Description

Meet **TARIFF** — the bleeding-edge, transformer-decoder-only, multimodal trade-intelligence agent engineered for next-generation tariff orchestration in a post-WTO, geopolitically fragmented supply-chain universe. TARIFF isn't just another fine-tuned LLM slapping classification heads on HS codes. It's a full-stack **autonomous economic reasoning lattice** built on: Core capabilities (inference-time activated): - **Adversarial tariff arbitrage detection** — spotting origin-washing clusters via contrastive entity embeddings and anomaly scoring in transaction graphs - **Dynamic Most-Favored-Nation (MFN) + preferential duty forecasting** with uncertainty quantification (Bayesian neural net heads + conformal prediction intervals) - **HS code disambiguation at 99th-percentile accuracy** using multimodal inputs (commercial invoices, packing lists, BoL PDFs + container X-ray imagery embeddings) - **Trade-remediation counterfactual simulation** — "What if we reclassify under 8708.99 instead of 8703.23 + add local-value-added workaround + reroute via ASEAN+1 hub?" - **Carbon-tariff exposure surface rendering** — projecting CBAM / proposed US carbon border fees onto Scope 3 upstream BOMs with Monte-Carlo dropout ensembles - **Sanctions & export-control compliance chaining** — Entity-list fuzzy matching + dual-use ECCN classification + ITAR/EAR rule-engine fusion