Card: sharper lead, network-automation tag, vendor table, consistent footer

README.md

@@ -2,7 +2,7 @@
 license: mit
 pretty_name: NetOps intent to CLI (synthetic operator-style requests)
 language: [en]
-tags: [networking, cli, synthetic, instruction-tuning]
+tags: [networking, network-automation, cli, synthetic, instruction-tuning]
 size_categories: [1K<n<10K]
 task_categories: [text-generation]
 configs:
@@ -21,7 +21,11 @@ configs:
 
 # netops-intent2cli
 
-The original default v1 configuration remains unchanged (565 train / 102 validation / 108 test). Use `load_dataset("gesh75/netops-intent2cli", "v2")` for the v2 configuration.
+**Synthetic operator-style English intents paired with verbatim CLI commands** from the 70,006-row [multivendor-cli-commands](https://huggingface.co/datasets/gesh75/multivendor-cli-commands) corpus.
+
+Two configs: **default (v1)** — 565 train / 102 validation / 108 test — remains unchanged. Load **v2** with `load_dataset("gesh75/netops-intent2cli", "v2")`.
+
+Trained model: [gesh75/netops-intent2cli-qwen0.5b-lora](https://huggingface.co/gesh75/netops-intent2cli-qwen0.5b-lora) (experimental). Code: [github.com/gesh75](https://github.com/gesh75) · Docs: [gesh75.github.io](https://gesh75.github.io/)
 
 ## v2
 
@@ -29,10 +33,23 @@ The original default v1 configuration remains unchanged (565 train / 102 validat
 - Validation 102 and original test 108 are unchanged. Commands are disjoint between training/validation/test, including after whitespace normalization.
 - Separate **operator_test** slice: 88 new synthetic paraphrases of original test commands; excluded from all training/checkpoint selection.
 - Every new pair has a command copied verbatim from the 70,006-row [multivendor-cli-commands](https://huggingface.co/datasets/gesh75/multivendor-cli-commands) Parquet, with matching vendor and OS. New intents were created offline with assistant-authored task rules/paraphrase grammar; no paid API or copied vendor-document prose.
-- New requests: {'Microsoft': 41, 'Aruba': 17, 'PAN-OS': 23, 'FRR': 66, 'Linux': 26, 'Mikrotik': 22, 'Huawei': 8, 'Extreme': 37, 'NVIDIA': 27, 'Arista': 44, 'Juniper': 50, 'Wireshark': 47, 'Cisco': 59, 'SONiC': 43, 'VyOS': 51, 'Nokia': 32, 'FortiOS': 57}.
+- New training requests by vendor:
+
+| vendor | n | vendor | n |
+|---|---:|---|---:|
+| Cisco | 59 | Linux | 26 |
+| FRR | 66 | PAN-OS | 23 |
+| FortiOS | 57 | Mikrotik | 22 |
+| VyOS | 51 | Aruba | 17 |
+| Juniper | 50 | Huawei | 8 |
+| Wireshark | 47 | NVIDIA | 27 |
+| Arista | 44 | Extreme | 37 |
+| SONiC | 43 | Nokia | 32 |
+| Microsoft | 41 | | |
+
 - `v2/new_pairs.jsonl` is the audit ledger (new training and operator-test requests with explicit split labels), not another training split. **Do not train on operator_test.**
 - Source labels: `intent_origin=synthetic-authored-grammar-v2`, `command_origin=verbatim-multivendor-cli-commands`. Inherited v1 rows retain their previous provenance (`corpus` or `curated`).
-- New rows pass exact command/vendor/OS membership checks, heuristic near-duplicate rejection, fixed command holdouts and restricted-work-term scanning (zero hits). See the model card for evaluation and training.
+- New rows pass exact command/vendor/OS membership checks, heuristic near-duplicate rejection, fixed command holdouts and restricted-work-term scanning (zero hits). See the [model card](https://huggingface.co/gesh75/netops-intent2cli-qwen0.5b-lora) for evaluation and training. Published v2 exact match: 12/108 (11.1%) on the frozen test, 9/88 (10.2%) on `operator_test`.
 
 ## Limitations
 
@@ -54,7 +71,7 @@ Dataset MIT, unchanged. Model adapter Apache-2.0. Vendor names and command synta
 
 | | |
 |---|---|
-| 📡 **[netlog-ai](https://huggingface.co/spaces/gesh75/netlog-ai)** | Sanitize-first network log analysis — browser lite demo of [netlog-ai v1.1.0](https://pypi.org/project/netlog-ai/) |
+| 📡 **[netlog-ai](https://huggingface.co/spaces/gesh75/netlog-ai)** | Sanitize-first network log analysis — browser lite demo of [netlog-ai](https://pypi.org/project/netlog-ai/) (PyPI 2.1.0) |
 | 🛠️ **[multivendor-cli-configurator](https://huggingface.co/spaces/gesh75/multivendor-cli-configurator)** | 70k+ CLI commands across 17 vendors — cheatsheet, N-vendor compare, CLI Studio |
 | 🗂️ **[multivendor-cli-commands](https://huggingface.co/datasets/gesh75/multivendor-cli-commands)** | The same 70,006 commands as a Parquet dataset |
 | 🧭 **[netops-intent2cli](https://huggingface.co/datasets/gesh75/netops-intent2cli)** | v1 + v2 synthetic operator intents → corpus command pairs |
@@ -63,4 +80,3 @@ Dataset MIT, unchanged. Model adapter Apache-2.0. Vendor names and command synta
 Collection: **[NetOps tools](https://huggingface.co/collections/gesh75/netops-tools-6aef9999054238474f968bcd)** · Code: [github.com/gesh75](https://github.com/gesh75) · Docs hub: [gesh75.github.io](https://gesh75.github.io/)
 
 **Doctrine:** fail closed · sanitize first · evidence leaves, packets don't · honest coverage.
-