reference docs.
- Keep final conclusions, evidence/claim verification, identity resolution,
reports, snapshots, CLI output, and frontend chat projection as separate
surfaces.
- Do not manually edit generated files; fix the generator/template
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environment in the project root before running or testing code.
- Activation command: `source .venv/bin/activate`
# Frontend Project Instructions
## 1. Frontend Build Process
- After modifying frontend code, always run the following command
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letter and has no trailing period;
preserve acronyms and proper nouns.
- The old `[backend]` / `[frontend]` bracket prefixes are discontinued — use a
Conventional Commits scope instead.
- Pull request titles **must
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Copilot instructions
Frontend guidance is path-scoped through the applicable files under
`.github/instructions/`. Those adapters route to provider-neutral canonical
documents and must not be replaced with repository-wide frontend
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pipeline is Python-based and depends heavily on GTSAM. Studio also includes a TypeScript/JavaScript frontend. Python depends on the stable `gtsam` release (`gtsam==4.3.0`); switch back to `gtsam-develop` only
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Maven Wrapper provided - use `./mvnw` or `mvnw.cmd`)
- **Node.js v20+** and **npm 10+** (for frontend builds)
### Essential Build Commands
**Always run commands from the repository root** - the Maven Wrapper requires this
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server that cannot access transferred data.
**Repository Stats:**
- **Type:** Go application with React web frontend
- **Size:** ~9 main Go source files (plus tests), 4 React components
- **Languages:** Go 1.25, JavaScript/React
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trailers for Radarr and Sonarr media libraries. It uses a Python FastAPI backend, Angular frontend, and SQLite database with Alembic migrations.
## Working Effectively
### Initial Setup Commands (NEVER CANCEL - Total setup
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directory under `packages/mcp-servers/` and communicates via HTTP APIs or Model Context Protocol (MCP).
- The frontend UI is in `packages/ui/` (Angular + Tailwind CSS), talking to the API gateway.
- Infrastructure is managed
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