Clonal-aggregative multicellularity tuned by salinity in a choanoflagellate

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俯身下瞧,正在解冻的泥土有些湿润,颜色深了一层,显出大地有了不易察觉的脉动。树根周边,几针鹅黄的纤弱到让人心疼的草尖,正顶开碎土,探出一点小芽。那嫩黄,是生命最初的颜色,亮亮的、怯怯的,纯粹得不染一丝尘埃。它们被微风一逗,便颤巍巍的,像是要笑,又像是害羞,最后终于奋不顾身地破土上冲。

Claude Code worked for 20 or 30 minutes in total, and produced a Z80 emulator that was able to pass ZEXDOC and ZEXALL, in 1200 lines of very readable and well commented C code (1800 lines with comments and blank spaces). The agent was prompted zero times during the implementation, it acted absolutely alone. It never accessed the internet, and the process it used to implement the emulator was of continuous testing, interacting with the CP/M binaries implementing the ZEXDOC and ZEXALL, writing just the CP/M syscalls needed to produce the output on the screen. Multiple times it also used the Spectrum ROM and other binaries that were available, or binaries it created from scratch to see if the emulator was working correctly. In short: the implementation was performed in a very similar way to how a human programmer would do it, and not outputting a complete implementation from scratch “uncompressing” it from the weights. Instead, different classes of instructions were implemented incrementally, and there were bugs that were fixed via integration tests, debugging sessions, dumps, printf calls, and so forth.

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To find these crucial border points, we employed a clever technique based on the Ford-Fulkerson algorithm. By simulating "flooding" roads with traffic from random start/end points, we could identify the natural bottlenecks – the "minimum cut" in graph theory terms. These bottlenecks became our border points.