Update README.md

README.md

@@ -11,26 +11,80 @@ model-index:
   results: []
 ---
 
-<!-- This model card has been generated automatically according to the information the Trainer had access to. You
-should probably proofread and complete it, then remove this comment. -->
+---
+base_model:
+- Qwen/Qwen3-8B
+datasets:
+- OpenThoughts-Agent-v1-SFT
+- OpenThoughts-Agent-v1-RL
+library_name: transformers
+license: apache-2.0
+model-index:
+- name: OpenThinker-Agent-v1
+  results: []
+pipeline_tag: text-generation
+tags:
+- agents
+- terminal
+- code
+- software-engineering
+---
+
+<p align="center">
+    <img src="https://huggingface.co/datasets/open-thoughts/OpenThoughts1-Agent-SFT/resolve/main/ota-logo.png" width="50%">
+</p>
+
+<p align="center">
+<a href="https://open-thoughts.ai/agent" style="margin-right: 24px;">project</a> |
+<a href="https://huggingface.co/datasets/open-thoughts/OpenThoughts-Agent-v1-SFT" style="margin-right: 24px; margin-left: 24px;">SFT dataset</a> |
+<a href="https://huggingface.co/datasets/open-thoughts/OpenThoughts-Agent-v1-RL" style="margin-right: 24px; margin-left: 24px;">RL dataset</a> |
+<a href="https://huggingface.co/open-thoughts/OpenThinker-Agent-v1-SFT" style="margin-right: 24px; margin-left: 24px;">SFT model</a> |
+<a href="https://huggingface.co/open-thoughts/OpenThinker-Agent-v1" style="margin-left: 24px;">RL model</a>
+</p>
+
+
+# OpenThinker-Agent-v1
+
+**OpenThoughts-Agent** is an open-source effort to curate the best datasets for training agents. Our first release includes [datasets](https://huggingface.co/collections/open-thoughts/openthinker-agent), [models](https://huggingface.co/collections/open-thoughts/openthinker-agent) and our research codebase.
 
-# nl2bash-bugsseq
+[OpenThinker-Agent-v1](https://huggingface.co/open-thoughts/OpenThinker-Agent-v1) is a model trained for agentic tasks such as **Terminal-Bench 2.0** and **SWE-Bench**.
 
-This model is a fine-tuned version of [Qwen/Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B) on the penfever/GLM-4.6-nl2bash-verified-32eps-32k and the penfever/GLM-4.6-inferredbugs-32eps-65k datasets.
+The [OpenThinker-Agent-v1](https://huggingface.co/open-thoughts/OpenThinker-Agent-v1) model is post-trained from [Qwen/Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B).
+It is SFT-ed on the [OpenThoughts-Agent-v1-SFT](https://huggingface.co/datasets/open-thoughts/OpenThoughts-Agent-v1-SFT) dataset, then RL-ed on the [OpenThoughts-Agent-v1-RL](https://huggingface.co/datasets/open-thoughts/OpenThoughts-Agent-v1-RL) dataset. 
 
-## Model description
+This model is the model after the SFT stage. For the model after both SFT and RL stages, see [OpenThinker-Agent-v1](https://huggingface.co/open-thoughts/OpenThinker-Agent-v1).
 
-More information needed
+- **Homepage:** https://www.open-thoughts.ai/agent
+- **Repository:** https://github.com/open-thoughts/OpenThoughts-Agent
 
-## Intended uses & limitations
 
-More information needed
+# OpenThinker-Agent-v1 Model Performance
 
-## Training and evaluation data
+Our [OpenThinker-Agent-v1](https://huggingface.co/datasets/open-thoughts/OpenThoughts-Agent-v1-RL) model is the state-of-the-art model at its scale on agent benchmarks.
 
-More information needed
+| Model                                                                                           | Terminal-Bench 2.0 | SWE-Bench | OpenThoughts-TB-Dev |
+| ----------------------------------------------------------------------------------------------- | ------------------ | --------- | ------------------- |
+| **[OpenThinker-Agent-v1](https://huggingface.co/datasets/open-thoughts/OpenThoughts-Agent-v1-RL)**           | 4.9                | 15.7      | 17.3                |
+| [Qwen/Qwen3-Coder-30B-A3B-Instruct](https://huggingface.co/Qwen/Qwen3-Coder-30B-A3B-Instruct)   |     10.1           | 51.6      |  24.5 |
+
+
+# Data
+
+We built [OpenThinker-Agent-v1](https://huggingface.co/open-thoughts/OpenThinker-Agent-v1) in two stages: **supervised fine-tuning**, followed by **reinforcement learning**. 
+Each stage required its own data pipeline – RL tasks (instructions, environments, and verifiers) and SFT traces from strong teacher agents completing tasks.
+
+[OpenThoughts-Agent-v1-SFT](https://huggingface.co/datasets/open-thoughts/OpenThoughts-Agent-v1-SFT) is an SFT trace dataset containing approximately **15,200 traces** drawn from two different data sources we curate:
+- **nl2bash**: Simple synthetically generated tasks where the agent has to format shell commands effectively
+- **InferredBugs**: A set of bugs in C# and Java collected by Microsoft that we turned into tasks
+
+[OpenThoughts-Agent-v1-RL](https://huggingface.co/datasets/open-thoughts/OpenThoughts-Agent-v1-RL) is an RL dataset containing ~720 tasks drawn from the **nl2bash verified** dataset.
+
+To stabilize training, we built a three-stage filtration pipeline that prunes tasks before they ever hit the learner:
+
+1. Bad verifiers filter: drop tasks with flaky or excessively slow verifiers.
+2. Environment stability: remove tasks whose containers take too long to build or tear down.
+Optional difficulty filter: discard tasks that even a strong model (GPT-5 Codex) cannot solve in a single pass.
 
-## Training procedure
 
 ### Training hyperparameters
 
@@ -48,13 +102,31 @@ The following hyperparameters were used during training:
 - lr_scheduler_warmup_ratio: 0.1
 - num_epochs: 7.0
 
-### Training results
-
-
-
 ### Framework versions
 
 - Transformers 4.56.0
 - Pytorch 2.9.0+cu128
 - Datasets 4.4.1
 - Tokenizers 0.22.1
+
+
+# Links
+- 🌐 [OpenThoughts-Agent Project Page](https://open-thoughts.ai/agent)
+- 💻 [OpenThoughts-Agent GitHub Repository](https://github.com/open-thoughts/OpenThoughts-Agent)
+- 🧠 [OpenThoughts-Agent-v1-SFT dataset](https://huggingface.co/datasets/open-thoughts/OpenThoughts-Agent-v1-SFT)
+- 🧠 [OpenThoughts-Agent-v1-RL dataset](https://huggingface.co/datasets/open-thoughts/OpenThoughts-Agent-v1-RL)
+- 🧠 [OpenThoughts-TB-dev dataset](https://huggingface.co/datasets/open-thoughts/OpenThoughts-TB-dev)
+- 🤖 [OpenThinker-Agent-v1 model](https://huggingface.co/open-thoughts/OpenThinker-Agent-v1)
+- 🤖 [OpenThinker-Agent-v1-SFT model](https://huggingface.co/open-thoughts/OpenThinker-Agent-v1-SFT) --> this model
+
+
+# Citation
+```
+@misc{openthoughts-agent,
+  author = {Team, OpenThoughts-Agent},
+  month = Dec,
+  title = {{OpenThoughts-Agent}},
+  howpublished = {https://open-thoughts.ai/agent},
+  year = {2025}
+}
+```