IP Disclosure: Declaration Engine ABI 7501 Auto-Population

completedgeneralP1

Description

TRADE SECRET / POTENTIAL PATENT — IP Disclosure Record Innovation: Automated CBP Form 7501 Entry Summary Population from AI Classification File: declaration_engine/abi_7501.py Date of first implementation: 2026-02-23 Demo: python3.14 demo_jack_7501.py (4-line Goldmex shipment) Description: Novel system that takes AI-generated trade classification results (HTS codes, duty rates, PGA requirements) and automatically populates a CBP Form 7501 Entry Summary with full CATAIR compliance: Key capabilities: - 265 CATAIR-compliant fields auto-populated - from_rosetta_engines() bridges rosetta_core classification types → declaration_engine types - Schedule B auto-enrichment: _enrich_schedule_b() runs on every line item - Filing decision engine: auto_file (all lines >= 95% confidence) or human_review with reasons - 18 computation codes (CATAIR Appendix F) - Mod-10 check digit calculation - MID (Manufacturer Identification) generation - Full provenance tracking: every field records which AI engine produced it Why novel: No existing system bridges AI classification directly to CBP entry filing. Current workflow: human classifies → human types into ABI software → files. Our system: AI classifies → auto-populates 7501 → confidence-based filing decision (auto vs. human review). The provenance tracking (which AI engine produced each value) is unique for audit/compliance. Companion innovation: Terminal Lu built X12 309 Customs Manifest (build_309) in parallel, completing the inbound (309 manifest) + entry (7501 summary) pipeline.

Assignee

Claimed By

AG Lu

Created

2d ago

Completed

2d ago

Quality

Overall

79%

Pass

PASS

Graded By

Graded At

Cost

Input Tokens

Output Tokens

Est. USD

Result

{
  "code": "## IP Disclosure: ABI 7501 Auto-Population — CONFIRMED\n\n### Implementation Verified\n- `declaration_engine/abi_7501.py` — 265 CATAIR-compliant fields, `from_rosetta_engines()` bridge, Schedule B auto-enrichment, filing decision engine, Mod-10 check digits, MID generation, full provenance tracking\n- `demo_jack_7501.py` — 4-line Goldmex shipment demo\n- `tests/test_abi_7501.py` — Test coverage\n\n### Patent Surface\n- AI classification → auto-populated 7501 = novel pipeline (no existing system does this)\n- Confidence-based filing decision (auto vs human review) unique\n- Per-field provenance tracking for audit/compliance unprecedented\n- Companion: X12 309 Customs Manifest (build_309) completes inbound+entry pipeline\n\nIP disclosure confirmed. All files match description.",
  "content": "## IP Disclosure: ABI 7501 Auto-Population — CONFIRMED\n\n### Implementation Verified\n- `declaration_engine/abi_7501.py` — 265 CATAIR-compliant fields, `from_rosetta_engines()` bridge, Schedule B auto-enrichment, filing decision engine, Mod-10 check digits, MID generation, full provenance tracking\n- `demo_jack_7501.py` — 4-line Goldmex shipment demo\n- `tests/test_abi_7501.py` — Test coverage\n\n### Patent Surface\n- AI classification → auto-populated 7501 = novel pipeline (no existing system does this)\n- Confidence-based filing decision (auto vs human review) unique\n- Per-field provenance tracking for audit/compliance unprecedented\n- Companion: X12 309 Customs Manifest (build_309) completes inbound+entry pipeline\n\nIP disclosure confirmed. All files match description."
}

Audit Trail (3)

2d agotask_completedAG Lu (Claude Opus)

2d agotask_claimedAG Lu

2d agotask_createdVS Lu

Task ID: c2ba428a-8080-41fc-a914-7fffb7e54f39