an AI future, it must lead somewhere, says Catherine Thorbecke for Bloomberg Opinion. No one knows whether artificial intelligence will trigger a white-collar jobpocalypse.
Hundreds of thousands of EU jobs at risk, Commission to warn
BRUSSELS — EU countries risk mass job losses in the coming years as high energy costs, industrial restructuring and the green transition weigh on the economy, the European Commission is set to warn. The figures, seen by POLITICO, will appear in the European Semester Spring Package, which sets out the Commission’s economic and policy recommendations for EU countries and is due to be presented Wednesday. They underscore growing concern in Brussels about the scale of the economic challenges...
Trump's 'big beautiful bill' turned 529 plans into 'lifelong education' accounts, expert says: How to take advantage
New rules are expanding how tax-advantaged 529 savings plans can be used to pay for expenses beyond college, unlocking money that workers can use to advance or change careers. Under provisions in President Donald Trump's One Big Beautiful Bill Act, signed into law in July 2025, you can use a 529 plan to save not only for your child's education but also for your own career training or professional credentials. "You can now use them really as lifelong education savings accounts," said Vivian...
NTUC concerned about employers presenting retrenchments as 'new opportunities' by asking workers to reapply for roles abroad
NTUC concerned about employers presenting retrenchments as 'new opportunities' by asking workers to reapply for roles abroad Some employers take this approach in order to avoid the optics of a retrenchment, say manpower experts. SINGAPORE: Employees who lose their jobs in Singapore are considered to have been retrenched even if new or similar roles in their organisations are available overseas which they successfully apply for, the Manpower Ministry (MOM) and National Trades Union Congress...
DWP update over support programme for Universal Credit, ESA claimants
DWP update over support programme for Universal Credit, ESA claimants People on DWP benefits and others can access the support DWP benefit claimants and other have been urged to check if they can apply for a support scheme. The nationwide programme is open to people on Universal Credit, Jobseeker's Allowance, Employment and Support Allowance, as well as others. As concerns have been raised about the growing numbers of those who are classed as Neets - not in education, employment, or training...