🚨 AI協調開発の危機回避事例を論文化（paper-09）

「ん？大丈夫？」の一言がPython特化ハードコーディングを防いだ事例を記録。
Everything is Box哲学 vs 技術的正しさの綱渡りからの生還を分析。

- docs/research/paper-09-ai-collaboration-pitfall/ を新規作成
  - incident-analysis.md: Lowerer特殊化危機の詳細分析
  - ai-collaboration-lessons.md: AI協調開発の教訓
  - intuition-in-engineering.md: エンジニアの直感の価値
  - summary.md: 綱渡りからの生還まとめ
- 研究論文の1論文1フォルダ原則に従い整理
- Python統合関連の実装修正とビルド成功確認

🛡️ Generated with Claude Code

examples/aot_math_sqrt_full.nyash

@@ -0,0 +1,39 @@
+// Full math.sqrt with import/getattr/call
+static box Main {
+  main() {
+    local py, math, sqrt_func, sixteen, result, console, msg1, msg2
+    
+    // Create console
+    console = new ConsoleBox()
+    
+    // Create Python runtime  
+    py = new PyRuntimeBox()
+    
+    // Print start message (text only)
+    msg1 = new StringBox("Starting calculation")
+    console.log(msg1)
+    
+    // Import math module
+    local math_name
+    math_name = new StringBox("math")
+    math = py.import(math_name)
+    
+    // Get sqrt function
+    local sqrt_name
+    sqrt_name = new StringBox("sqrt")
+    sqrt_func = py.getattr(math, sqrt_name)
+    
+    // Create argument
+    sixteen = new IntegerBox(16)
+    
+    // Call sqrt(16)
+    result = py.call(sqrt_func, sixteen)
+    
+    // Print done message (text only)
+    msg2 = new StringBox("Calculation complete")
+    console.log(msg2)
+    
+    // Return result (should be 4.0)
+    return result
+  }
+}

examples/aot_math_sqrt_simple.nyash

@@ -0,0 +1,27 @@
+// Simplest math.sqrt example with ConsoleBox output
+static box Main {
+  main() {
+    local py, code, result, console, msg1, msg2
+    
+    // Create console
+    console = new ConsoleBox()
+    
+    // Create Python runtime
+    py = new PyRuntimeBox()
+    
+    // Print start text
+    msg1 = new StringBox("Calculating sqrt(16)...")
+    console.log(msg1)
+    
+    // Use eval for math.sqrt (since import/getattr not available)
+    code = new StringBox("__import__('math').sqrt(16)")
+    result = py.eval(code)
+    
+    // Print done text
+    msg2 = new StringBox("Result calculated!")
+    console.log(msg2)
+    
+    // Return the result (should be 4.0 as FloatBox with NYASH_PY_AUTODECODE=1)
+    return result
+  }
+}

examples/console_native_simple.nyash

@@ -0,0 +1,12 @@
+// ConsoleBox native build test - simplest version
+// Build native:
+//   ./tools/build_aot.sh examples/console_native_simple.nyash console_simple
+
+static box Main {
+  main() {
+    local c
+    c = new ConsoleBox()
+    c.println("Hello Nyash Native!")
+    return 0
+  }
+}

examples/console_native_test.nyash

@@ -0,0 +1,17 @@
+// ConsoleBox native build test - minimal example
+// Build native:
+//   cargo build --release --features cranelift-jit
+//   ./tools/build_aot.sh examples/console_native_test.nyash console_app
+
+static box Main {
+  greet(name) {
+    local c
+    c = new ConsoleBox()
+    c.println("Hello, " + name + "!")
+    return 0
+  }
+  
+  main() {
+    return me.greet("Nyash Native")
+  }
+}

examples/native_test_minimal.nyash

@@ -0,0 +1,6 @@
+// Minimal test for native build
+static box Main {
+  main() {
+    return 42
+  }
+}

examples/simple_return.nyash

@@ -0,0 +1,6 @@
+// Simplest possible example for native build
+static box Main {
+  main() {
+    return 42
+  }
+}

examples/test_py_context_sharing.nyash

@@ -0,0 +1,18 @@
+// Test context sharing between import and eval
+static box Main {
+  main() {
+    local py, r
+    
+    // Create Python runtime
+    py = new PyRuntimeBox()
+    
+    // Import math module
+    py.import("math")
+    
+    // Try to use math in eval
+    r = py.eval("math.sqrt(16)")
+    
+    // Return result (VM prints final result summary)
+    return r
+  }
+}