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@@ -22,8 +22,8 @@ Taking notes on the specialized language models that actually have companies pub
| Model | Companies Actually Using It | Proof of Usage | Blog/Coverage | Key Notes |
|-------|-----------------------------|----------------|---------------|-----------|
| **[ClipTagger-12B](https://huggingface.co/inference-net/ClipTagger-12b) (Aug. 2025)** | [Grass](https://www.grass.io/) / [Wynd Labs](https://wyndlabs.ai/) | Launch PRs: [BusinessWire](https://www.businesswire.com/news/home/20250814241444/en/Grass-and-Inference-Launch-Video-Annotation-Model-Outperforming-Claude-4), [Yahoo Finance](https://finance.yahoo.com/news/grass-inference-launch-video-annotation-180000955.html); Product page: [Inference.net model](https://inference.net/models/cliptagger-12b) | [Official launch blog](https://inference.net/blog/cliptagger-12b)<br>[Grass launch post](https://www.grass.io/learn/grass-and-inference-launch-video-annotation-model-outperforming-claude-4)<br>[HYPER.AI coverage](https://hyper.ai/en/headlines/aecceadc9e83c458d2b98dfc948d8cc6) | Video tagging specialist that a company co-developed |
| **[ReaderLM-v2](https://huggingface.co/jinaai/ReaderLM-v2) (Jul. 2025)** | [Jina AI](https://jina.ai/) / [Google Cloud](https://cloud.google.com/) | Jina model: [ReaderLM-v2](https://jina.ai/models/ReaderLM-v2/), [Hugging Face](https://huggingface.co/jinaai/ReaderLM-v2); Jina Reader API uses ReaderLM-v2: [docs](https://jina.ai/reader/); Google Cloud Run production case study: [GCP blog](https://cloud.google.com/blog/products/application-development/how-jina-ai-built-its-100-billion-token-web-grounding-system-with-cloud-run-gpus) | [Jina announcement](https://jina.ai/news/readerlm-v2-frontier-small-language-model-for-html-to-markdown-and-json) | HTML-to-Markdown conversion used in production by Jina and scaled on Google Cloud |
| **[Foundation-Sec-8B](https://huggingface.co/fdtn-ai/Foundation-Sec-8B) (Cisco) (Apr.–Aug. 2025)** | [Cisco](https://www.cisco.com/) / [Splunk](https://www.splunk.com/) | Cisco blog: [Foundation-sec-8B reasoning model](https://blogs.cisco.com/security/foundation-sec-8b-reasoning-worlds-first-security-reasoning-model); Splunk blog: [Accelerating Security Operations](https://www.splunk.com/en_us/blog/artificial-intelligence/accelerating-security-operations-with-splunk-and-foundation-ai-s-first-open-source-security-model.html) | Cisco overview: [First open-source security model](https://blogs.cisco.com/security/foundation-sec-cisco-foundation-ai-first-open-source-security-model) | Cybersecurity model with real SOC deployment by Splunk |
| **[ShieldGemma 2](https://huggingface.co/google/shieldgemma-2-4b-it) (Mar. 2025)** | [Google/Vertex AI](https://cloud.google.com/vertex-ai) / [Hugging Face](https://huggingface.co/) | Vertex docs: [Models page (lists ShieldGemma 2)](https://cloud.google.com/vertex-ai/generative-ai/docs/models); Transformers: [ShieldGemma 2 docs](https://huggingface.co/docs/transformers/model_doc/shieldgemma2); Release: [Gemma releases (Feb 19, 2025)](https://ai.google.dev/gemma/docs/releases) | [Google AI dev docs](https://ai.google.dev/gemma/docs/shieldgemma) | Safety classifier used by Google themselves in their AI stack |
| **[Llama Guard 4](https://huggingface.co/meta-llama/Llama-Guard-4-12B) (Apr. 2025)** | [Databricks](https://www.databricks.com/) / [Groq](https://groq.com/) | Databricks Marketplace (Llama Guard family listing): [Llama Guard Model](https://marketplace.databricks.com/details/a4bc6c21-0888-40e1-805e-f4c99dca41e4/Databricks_Llama-Guard-Model); Groq Cloud catalog: [meta-llama/llama-guard-4-12b](https://console.groq.com/docs/models) | Meta/HF: [HF blog "Welcoming Llama Guard 4"](https://huggingface.co/blog/llama-guard-4), [Model card](https://huggingface.co/meta-llama/Llama-Guard-4-12B) | Safety guardrails used by major cloud/AI platforms |
| **[Qwen3-Coder](https://huggingface.co/collections/Qwen/qwen3-coder-687fc861e53c939e52d52d10) (Jul.–Sep. 2025)** | [Google Cloud (Vertex AI)](https://cloud.google.com/vertex-ai) / [Tinfoil](https://tinfoil.sh/) | Vertex AI: [Qwen3 Coder in Model Garden](https://cloud.google.com/vertex-ai/generative-ai/docs/release-notes) / [Qwen3 Coder docs](https://cloud.google.com/vertex-ai/generative-ai/docs/maas/qwen/qwen3-coder); Tinfoil: [launch blog](https://tinfoil.sh/blog/2025-09-02-qwen3-coder-private) & [changelog](https://docs.tinfoil.sh/resources/changelog) | Qwen announcement: [Qwen3-Coder blog](https://qwenlm.github.io/blog/qwen3-coder/) | Coding model with enterprise API integration by Tinfoil |
| **[ReaderLM-v2](https://huggingface.co/jinaai/ReaderLM-v2) (Jul. 2025)** | [Jina AI](https://jina.ai/) / [Google Cloud](https://cloud.google.com/) | • Jina model: [ReaderLM-v2](https://jina.ai/models/ReaderLM-v2/), [Hugging Face](https://huggingface.co/jinaai/ReaderLM-v2)<br>• Jina Reader API uses ReaderLM-v2: [docs](https://jina.ai/reader/)<br>• Google Cloud Run production case study: [GCP blog](https://cloud.google.com/blog/products/application-development/how-jina-ai-built-its-100-billion-token-web-grounding-system-with-cloud-run-gpus) | • [Jina announcement](https://jina.ai/news/readerlm-v2-frontier-small-language-model-for-html-to-markdown-and-json) | HTML-to-Markdown conversion used in production by Jina and scaled on Google Cloud |
| **[Foundation-Sec-8B](https://huggingface.co/fdtn-ai/Foundation-Sec-8B) (Cisco) (Apr.–Aug. 2025)** | [Cisco](https://www.cisco.com/) / [Splunk](https://www.splunk.com/) | • Cisco blog: [Foundation-sec-8B reasoning model](https://blogs.cisco.com/security/foundation-sec-8b-reasoning-worlds-first-security-reasoning-model)<br>• Splunk blog: [Accelerating Security Operations](https://www.splunk.com/en_us/blog/artificial-intelligence/accelerating-security-operations-with-splunk-and-foundation-ai-s-first-open-source-security-model.html) | • [Cisco overview](https://blogs.cisco.com/security/foundation-sec-cisco-foundation-ai-first-open-source-security-model) | Cybersecurity model with real SOC deployment by Splunk |
| **[ShieldGemma 2](https://huggingface.co/google/shieldgemma-2-4b-it) (Mar. 2025)** | [Google/Vertex AI](https://cloud.google.com/vertex-ai) / [Hugging Face](https://huggingface.co/) | • Vertex docs: [Models page](https://cloud.google.com/vertex-ai/generative-ai/docs/models), [ShieldGemma 2 docs](https://huggingface.co/docs/transformers/model_doc/shieldgemma2)<br>• Release: [Gemma releases (Feb 19, 2025)](https://ai.google.dev/gemma/docs/releases) | • [Google AI dev docs](https://ai.google.dev/gemma/docs/shieldgemma) | Safety classifier used by Google themselves in their AI stack |
| **[Llama Guard 4](https://huggingface.co/meta-llama/Llama-Guard-4-12B) (Apr. 2025)** | [Databricks](https://www.databricks.com/) / [Groq](https://groq.com/) | • Databricks Marketplace: [Llama Guard Model](https://marketplace.databricks.com/details/a4bc6c21-0888-40e1-805e-f4c99dca41e4/Databricks_Llama-Guard-Model)<br>• Groq Cloud catalog: [meta-llama/llama-guard-4-12b](https://console.groq.com/docs/models) | • [HF blog "Welcoming Llama Guard 4"](https://huggingface.co/blog/llama-guard-4)<br>• [Model card](https://huggingface.co/meta-llama/Llama-Guard-4-12B) | Safety guardrails used by major cloud/AI platforms |
| **[Qwen3-Coder](https://huggingface.co/collections/Qwen/qwen3-coder-687fc861e53c939e52d10) (Jul.–Sep. 2025)** | [Google Cloud (Vertex AI)](https://cloud.google.com/vertex-ai) / [Tinfoil](https://tinfoil.sh/) | • Vertex AI: [Qwen3 Coder in Model Garden](https://cloud.google.com/vertex-ai/generative-ai/docs/release-notes), [Qwen3 Coder docs](https://cloud.google.com/vertex-ai/generative-ai/docs/maas/qwen/qwen3-coder)<br>• Tinfoil: [launch blog](https://tinfoil.sh/blog/2025-09-02-qwen3-coder-private), [changelog](https://docs.tinfoil.sh/resources/changelog) | • [Qwen announcement](https://qwenlm.github.io/blog/qwen3-coder/) | Coding model with enterprise API integration by Tinfoil |