Update README.md

README.md

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-# FLOWX.AI
+# FlowX.AI
 
-**The agent orchestration platform for regulated industries.**
+**Open, on-device AI for regulated industries.** We build small, private, fast models that run
+on-premise with **zero data egress**, so banks, insurers, and logistics operators can use AI
+without sending customer data to a cloud.
 
-FlowX.AI helps banks, insurers, and other regulated enterprises build, run,
-and *govern* production AI agents on top of the systems they already have.
-The platform is LangGraph-native and pairs agent building with a real
-governance layer — observability, policy enforcement, ROI measurement, and
-EU AI Act compliance.
+## 🧠 OpenNER — small on-device extraction models
 
-This is where we open-source the model side of that work. Everything here
-targets a real bottleneck in regulated AI — from compliance-grade text
-understanding to the generation models that power the platform itself.
+28 fine-tuned encoder models for structured extraction, PII detection, and de-identification.
+**Apache-2.0.** Benchmarked against the latest frontier LLMs (GPT-5.4, Gemini 3.x, Claude Haiku):
+matching or beating them on structured extraction at **~100 ms/doc, $0, and zero data egress**.
 
-## Available now
+- 🏦 **[FlowX Banking Models](https://huggingface.co/collections/flowxai/flowx-banking-models-6a5c9be270b1ab8d0c02566d)** — IBAN/PAN/KYC/AML + SEC-filing facts (8 models)
+- 🛡️ **[FlowX Insurance Models](https://huggingface.co/collections/flowxai/flowx-insurance-models-6a5c9be2ed35b4a126afe56d)** — policy/claims/VIN + GLBA·HIPAA de-id (8 models)
+- 🚢 **[FlowX Logistics Models](https://huggingface.co/collections/flowxai/flowx-logistics-models-6a5c9be213707fd7f44728ab)** — container/port/hazmat/bill-of-lading + trade de-id (7 models)
+- 🌐 **[FlowX Cross-Industry Models](https://huggingface.co/collections/flowxai/flowx-cross-industry-models-6a5c9be38707b1635019b044)** — multilingual PII (9 languages), privacy filter, invoice/CV/KYB (5 models)
 
+Every identifier is **checksum-validated** (IBAN mod-97, card Luhn, ISIN/LEI, container ISO-6346,
+VIN, 8 national IDs). Ships with a de-identification engine (6 policy profiles + signed audit
+reports) and ONNX / INT8 edge exports. Runs on CPU, Apple Silicon, one GPU, or in the browser.
 
-**CEE PII Detector (cee-pii)**: multilingual PII detection fine-tuned on GLiNER, weighted for Central & Eastern European languages most detectors ignore. Benchmarked on cee-pii-bench.
+## Other model families
+- **Semantic Mapper · Sentinel Gate** — ontology extraction + escalation gating
+- **Scam Guard** — scam / fraud detection
+- **BPMN Gen** — business-process generation
 
-**Scam & Fraud Detector**: scam-guard-qwen17b (1.7B) and scam-guard-qwen06b (0.6B), Qwen3 fine-tunes for scam and fraud patterns. Evaluated on scamguardbench.
-
-**Contract Red-Flag Explainer (caveat)**: on-device model that spots and explains risky clauses in plain language ("what am I actually signing?"). Runs privately in English, Romanian, Polish, and Hungarian, returns structured JSON across a 34-clause taxonomy. Qwen3-4B fine-tune, benchmarked on RedFlag-Bench.
-
-
-
-## Coming soon
-
-- **Ontology Model** — generates and maps domain ontologies for agent grounding.
-- **BPMN Generation** *(planned)* — natural language → BPMN process models.
-- **UI Generation** *(planned)* — interfaces generated on the fly.
-
-**Follow us** to get these the day they drop.
-
-[flowx.ai](https://flowx.ai) · [github.com/flowx-ai](https://github.com/flowx-ai) · [LinkedIn](https://linkedin.com/company/flowxai)
+---
+*Small models, on your hardware. Apache-2.0. [flowx.ai](https://flowx.ai)*