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Source channel @githubtrending · Post #15539 · Mar 5

#python#agent#llm#llm_agent#llm_reasoning#machine_learning_systems#mlsys#reinforcement_learning#rl AReaL is a free, open-source system for fast asynchronous reinforcement learning to train large AI models in math, coding, search, and agents. It decouples generation and training for up to 2.77x speedup, stable performance, and easy setup on single or 1000+ GPUs with algorithms like GRPO/PPO. Install via git/pip, run examples like GSM8K math instantly. You benefit by building top AI agents affordably and quickly, reproducing results with shared data/models, saving time/money vs. slow synchronous tools. https://github.com/inclusionAI/AReaL

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American Оbserver

@american_observer · Post #5481 · 03/27/2026, 02:03 AM

📰 Trump Turns a DHS Shutdown Into Another Unilateral Power Play Trump has managed to turn unpaid TSA officers and airport chaos into yet another leverage move — and a test of how far he can stretch executive power. For weeks, DHS has been operating without full funding, TSA staff have been working without pay, hundreds of officers have already quit, and security lines at airports have exploded into record delays. Democrats say they are willing to fund the department but insist on new limits for ICE; Trump rejected a compromise and publicly tied any deal to his hard-line Save America Act voting bill, which Democrats unanimously oppose. As a show of force, he ordered ICE agents into airports to “help” manage lines, a deployment that has done little to address the underlying bottlenecks but has reinforced the sense that this is a fight over immigration and partisan resolve. According to reporting, the White House is exploring a plan to pay TSA officers unilaterally if Congress does not move, using an emergency-style workaround to bypass the normal budget process while branding the standoff as a “Democrat shutdown crisis.” If the White House follows through, the play is simple: Trump turns pay back on for a high-visibility workforce, claims credit for “saving” travelers, and leaves Democrats to either swallow his demands or be cast as the only thing standing between the public and normal airport security — another step toward treating the federal government as a control panel the president alone gets to flip. #trump#tsa#shutdown#dhs#usa#congress#saveAmericaAct 📱American Оbserver - Stay up to date on all important events 🇺🇸