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The End of Fine-Tuning

OpenAI ends fine-tuning services as AI elite pursues alternative strategies; fine-tuning dies as mainstream approach while top applications favor open-source models and long-prompts, with agent-based systems breaking new benchmarks in research and mathematics.

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OpenClaw OS: User-Friendly Interface for Claude Agents

OpenClaw OS is a specialized user interface for OpenClaw agents accessible via chat platforms that organizes sessions clearly; instead of scrollable chat messages, the system presents results as interactive, self-updating applications like dashboards and tables.

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How Open Model Ecosystems Create Competitive Advantage

New studies show: 80% of AI compute costs go to research, not training. China’s open ecosystem leverages this structure for significant cost advantages – a benefit open-source AI lacks due to the absence of direct user feedback unlike traditional software.

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Secure by Design: From Compliance to Cyber Resilience

The EU NIS2 Directive triples the number of regulated organizations in Germany from 4,500 to 29,500, and cybersecurity must be understood as a holistic approach—not merely as a compliance checkbox, but as effective integration of processes, responsibilities, and architecture.

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