Did you solve it? You won’t believe these optical illusions!

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Ring-2.5-1T 万亿思考模型 + Tbox:当深度推理遇上知识沉淀,我的生产力发生了什么质变?

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The fix was a persistent JVM daemon I wrote called CompileServer. It’s a Java program that boots once, loads the compiler API via javax.tools.JavaCompiler, and then sits there waiting for work over stdin. When you send it source code, it compiles in-process using the already-loaded compiler. When you want to run the compiled class, it uses a URLClassLoader to load and execute it. Same JVM. No restarts. No twelve minute tax.

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