> ## Documentation Index
> Fetch the complete documentation index at: https://developers.techwolf.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Open Source AI Models, Datasets & Tools

> Explore TechWolf's open source contributions to the AI community

export const GitHubTile = ({repo, icon, description}) => {
  if (typeof document === "undefined") {
    return null;
  } else {
    const repoName = repo.split('/')[1];
    const componentId = `github-${repoName}`;
    setTimeout(() => {
      const el = document.getElementById(componentId);
      if (el && !el.dataset.loaded) {
        el.innerHTML = "<br>Loading stats...";
        fetch(`https://api.github.com/repos/${repo}`).then(res => res.json()).then(data => {
          el.dataset.loaded = "true";
          el.innerHTML = `<br/><br/><p><strong>Stars</strong> ${data.stargazers_count} | <strong>License</strong> ${data.license && data.license.spdx_id || 'N/A'}</p>`;
        }).catch(() => {
          el.innerHTML = "";
        });
      }
    }, 1);
    return <Card title={repo.split('/')[1]} icon={icon} href={`https://github.com/${repo}`}><p>{description}</p><div id={componentId}></div></Card>;
  }
};

export const OpenSourceTile = ({huggingFaceId, icon, description}) => {
  if (typeof document === "undefined") {
    return null;
  } else {
    const componentId = `huggingface-${huggingFaceId.split('/')[1]}`;
    setTimeout(() => {
      const clientComponent = document.getElementById(componentId);
      if (clientComponent) {
        clientComponent.innerHTML = "<br>Loading stats...";
        if (typeof window.HuggingFaceIntervals === "undefined") {
          window.HuggingFaceIntervals = [];
        }
        window.HuggingFaceIntervals.push(setInterval(() => {
          if (HuggingFace) {
            HuggingFace.stopAllIntervalTimers();
          }
        }, 100));
      }
    }, 1);
    return <Card title={huggingFaceId.split('/')[1]} icon={icon} href="https://huggingface.co"><p>{description}</p><div id={componentId}></div></Card>;
  }
};

At TechWolf, we're committed to advancing the field of AI and Natural Language Processing by open-sourcing our models and datasets. Our contributions focus on skill extraction, career path analysis, and job market understanding.

## Models

<CardGroup cols={3}>
  <OpenSourceTile huggingFaceId={'TechWolf/JobBERT-v2'} icon="brain" description="A powerful sentence transformer model for job and skill similarity." />

  <OpenSourceTile huggingFaceId={'TechWolf/ConTeXT-Skill-Extraction-base'} icon="code" description="Base model for contextual skill extraction from text." />
</CardGroup>

## Datasets

<CardGroup cols={3}>
  <OpenSourceTile huggingFaceId={'TechWolf/Synthetic-ESCO-skill-sentences'} icon="database" description="138,260 synthetic job ad sentences for ESCO skills." />

  <OpenSourceTile huggingFaceId={'TechWolf/anonymous-working-histories'} icon="user-secret" description="2,164 anonymous career paths across 24 industries." />

  <OpenSourceTile huggingFaceId={'TechWolf/skill-extraction-tech'} icon="microchip" description="ESCO-labeled skill mentions in tech context." />

  <OpenSourceTile huggingFaceId={'TechWolf/skill-extraction-house'} icon="house" description="ESCO-labeled skill mentions in housing context." />

  <OpenSourceTile huggingFaceId={'TechWolf/skill-extraction-techwolf'} icon="building" description="Generic distribution of job descriptions with ESCO skills." />
</CardGroup>

## Tools

<CardGroup cols={3}>
  <GitHubTile repo={'techwolf-ai/ai-first-toolkit'} icon="wand-magic-sparkles" description="Open-source Claude Code skills and Codex skills for AI-first engineering. Audit, re-engineer, or bootstrap projects with AI-first design principles." />
</CardGroup>

## Research Impact

Our open source contributions have made a significant impact in the field of AI-powered skill extraction and career path analysis:

<div id="huggingface-impact">
  * **Total Model Downloads:** <span id="huggingface-impact-model-downloads" />
  * **Total Dataset Downloads:** <span id="huggingface-impact-dataset-downloads" />
  * **Combined Likes:** <span id="huggingface-impact-combined-likes" />
  * **Dataset Size:** 140,000+ labeled examples
  * **Industry Coverage:** 24+ different sectors
</div>

These resources are actively used by researchers and practitioners in the field of HR Tech and AI-powered career development.

## License and Usage

Most of our datasets are released under the [CC BY 4.0 License](https://creativecommons.org/licenses/by/4.0/), allowing for both academic and commercial use with proper attribution. Our models are generally available for commercial use and are compatible with the Hugging Face Endpoints API for easy deployment.

For implementation details and usage examples, visit our repositories on [Hugging Face](https://huggingface.co/TechWolf).