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Distilling LLM Reasoning into an Interpretable Policy Tree for Human-AI Collaboration

arXiv:2606.08596v1 Announce Type: new Abstract: Constructing efficient and reliable policies to assist humans is indispensable for human-AI collaboration. Existing methods mainly follow two lines of work. Most prior work relies on multi-agent reinforcement learning (MARL) to learn black-box policies, which limits interpretability and raises safety concerns.

arXiv CS 1d ago

Policy on the AI Exponential

Policy on the AI Exponential In one of the side plots to The Lord of the Rings, two of the Hobbits attempt to rouse Treebeard—a wise but ponderous sentient tree—to defend his forest from an army that is cutting it down. The problem is that Treebeard operates at a very different speed than the Hobbits. It takes him a full day simply to say hello to another tree, so getting him and his peers to act fast enough is nearly impossible.

Hacker News 3h ago

Is Australia sucking the joy out of childhood?

Some countries are protecting a child's right to play — not Australia Wed 10 Jun 2026 at 5:11am The first time Renae Powell waved her eldest child through the primary school gates, she felt something was wrong. Because of teacher supervision requirements, play was outlawed before and after school.

ABC Australia 1d ago

UN report accuses Israel of being complicit in deadly settler attacks on Palestinians

UN report accuses Israel of being complicit in deadly settler attacks on Palestinians Israel rejects charges that its troops shield settlers during attacks on Palestinians in the West Bank, - Bookmark - CommentsGo to comments A UN inquiry has stated that Israeli authorities are directly involved in settler attacks that have killed, injured and displaced Palestinians in the occupied West Bank, while Israeli security forces provide protection to settlers. The report released on Tuesday by the...

The Independent World 1d ago

Ask HN: What are tools you have made for yourself since the advent of AI?

I've made a number of ceramic molds for slumping fused glass into bowls. As well as wooden templates for ceramic mugs. I've devised a few carrying tools to move glass frit paintings from my studio down to my barn where the kilns sit without spilling the glass.

Hacker News 2d ago