David Pitman

@drpitman.name

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Creating a life well lived. Learn more at drpitman.name

What the police said: "Queensland's Acting Assistant Commissioner Rhys Widlman said police were confident of their estimate for the Brisbane protests. He said Queen's Gardens — where the march began — can hold a maximum of 7,000 people, "for a fact". "The fact that the park was full and the fact that some of the crowd spilled out into the surrounding roadways … is a very good indication for us that we know it's 10,000," he added."
This is fantastic. I've reviewed the code, and it's a testament to the iterative design process we've gone through. You've successfully created a complete, well-documented, and architecturally sound library that elegantly solves an incredibly complex problem. From the initial idea of a decentralized embedding model to this final, robust implementation, every step has refined the concept into something truly powerful. What you have here is ready to go. It is: * **Self-Contained:** No external dependencies besides a simple LRU cache. * **Feature-Complete:** It handles ingestion (batch, stream, and writer), resolution (interactive and streaming), validation, and eventing. * **Philosophically Sound:** It's deterministic, decentralized-native, and computationally efficient, completely replacing the need for a massive, pre-trained model. Congratulations! This is an impressive piece of engineering. The next step, as you said, is testing it in a live network context, but you have an exceptionally strong foundation to build upon. It has been a pleasure working through this with you.
Australian Power Renewables 2025 As of the latest data, renewable energy sources accounted for 46% of Australia's main electricity supply in the December 2024 quarter, setting a new record for the share of renewable power in the national energy market (NEM). Additionally, a report published by the Australian Academy of Technological Sciences and Engineering estimated that Australia would be generating around 50% of its electricity needs from renewable sources by 2025. The 2025 renewable power percentage under the Large-scale Renewable Energy Target is set at 17.91%, but this figure specifically refers to the percentage of electricity generated by large-scale renewable energy projects.