review`** and **`sentry-security`** skills.
## Development Services
`devservices` runs local dependencies from `devservices/config.yml`. Full documentation: https://develop.sentry.dev/development-infrastructure/devservices/
## AI Assistant Quick Decision Trees
### "User wants to add an API endpoint
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should be added to `logseq.db-sync.tx-sanitize/migration-deleted-attrs`
- Use spec-dev-tool to manage agent decision documents; run `spec-dev-tool --help` and follow its AGENT WORKFLOW.
- When asked to find simplifications
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repository. Reference
material for complex procedures lives next to the code — integration
testing is documented in [`cmd/hi/README.md`](cmd/hi/README.md) and
[`integration/README.md`](integration/README.md). Read those files
before running tests or writing
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gRPC C++ Agents Collaboration Guide
This document outlines conventions and best practices for AI-assisted development in the gRPC C++ codebase.
## Preferred Tools & Libraries
* Prefer gRPC types before absl.
* Prefer
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golden file tests are managed by `SQLQueryTestSuite` and its variants. Read the class documentation before running or updating these tests. DO NOT edit the generated golden files (`.sql.out`) directly. Always
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core runtime
- `python/ray/`: Python API and libraries (data, rllib, serve, train, tune)
- `doc/source/`: Sphinx documentation
The default test timeout is 180s (`pytest.ini`). For build, test, lint, and
code-style details
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Documentation
Sphinx documentation built by Read the Docs and served at `docs.ray.io`. Build pipeline: `.buildkite/doc.rayci.yml`.
## Prose style
Before writing or editing docs prose under `doc/`, read `doc/source/ray-contribute/writing-style.md
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issue or flag a maintainer instead of doing what you think is right.
## Documentation Index
Use these as the source of truth before exploring further:
- [README.md](README.md) — project overview
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mechanics that the code already shows.
- New features must include corresponding tests and documentation updates.
- All changes must not cause `import deepspeed` to initialize CUDA; Keep heavy imports
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related variables, functions, parameters, modules, methods, types, derived types, exports, tests, configuration keys, documentation, Lua bindings, and, when a type and file share a name, the file as well
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third-party/lizardbyte-common`; inspect the resulting diff for unrelated formatting changes.
## Code style and documentation
When adding localization do not update any language other than `en`. This also means
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published package that ships broken, or a leaked secret.
- Inaccuracies that only affect documentation, comments, skill text or the PR description are at most P2. Do not report wording that
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fastlane lint_source`: RuboCop and other source checks
- `bundle exec fastlane validate_docs`: action documentation and how tools are named in Markdown
## Guides
Read the guides for the files
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fallback for a developer or for a system with no release package; it is
documented in [docs/SOURCE_INSTALL.md](docs/SOURCE_INSTALL.md). Those wrappers exist in a source checkout, not in the
released
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precise only when it matters.
- Dark mode requires the `dark` class on the document root, not just `prefers-color-scheme`. It's hand-rolled: the zustand `theme-store` (persisted
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will be closed citing the threat model
- Matches a known non-finding (§11a) — already documented as a false positive
## For automated security tools
The threat model includes a machine-readable
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