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.claude/skills/shadd0wtaka-multi-language-development-skill/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 4% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -12% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 15% | 0% |
| case-21 | ✗→✓ | ▲ Improved | 20% | 0% |
| case-06 | ✓→✓ | = Same ✓ | 14% | 0% |
Workflows für Rust, Python, TypeScript, Bun, Tauri, Turbopack, CMake.
bashcargo new myapp --bin cd myapp && cargo add serde tokio reqwest anyhow cargo build --release cargo test -- --nocapture cargo clippy -- -D warnings cargo fmt --check
toml[package] name = "myapp" version = "0.1.0" edition = "2021" [dependencies] tokio = { version = "1", features = ["full"] } serde = { version = "1", features = ["derive"] } reqwest = { version = "0.12", features = ["json"] } anyhow = "1" tracing = "0.1" tracing-subscriber = { version = "0.3", features = ["env-filter"] } [profile.release] opt-level = 3 lto = true codegen-units = 1
bashuv init myapp uv add httpx fastapi uvicorn pydantic uv run python -m myapp uv sync # lockfile
toml[project] name = "myapp" version = "0.1.0" requires-python = ">=3.12" dependencies = [ "httpx>=0.28", "fastapi>=0.115", "uvicorn[standard]", ] [tool.ruff] line-length = 120 target-version = "py312" [tool.ruff.lint] select = ["E", "F", "I", "N", "W"] [tool.mypy] strict = true
bashbun init -y bun add hono zod bun add -d @types/bun bun run src/index.ts bun test bun build --target bun --outdir ./dist ./src/index.ts
json{ "compilerOptions": { "target": "ESNext", "module": "ESNext", "moduleResolution": "bundler", "strict": true, "outDir": "./dist" } }
bashnpm create tauri-app@latest -- --template react-ts cd myapp npm install cargo tauri dev # development cargo tauri build # production
json{ "build": { "beforeBuildCommand": "npm run build", "frontendDist": "../dist", "devUrl": "http://localhost:5173" }, "bundle": { "active": true, "identifier": "com.zen.myapp", "icon": ["icons/icon.png"] }, "app": { "windows": [{"title": "MyApp", "width": 1024, "height": 768}], "security": { "csp": "default-src 'self'; script-src 'self'" } } }
bashnpx create-turbo@latest cd myapp npm run dev # turbopack based npm run build
cmakecmake_minimum_required(VERSION 3.28) project(myapp VERSION 0.1.0 LANGUAGES CXX) set(CMAKE_CXX_STANDARD 20) set(CMAKE_CXX_STANDARD_REQUIRED ON) add_executable(myapp src/main.cpp src/utils.cpp) target_include_directories(myapp PRIVATE include) target_link_libraries(myapp PRIVATE fmt fmt::fmt)
bashcmake -B build -DCMAKE_BUILD_TYPE=Release \ -DCMAKE_TOOLCHAIN_FILE=/toolchains/aarch64-linux-gnu.cmake cmake --build build -j$(nproc)
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→pass | 11,649 | 6,771 | -42% | 1 | 1 | 0% | 2,142 | 2,237 | +4% | 0 | 0 | — |
case-02 | fail→pass | 14,400 | 7,519 | -48% | 1 | 1 | 0% | 2,766 | 2,422 | -12% | 0 | 0 | — |
case-03 | fail→fail | 11,105 | 7,604 | -32% | 1 | 1 | 0% | 2,006 | 2,435 | +21% | 0 | 0 | — |
case-04 | fail→pass | 11,673 | 7,529 | -36% | 1 | 1 | 0% | 2,197 | 2,529 | +15% | 0 | 0 | — |
case-05 | fail→fail | 18,512 | 9,506 | -49% | 1 | 1 | 0% | 2,776 | 2,880 | +4% | 0 | 0 | — |
case-06 | pass→pass | 9,381 | 5,094 | -46% | 1 | 1 | 0% | 1,609 | 1,832 | +14% | 0 | 0 | — |
case-07 | pass→pass | 3,216 | 2,218 | -31% | 1 | 1 | 0% | 448 | 1,280 | +186% | 0 | 0 | — |
case-08 | pass→pass | 3,354 | 3,353 | -0% | 1 | 1 | 0% | 580 | 1,544 | +166% | 0 | 0 | — |
case-09 | pass→pass | 8,684 | 4,533 | -48% | 1 | 1 | 0% | 1,423 | 1,709 | +20% | 0 | 0 | — |
case-10 | pass→pass | 5,136 | 2,346 | -54% | 1 | 1 | 0% | 931 | 1,306 | +40% | 0 | 0 | — |
case-11 | fail→fail | 6,597 | 4,149 | -37% | 1 | 1 | 0% | 1,074 | 1,694 | +58% | 0 | 0 | — |
case-12 | pass→pass | 3,586 | 2,308 | -36% | 1 | 1 | 0% | 526 | 1,299 | +147% | 0 | 0 | — |
case-13 | pass→pass | 8,289 | 4,185 | -50% | 1 | 1 | 0% | 1,427 | 1,647 | +15% | 0 | 0 | — |
case-14 | pass→pass | 4,487 | 2,039 | -55% | 1 | 1 | 0% | 611 | 1,226 | +101% | 0 | 0 | — |
case-15 | pass→pass | 9,828 | 6,651 | -32% | 1 | 1 | 0% | 1,819 | 2,163 | +19% | 0 | 0 | — |
case-16 | pass→pass | 11,367 | 6,185 | -46% | 1 | 1 | 0% | 2,112 | 2,121 | +0% | 0 | 0 | — |
case-17 | pass→pass | 6,000 | 3,918 | -35% | 1 | 1 | 0% | 941 | 1,594 | +69% | 0 | 0 | — |
case-18 | pass→pass | 6,287 | 2,826 | -55% | 1 | 1 | 0% | 1,012 | 1,402 | +39% | 0 | 0 | — |
case-19 | pass→pass | 6,691 | 3,779 | -44% | 1 | 1 | 0% | 1,174 | 1,597 | +36% | 0 | 0 | — |
case-20 | pass→pass | 15,734 | 12,261 | -22% | 1 | 1 | 0% | 2,696 | 3,166 | +17% | 0 | 0 | — |
case-21 | fail→pass | 8,903 | 5,078 | -43% | 1 | 1 | 0% | 1,498 | 1,805 | +20% | 0 | 0 | — |
case-22 | pass→pass | 8,976 | 10,103 | +13% | 1 | 1 | 0% | 1,682 | 2,901 | +72% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of +18 percentage points is the difference between those two pass rates over the 22 comparable cases.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
Other measured skills in the registry, with their headline benchmark lift.