From 88e11d49b2e2b08065f36e28299ed8721bf88655 Mon Sep 17 00:00:00 2001
From: Cursor Agent <cursoragent@cursor.com>
Date: Wed, 13 May 2026 17:28:39 +0000
Subject: [PATCH] Add AGENTS.md with Cursor Cloud development environment
 instructions

---
 AGENTS.md | 83 +++++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 83 insertions(+)
 create mode 100644 AGENTS.md

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+<!--
+# Copyright (c) 2018-2026, NVIDIA CORPORATION. All rights reserved.
+#
+# Redistribution and use in source and binary forms, with or without
+# modification, are permitted provided that the following conditions
+# are met:
+#  * Redistributions of source code must retain the above copyright
+#    notice, this list of conditions and the following disclaimer.
+#  * Redistributions in binary form must reproduce the above copyright
+#    notice, this list of conditions and the following disclaimer in the
+#    documentation and/or other materials provided with the distribution.
+#  * Neither the name of NVIDIA CORPORATION nor the names of its
+#    contributors may be used to endorse or promote products derived
+#    from this software without specific prior written permission.
+#
+# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS ``AS IS'' AND ANY
+# EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
+# PURPOSE ARE DISCLAIMED.  IN NO EVENT SHALL THE COPYRIGHT OWNER OR
+# CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
+# EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
+# PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
+# PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY
+# OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+# (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+-->
+# AGENTS.md
+
+## Cursor Cloud specific instructions
+
+### Project overview
+
+NVIDIA Triton Inference Server — a C++ inference serving platform with Python frontends. The core server binary (`tritonserver`) is built via CMake inside Docker containers using `build.py`. See `README.md` and `docs/customization_guide/build.md` for build details.
+
+### Key components
+
+| Component | Path | Language | Notes |
+|---|---|---|---|
+| Core server | `src/` | C++ | Requires GPU + Docker to build/run |
+| Build orchestrator | `build.py` | Python | Generates Docker/CMake build steps; requires `distro`, `requests` |
+| Container composer | `compose.py` | Python | Builds custom Triton Docker images |
+| OpenAI-compatible frontend | `python/openai/` | Python (FastAPI) | Requires `tritonserver` Python bindings (C++ extension, only in Triton containers) |
+| tritonfrontend bindings | `src/python/` | Python/C++ (pybind11) | Built as a wheel from C++ |
+| QA tests | `qa/` | Shell scripts | ~140 `L0_*` integration tests; require GPU + pre-built Triton images |
+
+### Linting
+
+Pre-commit hooks are defined in `.pre-commit-config.yaml` and enforce: `isort`, `black`, `flake8`, `clang-format`, `codespell`, and misc checks (trailing whitespace, YAML/JSON validation, etc.). Run with:
+
+```bash
+pre-commit run --all-files
+```
+
+Or on staged files only (automatically on `git commit` if hooks are installed):
+
+```bash
+pre-commit install
+```
+
+### Running tests
+
+- **OpenAI frontend tests** (`python/openai/tests/`): require `tritonserver` Python bindings and a GPU. These only work inside an official Triton Docker container (e.g. `nvcr.io/nvidia/tritonserver:26.04-vllm-python-py3`).
+- **QA integration tests** (`qa/L0_*/`): shell-script-based, require GPU + Docker + pre-built Triton images. See `docs/customization_guide/test.md`.
+
+### Environment constraints (Cloud VM)
+
+- **No GPU** available in the Cloud Agent VM. The core C++ server cannot be built or run natively.
+- **No `tritonserver` Python module** available outside Docker containers. The OpenAI frontend `main.py` and its tests will fail to import without it.
+- Python linting (`pre-commit`, `flake8`, `black`, `isort`) and `build.py --help` / `compose.py --help` work without GPU.
+- The Python OpenAI frontend schemas (`python/openai/openai_frontend/schemas/`) can be imported and validated without `tritonserver`.
+
+### Build script dependencies
+
+`build.py` and `compose.py` require Python packages `distro` and `requests` to be installed.
+
+### OpenAI frontend dependencies
+
+Install with:
+```bash
+pip install -r python/openai/requirements.txt
+pip install -r python/openai/requirements-test.txt
+```