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Source channel @githubtrending · Post #14958 · Jul 14

#python#agent#agentic_ai#grpo#kimi_ai#llms#lora#qwen#qwen3#reinforcement_learning#rl ART is a tool that helps you train smart agents for real-world tasks using reinforcement learning, especially with the GRPO method. The standout feature is RULER, which lets you skip the hard work of designing reward functions by using a large language model to automatically score how well your agent is doing—just describe your task, and RULER takes care of the rest. This makes building and improving agents much faster and easier, works for any task, and often performs as well as or better than hand-crafted rewards. You can install ART with a simple command and start training agents right away, even on your own computer or with cloud resources. https://github.com/OpenPipe/ART

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NIDO Russia (НИДО)

@nido_russia · Post #1871 · 11/13/2024, 04:08 PM

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Supreme Court's decisions on Community/Estate Associations issue. Case Law: In the case of FAMAKINWA & ORS V. ODOFIN OLOJA ESTATE RESIDENTS ASSOCIATION & ORS (2016) LPELR-41066(SC), the Court ruled: 1. Residents are bound by rules of the estate association, even if they are not members. 2. Estate associations can make management & maintenance rules for the estate. 3. These rules are enforceable on all residents. The decision was on the following grounds: 1. Purchasing/renting property within the estate, implies consent to abide by the estate's rules. 2. Residents have a vested interest in maintaining the estate's amenities and services. 3. Allowing non-members to disregard estate rules would undermine the association's ability to maintain order & manage the estate effectively. The court also stressed that: 1. Estate association rules must be reasonable & not arbitrary or oppressive. 2. Residents must be given fair notice & opportunity to be heard before sanctions or penalties are imposed. https://t.me/nido_russia/1871 #realestate#tenancy#landlord#tenant#apartment#flat

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