Design and optimize AI agent action spaces, tool definitions, and observation formatting for higher completion rates.
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Use only when writing/updating/fixing C++ tests, configuring GoogleTest/CTest, diagnosing failing or flaky tests, or adding coverage/sanitizers.
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설치 방법 보기설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.
Agent-focused testing workflow for modern C++ (C++17/20) using GoogleTest/GoogleMock with CMake/CTest.
tests/unit, tests/integration, tests/testdata.gtest_discover_tests() for stable test discovery.--output-on-failure.Follow the RED → GREEN → REFACTOR loop:
// tests/add_test.cpp
#include <gtest/gtest.h>
int Add(int a, int b); // Provided by production code.
TEST(AddTest, AddsTwoNumbers) { // RED
EXPECT_EQ(Add(2, 3), 5);
}
// src/add.cpp
int Add(int a, int b) { // GREEN
return a + b;
}
// REFACTOR: simplify/rename once tests pass
// tests/calculator_test.cpp
#include <gtest/gtest.h>
int Add(int a, int b); // Provided by production code.
TEST(CalculatorTest, AddsTwoNumbers) {
EXPECT_EQ(Add(2, 3), 5);
}
// tests/user_store_test.cpp
// Pseudocode stub: replace UserStore/User with project types.
#include <gtest/gtest.h>
#include <memory>
#include <optional>
#include <string>
struct User { std::string name; };
class UserStore {
public:
explicit UserStore(std::string /*path*/) {}
void Seed(std::initializer_list<User> /*users*/) {}
std::optional<User> Find(const std::string &/*name*/) { return User{"alice"}; }
};
class UserStoreTest : public ::testing::Test {
protected:
void SetUp() override {
store = std::make_unique<UserStore>(":memory:");
store->Seed({{"alice"}, {"bob"}});
}
std::unique_ptr<UserStore> store;
};
TEST_F(UserStoreTest, FindsExistingUser) {
auto user = store->Find("alice");
ASSERT_TRUE(user.has_value());
EXPECT_EQ(user->name, "alice");
}
// tests/notifier_test.cpp
#include <gmock/gmock.h>
#include <gtest/gtest.h>
#include <string>
class Notifier {
public:
virtual ~Notifier() = default;
virtual void Send(const std::string &message) = 0;
};
class MockNotifier : public Notifier {
public:
MOCK_METHOD(void, Send, (const std::string &message), (override));
};
class Service {
public:
explicit Service(Notifier ¬ifier) : notifier_(notifier) {}
void Publish(const std::string &message) { notifier_.Send(message); }
private:
Notifier ¬ifier_;
};
TEST(ServiceTest, SendsNotifications) {
MockNotifier notifier;
Service service(notifier);
EXPECT_CALL(notifier, Send("hello")).Times(1);
service.Publish("hello");
}
# CMakeLists.txt (excerpt)
cmake_minimum_required(VERSION 3.20)
project(example LANGUAGES CXX)
set(CMAKE_CXX_STANDARD 20)
set(CMAKE_CXX_STANDARD_REQUIRED ON)
include(FetchContent)
# Prefer project-locked versions. If using a tag, use a pinned version per project policy.
set(GTEST_VERSION v1.17.0) # Adjust to project policy.
FetchContent_Declare(
googletest
# Google Test framework (official repository)
URL https://github.com/google/googletest/archive/refs/tags/${GTEST_VERSION}.zip
)
FetchContent_MakeAvailable(googletest)
add_executable(example_tests
tests/calculator_test.cpp
src/calculator.cpp
)
target_link_libraries(example_tests GTest::gtest GTest::gmock GTest::gtest_main)
enable_testing()
include(GoogleTest)
gtest_discover_tests(example_tests)
cmake -S . -B build -DCMAKE_BUILD_TYPE=Debug
cmake --build build -j
ctest --test-dir build --output-on-failure
ctest --test-dir build --output-on-failure
ctest --test-dir build -R ClampTest
ctest --test-dir build -R "UserStoreTest.*" --output-on-failure
./build/example_tests --gtest_filter=ClampTest.*
./build/example_tests --gtest_filter=UserStoreTest.FindsExistingUser
Prefer target-level settings instead of global flags.
option(ENABLE_COVERAGE "Enable coverage flags" OFF)
if(ENABLE_COVERAGE)
if(CMAKE_CXX_COMPILER_ID MATCHES "GNU")
target_compile_options(example_tests PRIVATE --coverage)
target_link_options(example_tests PRIVATE --coverage)
elseif(CMAKE_CXX_COMPILER_ID MATCHES "Clang")
target_compile_options(example_tests PRIVATE -fprofile-instr-generate -fcoverage-mapping)
target_link_options(example_tests PRIVATE -fprofile-instr-generate)
endif()
endif()
GCC + gcov + lcov:
cmake -S . -B build-cov -DENABLE_COVERAGE=ON
cmake --build build-cov -j
ctest --test-dir build-cov
lcov --capture --directory build-cov --output-file coverage.info
lcov --remove coverage.info '/usr/*' --output-file coverage.info
genhtml coverage.info --output-directory coverage
Clang + llvm-cov:
cmake -S . -B build-llvm -DENABLE_COVERAGE=ON -DCMAKE_CXX_COMPILER=clang++
cmake --build build-llvm -j
LLVM_PROFILE_FILE="build-llvm/default.profraw" ctest --test-dir build-llvm
llvm-profdata merge -sparse build-llvm/default.profraw -o build-llvm/default.profdata
llvm-cov report build-llvm/example_tests -instr-profile=build-llvm/default.profdata
option(ENABLE_ASAN "Enable AddressSanitizer" OFF)
option(ENABLE_UBSAN "Enable UndefinedBehaviorSanitizer" OFF)
option(ENABLE_TSAN "Enable ThreadSanitizer" OFF)
if(ENABLE_ASAN)
add_compile_options(-fsanitize=address -fno-omit-frame-pointer)
add_link_options(-fsanitize=address)
endif()
if(ENABLE_UBSAN)
add_compile_options(-fsanitize=undefined -fno-omit-frame-pointer)
add_link_options(-fsanitize=undefined)
endif()
if(ENABLE_TSAN)
add_compile_options(-fsanitize=thread)
add_link_options(-fsanitize=thread)
endif()
sleep for synchronization; use condition variables or latches.ASSERT_* for preconditions, EXPECT_* for multiple checksOnly use if the project already supports LLVM/libFuzzer or a property-testing library.
Minimal libFuzzer harness (pseudocode: replace ParseConfig):
#include <cstddef>
#include <cstdint>
#include <string>
extern "C" int LLVMFuzzerTestOneInput(const uint8_t *data, size_t size) {
std::string input(reinterpret_cast<const char *>(data), size);
// ParseConfig(input); // project function
return 0;
}
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Design and optimize AI agent action spaces, tool definitions, and observation formatting for higher completion rates.
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Operate as an agentic engineer using eval-first execution, decomposition, and cost-aware model routing.
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Engineering operating model for teams where AI agents generate a large share of implementation output.
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Clean Architecture patterns for Android and Kotlin Multiplatform projects — module structure, dependency rules, UseCases, Repositories, and data layer patterns.
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REST API design patterns including resource naming, status codes, pagination, filtering, error responses, versioning, and rate limiting for production APIs.
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Write articles, guides, blog posts, tutorials, newsletter issues, and other long-form content in a distinctive voice derived from supplied examples or brand guidance. Use when the user wants polished written content longer than a paragraph, especially when voice consistency, structure, and credibility matter.
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