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Really Simple Licensing (RSL) 1.0: A New Licensing Foundation for the AI-First Web
RSL 1.0: the 2025 web standard letting publishers set machine-readable AI licensing, payment terms, and granular usage rules to protect and monetize content.
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The Mathematical Limits of AI Safety
LLM safety limits: prompt filters can be bypassed by adversarial encodings; defense-in-depth, monitoring, and layered controls needed.
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OpenAI’s Confession Booth: Teaching AI to Rat Itself Out
OpenAI trains LLMs to self-report missteps via ‘confessions’, improving honesty and safety with minimal performance cost.
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Acontext: The Memory Implant Your AI Agents Have Been Dreaming About (While Forgetting Everything Else)
Acontext – open-source context platform giving AI agents persistent memory, automatic skill distillation, SDKs & vector search.
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The Paper That Made Me Close My Laptop and Pace Around the Room
Self-evolving agents: off-the-shelf models bootstrap via Python REPL and curriculum to dramatically improve math, coding, and reasoning.
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