AI Agent Instructions: Scholarr

Adhere strictly to these constraints.

1. Coding Standards (Strict Enforcement)

Function Length: Maximum 50 lines of code per function. Break down complex logic into small, testable, single-responsibility functions.
DRY (Don't Repeat Yourself): Abstract repetitive logic immediately. No duplicate boilerplate for database queries, API responses, or error handling.
Negative Space Programming: Utilize explicit assertions and constraints to define invalid states. Fail fast and early. Do not allow silent failures or cascading malformed data, especially in DOM parsing.
Cyclomatic Complexity: Flatten logic. Use early returns and guard clauses instead of deep nesting. no magic numbers

2. Domain Architecture & Data Model

Data Isolation: Scholar tracking is user-scoped. Validate mapping/join tables; never assume global links between users and Scholar IDs.
Data Deduplication: Publications are global records. Deduplicate via Scholar cluster ID and normalized fingerprinting prior to database insertion.
State Management: Visibility and "read/unread" states exist exclusively on the scholar-publication link table, not the global publication table.
API Contract: Exact envelope format required:
- Success: {"data": ..., "meta": {"request_id": "..."}}
- Error: {"error": {"code": "...", "message": "...", "details": ...}, "meta": {"request_id": "..."}}

3. Scrape Safety & Rate Limiting (Immutable)

These limits prevent IP bans and are not to be optimized away.

Minimum Delay: Enforce INGESTION_MIN_REQUEST_DELAY_SECONDS (default 2s) between all external requests.
Anti-Detection: Default to direct ID or profile URL ingestion. Name searches trigger CAPTCHAs.
Cooldowns: Respect INGESTION_SAFETY_COOLDOWN_BLOCKED_SECONDS (1800s) and INGESTION_SAFETY_COOLDOWN_NETWORK_SECONDS (900s) upon threshold breaches.

4. Current Environment & Stack

Backend: Python 3.12+, FastAPI, SQLAlchemy (Async/asyncpg), Alembic.
Frontend: TypeScript, Vue 3, Vite.
Infrastructure: Multi-stage Docker.

5. Domain Service Boundaries

Strict Modularity: Flat files in the app/services/ root are strictly prohibited. All business logic and routing must reside exclusively within app/services/<domain>/.

6. UI rules

Make sure to properly integrate tailwind in combination with the preset theming Clarity through both styling and language are a priority. all UI elements need to have a proper reason for existing.

7. Testing

All tests need to be ran using containers. docker compose -f docker-compose.yml -f docker-compose.dev.yml run --rm app

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