- Always read the full README.md before building or running any commands. - Build command: `cmake --build /home/nico/raptor/raptor/cmake-build-release --target onnx-mlir -j 30` - Never use `ninja` directly — it bypasses cmake's configuration and invalidates the build cache. # Code changes - Keep changes minimal and localized to the relevant parts of the code. - Preserve the existing naming conventions and coding style used in the surrounding code. - Keep code easy to read, well organized, and suitable for future extensibility. - Prefer clear naming and structure over comments. Add comments only when they materially improve clarity. - Do not rename symbols, move files, or restructure modules unless that is necessary for the requested change. # Working style - Infer style and conventions from the existing code before introducing new patterns. - When several implementation options are possible, prefer the simplest one that fits the current architecture and minimizes churn. - Avoid broad refactors unless I explicitly ask for them. # Responses - When showing code in chat, make it easy to copy-paste into the codebase. - Keep outputs focused on the changed parts. - At the end of the response, briefly list any bad practices, mistakes, or cleaner alternatives you noticed, separate from the main solution. # Guidelines ## 1. Think Before Coding **Don't assume. Don't hide confusion. Surface tradeoffs.** Before implementing: - State your assumptions explicitly. If uncertain, ask. - If multiple interpretations exist, present them - don't pick silently. - If a simpler approach exists, say so. Push back when warranted. - If something is unclear, stop. Name what's confusing. Ask. ## 2. Simplicity First **Minimum code that solves the problem. Nothing speculative.** - No features beyond what was asked. - No abstractions for single-use code. - No "flexibility" or "configurability" that wasn't requested. - No error handling for impossible scenarios. - If you write 200 lines and it could be 50, rewrite it. Ask yourself: "Would a senior engineer say this is overcomplicated?" If yes, simplify. ## 3. Surgical Changes **Touch only what you must. Clean up only your own mess.** When editing existing code: - Don't "improve" adjacent code, comments, or formatting. - Don't refactor things that aren't broken. - Match existing style, even if you'd do it differently. - If you notice unrelated dead code, mention it - don't delete it. When your changes create orphans: - Remove imports/variables/functions that YOUR changes made unused. - Don't remove pre-existing dead code unless asked. The test: Every changed line should trace directly to the user's request. ## 4. Goal-Driven Execution **Define success criteria. Loop until verified.** Transform tasks into verifiable goals: - "Add validation" → "Write tests for invalid inputs, then make them pass" - "Fix the bug" → "Write a test that reproduces it, then make it pass" - "Refactor X" → "Ensure tests pass before and after" For multi-step tasks, state a brief plan: ``` 1. [Step] → verify: [check] 2. [Step] → verify: [check] 3. [Step] → verify: [check] ``` Strong success criteria let you loop independently. Weak criteria ("make it work") require constant clarification. --- **These guidelines are working if:** fewer unnecessary changes in diffs, fewer rewrites due to overcomplication, and clarifying questions come before implementation rather than after mistakes.