Numerous companies are rushing to move into the space for AI agents, particularly following the viral popularity of OpenClaw, an open-source AI agent harness that can be used with any AI model as the underlying “brain.” Following the explosive usage of OpenClaw, Perplexity in late February debuted an agentic AI system called Computer, which is a cloud-based system that orchestrates 19 different AI models to execute complex workflows. Microsoft has also launched Copilot Tasks, which is a similar AI agent and harness product. Meanwhile, OpenAI hired Peter Steinberger, the independent developer who built OpenClaw, although OpenClaw itself will continue to be run as an open source project under the auspices of a foundation Steinberger set up.
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It completed the assignment in one-shot, accounting for all of the many feature constraints specified. The “Python Jupyter Notebook” notebook command at the end is how I manually tested whether the pyo3 bridge worked, and it indeed worked like a charm. There was one mistake that’s my fault however: I naively chose the fontdue Rust crate as the renderer because I remember seeing a benchmark showing it was the fastest at text rendering. However, testing large icon generation exposed a flaw: fontdue achieves its speed by only partially rendering curves, which is a very big problem for icons, so I followed up:
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