Update README.md

README.md

@@ -1,10 +1,72 @@
+<!--
+SimplyFI • Organization Card (Hugging Face)
+Usage: put this README.md inside a Space named `README` under your org.
+Assets to add in the same Space repo:
+  /assets/simplyfi-banner.png
+  /assets/simplyfi-logo.png
+Replace bracketed placeholders like [link] / [email].
+-->
+
+<p align="center">
+  <img src="./assets/simplyfi-banner.png" alt="SimplyFI — AI Agents for Banking" width="100%" />
+</p>
+
+<h1 align="center">SimplyFI — AI Agents for Banking</h1>
+
+<p align="center">
+  Intelligent automation for <b>Customer Engagement</b>, <b>Compliance</b>, <b>Lending</b>, and <b>Trade Finance</b>.<br/>
+  Models, datasets, and Spaces for document understanding, risk, and decisioning — production-first and audit-ready.
+</p>
+
+<p align="center">
+  <a href="[website]"><img alt="Website" src="https://img.shields.io/badge/Website-SimplyFI-blue.svg"></a>
+  <a href="[linkedin]"><img alt="LinkedIn" src="https://img.shields.io/badge/LinkedIn-@SimplyFI-informational.svg"></a>
+  <a href="mailto:[email]"><img alt="Contact" src="https://img.shields.io/badge/Contact-hello%40simplyfi.in-success.svg"></a>
+  <img alt="Industry" src="https://img.shields.io/badge/Industry-Banking%20%26%20Financial%20Services-8A2BE2.svg">
+</p>
+
 ---
-title: README
-emoji: 👀
-colorFrom: red
-colorTo: indigo
-sdk: docker
-pinned: false
+
+## What we publish
+
+- **Models**: OCR/IE, invoice understanding, entity linking (KYC/AML), credit signals, dialogue agents (RAG+RLHF).
+- **Datasets**: Synthetic & anonymized corpora for invoices, SWIFT/LC patterns, trade compliance, FAQs.
+- **Spaces**: Demo apps for **document triage**, **explainable decisions**, and **agentic workflows**.
+- **Notebooks**: End-to-end examples — from fine-tuning to human feedback (RLHF) and safe deployment.
+
+> Prefer **bank-grade** controls? We support **gated access**, **EULAs**, and **private org Spaces** for sensitive assets.
+
 ---
 
-Edit this `README.md` markdown file to author your organization card.
+## Highlights
+
+- **SIMBA** — our production platform for **Trade Finance & Banking AI**: OCR ➜ extraction ➜ validation ➜ decisioning
+- **Agentic Workflows** — multi-tool agents with grounded retrieval, guardrails, and human-in-the-loop review
+- **Compliance by design** — redaction, PII handling, lineage, prompt/trace logging, and model cards with usage guidance
+
+---
+
+## Explore
+
+### Featured models
+| Purpose | Model | Tasks | Notes |
+|---|---|---|---|
+| Invoice Understanding | [`SimplyFI/invoice-extractor`](https://huggingface.co/SimplyFI/invoice-extractor) | token-classification, table-qa | line-item, taxes, totals, vendor |
+| Trade Compliance NER | [`SimplyFI/trade-ner-compliance`](https://huggingface.co/SimplyFI/trade-ner-compliance) | token-classification | sanctions terms, ports, HS codes |
+| Banking Assistant (SFT) | [`SimplyFI/banking-assistant-sft`](https://huggingface.co/SimplyFI/banking-assistant-sft) | text-generation | safe, concise answers with citations |
+| Risk Signals | [`SimplyFI/risk-signal-classifier`](https://huggingface.co/SimplyFI/risk-signal-classifier) | sequence-classification | escalations & review routing |
+
+> Replace links above with your actual repos (or keep as placeholders until published).
+
+### Example: quick inference
+
+```python
+from transformers import AutoModelForTokenClassification, AutoTokenizer, pipeline
+
+repo = "SimplyFI/invoice-extractor"  # update if different
+tok  = AutoTokenizer.from_pretrained(repo)
+mdl  = AutoModelForTokenClassification.from_pretrained(repo)
+ner  = pipeline("token-classification", model=mdl, tokenizer=tok, aggregation_strategy="simple")
+
+text = "Invoice 9081 from Alpha Plastics Pvt Ltd, Total ₹1,24,560 due on 2025-11-15"
+print(ner(text))