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| Feature | Description | Impact | |---------|-------------|--------| | | A single make / npm pipeline that compiles the frontend, backend, and optional modules together. | Simplifies deployment; reduces “dependency hell”. | | Real‑Time Collaborative Editing | Powered by Yjs , enabling multiple users to edit a dataset concurrently with conflict‑free replicated data types (CRDTs). | Boosts productivity for distributed teams. | | Schema‑Driven Validation Engine | Supports JSON Schema Draft‑07 , OpenAPI 3.1 , and XSD 1.1 out‑of‑the‑box. Validation rules can be authored in a DSL that compiles to JavaScript or Python. | Guarantees data consistency across heterogeneous pipelines. | | AI‑Assisted Error Suggestion | Integrated OpenAI GPT‑4 model that proposes corrections for common data entry mistakes (e.g., date format inconsistencies, unit mismatches). | Reduces manual correction time by up to 40 % in pilot studies. | | Pluggable Authentication | Native support for OAuth 2.0, SAML, and LDAP, plus a minimal “guest” mode for public data‑gathering campaigns. | Meets enterprise security standards without code changes. | | Docker‑Ready Distribution | Official Docker images for both the “full” stack and minimal “core” variant, signed with Notary v2. | Facilitates cloud‑native deployments and CI/CD pipelines. | | Extensive Test Suite | Over 12 000 unit tests and 800 integration tests, with a coverage of 94 % across the codebase. | Improves reliability; sets a new benchmark for open‑source data‑entry tools. | | Internationalization (i18n) | UI translations in 27 languages, with a community‑maintained translation hub. | Broadens accessibility worldwide. |

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