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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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Libreware

@libreware · Post #1573 · 04/06/2026, 06:13 PM

Age Verification Isn’t What You Think (New Investigation) | Tech, Privacy, News Explained A new OSINT-based investigation is raising serious questions about how age verification systems actually work. These systems are often presented as simple checks — “are you over 18?” — but this report suggests something much broader may already be in place. Surveillance Findings: Age Verification as Mass Surveillance Infrastructure - TBOTE Project Age verification laws in Brazil, the United Kingdom, and the United States are creating mandatory markets for #BiometricIdentity verification infrastructure that doubles as #surveillance. The same investor, Peter Thiel, simultaneously controls the surveillance analytics company (#Palantir) and funds the identity verification company (Persona via Founders Fund). A coordinated legislative pipeline creates the legal demand for these services across borders. The identity verification ecosystem is now converging with the AI agent infrastructure.. #BigBrother