From 5a5269c00c39c04fd3f0eec796774638e9b3ba52 Mon Sep 17 00:00:00 2001 From: Imene Kerboua Date: Sun, 5 Oct 2025 22:34:27 -0400 Subject: [PATCH 1/5] Add AgentLab landing page and project pages --- .github/workflows/deploy-landing-page.yml | 52 +++ docs/landing_page/README.md | 130 ++++++ docs/landing_page/index.html | 407 +++++++++++++++++ docs/landing_page/projects/browsergym.html | 243 ++++++++++ docs/landing_page/projects/focus_agent.html | 414 ++++++++++++++++++ .../projects/workarena-plus-plus.html | 354 +++++++++++++++ docs/landing_page/projects/workarena.html | 346 +++++++++++++++ .../static/css/bulma-carousel.min.css | 14 + .../static/css/bulma-slider.min.css | 9 + docs/landing_page/static/css/bulma.min.css | 1 + .../static/css/fontawesome.all.min.css | 6 + docs/landing_page/static/css/index.css | 123 ++++++ docs/landing_page/static/images/README.md | 16 + docs/landing_page/static/images/favicon.ico | 1 + .../static/images/social_preview.svg | 32 ++ .../static/js/bulma-carousel.min.js | 40 ++ .../static/js/bulma-slider.min.js | 18 + .../static/js/fontawesome.all.min.js | 3 + docs/landing_page/static/js/index.js | 56 +++ 19 files changed, 2265 insertions(+) create mode 100644 .github/workflows/deploy-landing-page.yml create mode 100644 docs/landing_page/README.md create mode 100644 docs/landing_page/index.html create mode 100644 docs/landing_page/projects/browsergym.html create mode 100644 docs/landing_page/projects/focus_agent.html create mode 100644 docs/landing_page/projects/workarena-plus-plus.html create mode 100644 docs/landing_page/projects/workarena.html create mode 100644 docs/landing_page/static/css/bulma-carousel.min.css create mode 100644 docs/landing_page/static/css/bulma-slider.min.css create mode 100644 docs/landing_page/static/css/bulma.min.css create mode 100644 docs/landing_page/static/css/fontawesome.all.min.css create mode 100644 docs/landing_page/static/css/index.css create mode 100644 docs/landing_page/static/images/README.md create mode 100644 docs/landing_page/static/images/favicon.ico create mode 100644 docs/landing_page/static/images/social_preview.svg create mode 100644 docs/landing_page/static/js/bulma-carousel.min.js create mode 100644 docs/landing_page/static/js/bulma-slider.min.js create mode 100644 docs/landing_page/static/js/fontawesome.all.min.js create mode 100644 docs/landing_page/static/js/index.js diff --git a/.github/workflows/deploy-landing-page.yml b/.github/workflows/deploy-landing-page.yml new file mode 100644 index 00000000..83098bb8 --- /dev/null +++ b/.github/workflows/deploy-landing-page.yml @@ -0,0 +1,52 @@ +name: Deploy Landing Page to GitHub Pages + +on: + # Runs on pushes targeting the default branch + push: + branches: ["main", "master"] + paths: + - 'docs/landing_page/**' + + # Allows you to run this workflow manually from the Actions tab + workflow_dispatch: + +# Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages +permissions: + contents: read + pages: write + id-token: write + +# Allow only one concurrent deployment, skipping runs queued between the run in-progress and latest queued. +# However, do NOT cancel in-progress runs as we want to allow these production deployments to complete. +concurrency: + group: "pages" + cancel-in-progress: false + +jobs: + # Build job + build: + runs-on: ubuntu-latest + steps: + - name: Checkout + uses: actions/checkout@v4 + + - name: Setup Pages + uses: actions/configure-pages@v4 + + - name: Upload artifact + uses: actions/upload-pages-artifact@v3 + with: + # Upload the landing page directory + path: './docs/landing_page' + + # Deployment job + deploy: + environment: + name: github-pages + url: ${{ steps.deployment.outputs.page_url }} + runs-on: ubuntu-latest + needs: build + steps: + - name: Deploy to GitHub Pages + id: deployment + uses: actions/deploy-pages@v4 \ No newline at end of file diff --git a/docs/landing_page/README.md b/docs/landing_page/README.md new file mode 100644 index 00000000..4ffa7183 --- /dev/null +++ b/docs/landing_page/README.md @@ -0,0 +1,130 @@ +# AgentLab Landing Page + +This is a research landing page for AgentLab built using the [Academic Project Page Template](https://github.com/eliahuhorwitz/Academic-project-page-template). + +## Structure + +``` +docs/landing_page/ +├── index.html # Main landing page +├── projects/ # Individual project pages +│ ├── browsergym.html # BrowserGym Ecosystem page +│ ├── webarena.html # WebArena Evaluation page +│ └── workarena.html # WorkArena Benchmark page +└── static/ # Static assets + ├── css/ # Stylesheets + ├── js/ # JavaScript files + └── images/ # Images and icons +``` + +## Features + +- **Responsive Design**: Built with Bulma CSS framework for mobile-friendly layouts +- **Project Navigation**: Dropdown menu linking to individual project pages +- **Academic Template**: Uses the popular academic project page template +- **Interactive Elements**: Smooth scrolling, animations, and hover effects +- **Multiple Projects**: Separate pages for BrowserGym, WebArena, and WorkArena +- **Social Media Ready**: Includes meta tags for social sharing + +## Usage + +### Viewing Locally + +1. Open `index.html` in a web browser +2. Navigate between project pages using the dropdown menu +3. All links to external resources (GitHub, arXiv, etc.) are functional + +### Hosting + +This page can be hosted on: +- GitHub Pages +- Netlify +- Vercel +- Any static site hosting service + +### Customization + +1. **Update Content**: Edit the HTML files to update project information +2. **Add Images**: Replace placeholder images in `static/images/` +3. **Add Projects**: Create new HTML files in `projects/` directory +4. **Styling**: Modify `static/css/index.css` for custom styling + +## Required Images + +The following images should be added to `static/images/`: + +1. **favicon.ico** - Site favicon (16x16 or 32x32 px) +2. **agentlab_overview.png** - Main overview diagram for landing page +3. **social_preview.png** - Social media preview image (1200x630 px) + +Current placeholder images are provided as SVG files. + +## Dependencies + +The page uses CDN links for: +- Bulma CSS Framework +- FontAwesome Icons +- jQuery +- Academic Icons + +No build process or installation required. + +## Project Pages + +### BrowserGym Ecosystem (`projects/browsergym.html`) +- Paper: https://arxiv.org/abs/2412.05467 +- Code: https://github.com/ServiceNow/BrowserGym +- Focus: Unified web agent research framework + +### WebArena Evaluation (`projects/webarena.html`) +- Website: https://webarena.dev/ +- Setup: BrowserGym integration +- Focus: 812 realistic web tasks + +### WorkArena Benchmark (`projects/workarena.html`) +- Repository: https://github.com/ServiceNow/WorkArena +- Focus: Enterprise-focused web agent evaluation +- Levels: L1 (33 tasks), L2/L3 (341 tasks each) + +## Deployment + +### GitHub Pages (Automatic) + +The landing page is automatically deployed to GitHub Pages when changes are pushed to the main branch. The deployment is handled by the GitHub Actions workflow in `.github/workflows/deploy-landing-page.yml`. + +**Setup Steps:** + +1. Go to your GitHub repository settings +2. Navigate to "Pages" in the left sidebar +3. Under "Source", select "GitHub Actions" +4. The site will be available at: `https://[username].github.io/AgentLab/` + +**Manual Trigger:** + +You can manually trigger the deployment by going to the "Actions" tab in your GitHub repository and running the "Deploy Landing Page to GitHub Pages" workflow. + +### Local Development Server + +For local testing: + +```bash +cd docs/landing_page +python3 -m http.server 8000 +# Visit http://localhost:8000 +``` + +## Contributing + +To add a new project page: + +1. Create a new HTML file in `projects/` directory +2. Use existing project pages as templates +3. Update the dropdown menu in `index.html` +4. Add a project card to the main landing page +5. Include appropriate links and metadata + +## License + +This template follows the Academic Project Page Template license (Creative Commons Attribution-ShareAlike 4.0 International License). + +AgentLab is developed by ServiceNow Research and follows its respective licensing terms. \ No newline at end of file diff --git a/docs/landing_page/index.html b/docs/landing_page/index.html new file mode 100644 index 00000000..a3caec59 --- /dev/null +++ b/docs/landing_page/index.html @@ -0,0 +1,407 @@ + + + + + + + + AgentLab Research Hub + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+
+
+
+
+

AgentLab Research Hub

+
+ + A comprehensive framework for developing and evaluating web agents + +
+ + + + +
+
+
+
+
+ +
+
+
+ agentlab-diagram + +
+
+
+ + +
+
+ +
+
+

About

+
+

+ AgentLab is a comprehensive framework for developing and evaluating agents on a variety of + benchmarks supported by BrowserGym. + It provides essential building blocks for creating web agents, unified LLM APIs, + and extensive reproducibility features for rigorous research. +

+

+ The framework supports large-scale parallel agent experiments using Ray, includes various + agent architectures, and maintains a unified leaderboard across multiple benchmarks + including WebArena, WorkArena, VisualWebArena, AssistantBench, and more. +

+
+
+
+ + + +
+
+

Research Projects

+ +
+ +
+
+
+

BrowserGym Ecosystem

+

+ A unified environment for web agent research across multiple benchmarks. + Provides standardized interfaces and evaluation metrics. +

+ +
+
+
+ + +
+
+
+

WorkArena Benchmark

+

+ Enterprise-focused web agent benchmark with realistic workplace tasks. + Multiple difficulty levels (L1, L2, L3) with high seed diversity. +

+ +
+
+
+ + +
+
+
+

WorkArena++

+

+ Advanced benchmark with 682 compositional planning and reasoning tasks + for evaluating autonomous agents in enterprise workflows. +

+ +
+
+
+ +
+
+
+

FocusAgent

+

+ Innovative approach for context trimming in web agents, enhancing efficiency and security. +

+ +
+
+
+
+
+
+
+ +
+ + +
+
+

Supported Benchmarks

+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
BenchmarkTasksMax StepsMulti-tabStatus
WebArena81230Available
WorkArena L1-L333-34130-50Available
VisualWebArena91030Available
AssistantBench21430Available
MiniWoB12510Available
OSWorld369VariableAvailable
+
+
+
+ + +
+
+

Quick Start

+
+

Installation

+
pip install agentlab
+playwright install
+ +

Basic Usage

+
from agentlab.agents.generic_agent import AGENT_4o_MINI
+from agentlab.experiments.study import make_study
+
+study = make_study(
+    benchmark="miniwob",
+    agent_args=[AGENT_4o_MINI],
+    comment="My first study",
+)
+
+study.run(n_jobs=5)
+ +

Interactive Assistant

+
agentlab-assistant --start_url https://www.google.com
+
+
+
+ + + + + + \ No newline at end of file diff --git a/docs/landing_page/projects/browsergym.html b/docs/landing_page/projects/browsergym.html new file mode 100644 index 00000000..cf6af850 --- /dev/null +++ b/docs/landing_page/projects/browsergym.html @@ -0,0 +1,243 @@ + + + + + + + + BrowserGym Ecosystem + + + + + + + + + + + + + + + + + + +
+
+
+
+
+

BrowserGym Ecosystem

+
+ + Thibault Le Sellier De Chezelles, + + + Maxime Gasse, + + + Alexandre Drouin, + + + Massimo Caccia, + + + Léo Boisvert, + + + Megh Thakkar, + + + Tom Marty, + + + Rim Assouel, + + + Sahar Omidi Shayegan, + + + Lawrence Keunho Jang, + + + Xing Han Lù, + + + Ori Yoran, + + + Dehan Kong, + + + Frank F. Xu, + + + Siva Reddy, + + + Quentin Cappart, + + + Graham Neubig, + + + Ruslan Salakhutdinov, + + + Nicolas Chapados, + + + Alexandre Lacoste + +
+ + +
+
+
+
+
+ +
+
+ +
+
+

Abstract

+
+

+ The BrowserGym ecosystem addresses the growing need for efficient evaluation and benchmarking of web agents, particularly those leveraging automation and Large Language Models (LLMs). Many existing benchmarks suffer from fragmentation and inconsistent evaluation methodologies, making it challenging to achieve reliable comparisons and reproducible results. In an earlier work, Drouin et al. (2024) introduced BrowserGym which aims to solve this by providing a unified, gym-like environment with well-defined observation and action spaces, facilitating standardized evaluation across diverse benchmarks. We propose an extended BrowserGym-based ecosystem for web agent research, which unifies existing benchmarks from the literature and includes AgentLab, a complementary framework that aids in agent creation, testing, and analysis. Our proposed ecosystem offers flexibility for integrating new benchmarks while ensuring consistent evaluation and comprehensive experiment management. As a supporting evidence, we conduct the first large-scale, multi-benchmark web agent experiment and compare the performance of 6 state-of-the-art LLMs across 6 popular web agent benchmarks made available in BrowserGym. Among other findings, our results highlight a large discrepancy between OpenAI and Anthropic's latests models, with Claude-3.5-Sonnet leading the way on almost all benchmarks, except on vision-related tasks where GPT-4o is superior. Despite these advancements, our results emphasize that building robust and efficient web agents remains a significant challenge, due to the inherent complexity of real-world web environments and the limitations of current models. +

+
+
+
+ +
+
+ +
+
+

Key Features

+ +
+
+
+
+

Unified Interface

+

+ Standardized Gymnasium-compatible interface across all supported benchmarks, + enabling seamless switching between different evaluation environments. +

+
+
+
+ +
+
+
+

Multiple Benchmarks

+

+ Support for 8+ web agent benchmarks including WebArena, WorkArena, + VisualWebArena, AssistantBench, MiniWoB, and more. +

+
+
+
+ +
+
+
+

Standardized Evaluation

+

+ Consistent evaluation metrics and protocols across benchmarks, + enabling fair comparison of agent performance. +

+
+
+
+ +
+
+
+

Reproducible Research

+

+ Built-in reproducibility features, experiment tracking, + and standardized reporting for reliable research outcomes. +

+
+
+
+
+
+
+ +
+
+

BibTeX

+
+
@misc{dechezelles2025browsergymecosystemwebagent,
+      title={The BrowserGym Ecosystem for Web Agent Research}, 
+      author={Thibault Le Sellier De Chezelles and Maxime Gasse and Alexandre Drouin and Massimo Caccia and Léo Boisvert and Megh Thakkar and Tom Marty and Rim Assouel and Sahar Omidi Shayegan and Lawrence Keunho Jang and Xing Han Lù and Ori Yoran and Dehan Kong and Frank F. Xu and Siva Reddy and Quentin Cappart and Graham Neubig and Ruslan Salakhutdinov and Nicolas Chapados and Alexandre Lacoste},
+      year={2025},
+      eprint={2412.05467},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2412.05467}, 
+}
+ +
+
+
+ + + + + \ No newline at end of file diff --git a/docs/landing_page/projects/focus_agent.html b/docs/landing_page/projects/focus_agent.html new file mode 100644 index 00000000..ffbce834 --- /dev/null +++ b/docs/landing_page/projects/focus_agent.html @@ -0,0 +1,414 @@ + + + + + + + + FocusAgent: Simple Yet Effective Ways of Trimming the Large Context of Web Agents + + + + + + + + + + + + + + + + + + +
+
+
+
+
+

FocusAgent: Simple Yet Effective Ways of Trimming the Large Context of Web Agents

+
+ + Imene Kerboua, + + + Sahar Omidi Shayegan, + + + Megh Thakkar, + + + Xing Han Lù, + + + Léo Boisvert, + + + Massimo Caccia, + + + Jérémy Espinas, + + + Alexandre Aussem, + + + Véronique Eglin, + + + Alexandre Lacoste + +
+ + +
+
+
+
+
+ +
+
+ +
+
+

Abstract

+
+

+ Web agents powered by large language models (LLMs) must process lengthy web page observations to complete + user goals; these pages often exceed tens of thousands of tokens. This saturates context limits and + increases computational cost processing; moreover, processing full pages exposes agents to security risks + such as prompt injection. +

+

+ Existing pruning strategies either discard relevant content or retain irrelevant context, leading to + suboptimal action prediction. We introduce FocusAgent, a simple yet effective approach that leverages + a lightweight LLM retriever to extract the most relevant lines from accessibility tree (AxTree) observations, + guided by task goals. +

+

+ By pruning noisy and irrelevant content, FocusAgent enables efficient reasoning while reducing vulnerability + to injection attacks. Experiments on WorkArena and WebArena benchmarks show that FocusAgent matches the + performance of strong baselines, while reducing observation size by over 50%. Furthermore, a variant of + FocusAgent significantly reduces the success rate of prompt-injection attacks, including banner and pop-up + attacks, while maintaining task success performance in attack-free settings. +

+
+
+
+ +
+
+ +
+
+

Key Innovations

+ +
+
+
+
+

Context Trimming

+

+ Intelligent pruning of web page observations using lightweight LLM retrievers, + reducing context size by over 50% while maintaining performance. +

+
+
+
+ +
+
+
+

Security Enhancement

+

+ Significant reduction in vulnerability to prompt injection attacks, + including banner and pop-up attacks, while preserving task performance. +

+
+
+
+ +
+
+
+

Efficiency Gains

+

+ Reduced computational costs and faster processing by focusing on + relevant content extracted from accessibility tree observations. +

+
+
+
+ +
+
+
+

Goal-Guided Retrieval

+

+ Task-aware content extraction that maintains relevance while + eliminating noise and irrelevant context from web page observations. +

+
+
+
+
+
+
+ +
+
+

Technical Approach

+ +
+
+
+
+

Lightweight LLM Retriever

+
+
+

+ FocusAgent employs a lightweight language model as a retriever to identify and extract + the most relevant lines from accessibility tree observations. This approach ensures + that critical information is preserved while eliminating redundant or irrelevant content. +

+
+
+
    +
  • Task-goal guided selection
  • +
  • Accessibility tree processing
  • +
  • Relevance-based filtering
  • +
  • Computational efficiency
  • +
+
+
+
+
+
+ +
+
+
+

Observation Pruning Strategy

+
+
+

+ Unlike existing approaches that either discard relevant content or retain irrelevant context, + FocusAgent's pruning strategy is designed to maintain optimal action prediction capabilities + while significantly reducing observation size. +

+
+
+
    +
  • Smart content selection
  • +
  • Noise reduction
  • +
  • Context size optimization
  • +
  • Performance preservation
  • +
+
+
+
+
+
+ +
+
+
+

Security-Aware Design

+
+
+

+ By removing potentially malicious content and focusing on task-relevant information, + FocusAgent reduces exposure to prompt injection attacks while maintaining high + performance on legitimate tasks. +

+
+
+
    +
  • Injection attack mitigation
  • +
  • Banner attack protection
  • +
  • Pop-up attack defense
  • +
  • Maintained task success
  • +
+
+
+
+
+
+
+
+
+ +
+
+

Experimental Results

+
+
+
+
+
+

50%+

+

Context Reduction

+

Significant reduction in observation size while maintaining performance

+
+
+
+
+
+
+

2

+

Benchmark Evaluation

+

Validated on WorkArena and WebArena benchmarks

+
+
+
+
+ +
+
+

Performance Metrics

+
    +
  • Efficiency: Over 50% reduction in observation size
  • +
  • Accuracy: Matches performance of strong baselines
  • +
  • Security: Significant reduction in attack success rates
  • +
  • Robustness: Maintained performance in attack-free settings
  • +
+
+
+

Evaluation Benchmarks

+
    +
  • WorkArena: Enterprise-focused web agent tasks
  • +
  • WebArena: Realistic web-based scenarios
  • +
  • Attack Scenarios: Banner and pop-up injection attacks
  • +
  • Baseline Comparison: State-of-the-art web agents
  • +
+
+
+
+
+
+ +
+
+

Impact and Applications

+ +
+
+
+
+

Practical Deployment

+

+ FocusAgent provides a practical solution for deploying web agents in + real-world scenarios where computational efficiency and security are critical. +

+
+
+
+ +
+
+
+

Cost Reduction

+

+ Significant reduction in computational costs through efficient context processing, + making web agents more accessible and scalable. +

+
+
+
+ +
+
+
+

Security Benefits

+

+ Enhanced security against prompt injection attacks, enabling safer + deployment of web agents in enterprise and production environments. +

+
+
+
+ +
+
+
+

General Applicability

+

+ The approach is simple yet effective, making it easily adaptable to + various web agent architectures and deployment scenarios. +

+
+
+
+
+
+
+ +
+
+

BibTeX

+
+
@article{kerboua2025focusagent,
+  title={FocusAgent: Simple Yet Effective Ways of Trimming the Large Context of Web Agents},
+  author={Kerboua, Imene and Shayegan, Sahar Omidi and Thakkar, Megh and L{\\`u}, Xing Han and Boisvert, L{\\'e}o and Caccia, Massimo and Espinas, J{\\'e}r{\\'e}my and Aussem, Alexandre and Gasse, Maxime and Chapados, Nicolas and others},
+  journal={arXiv preprint arXiv:2510.03204},
+  year={2025}
+}
+ +
+
+
+ + + + + \ No newline at end of file diff --git a/docs/landing_page/projects/workarena-plus-plus.html b/docs/landing_page/projects/workarena-plus-plus.html new file mode 100644 index 00000000..d4d00e86 --- /dev/null +++ b/docs/landing_page/projects/workarena-plus-plus.html @@ -0,0 +1,354 @@ + + + + + + + + WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks + + + + + + + + + + + + + + + + + + +
+
+
+
+
+

WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks

+
+ + Léo Boisvert, + + + Megh Thakkar, + + + Maxime Gasse, + + + Massimo Caccia, + + + Thibault Le Sellier De Chezelles, + + + Quentin Cappart, + + + Nicolas Chapados, + + + Alexandre Lacoste + +
+ + +
+
+
+
+
+ +
+
+ +
+
+

Abstract

+
+

+ The ability of large language models (LLMs) to mimic human-like intelligence has led to a surge in + LLM-based autonomous agents. Though recent LLMs seem capable of planning and reasoning given user + instructions, their effectiveness in applying these capabilities for autonomous task solving remains + underexplored. This is especially true in enterprise settings, where automated agents hold the + promise of a high impact. +

+

+ To fill this gap, we propose WorkArena++, a novel benchmark consisting of 682 tasks corresponding + to realistic workflows routinely performed by knowledge workers. WorkArena++ is designed to evaluate + the planning, problem-solving, logical/arithmetic reasoning, retrieval, and contextual understanding + abilities of web agents. Our empirical studies across state-of-the-art LLMs and vision-language models + (VLMs), as well as human workers, reveal several challenges for such models to serve as useful assistants + in the workplace. +

+

+ In addition to the benchmark, we provide a mechanism to effortlessly generate thousands of ground-truth + observation/action traces, which can be used for fine-tuning existing models. Overall, we expect this + work to serve as a useful resource to help the community progress toward capable autonomous agents. +

+
+
+
+ +
+
+ +
+
+

Key Features

+ +
+
+
+
+

Compositional Tasks

+

+ 682 tasks designed to evaluate compositional planning and reasoning abilities, + going beyond simple navigation to complex multi-step workflows. +

+
+
+
+ +
+
+
+

Multi-Modal Evaluation

+

+ Comprehensive evaluation across state-of-the-art LLMs and vision-language models, + with human baseline comparisons for realistic performance assessment. +

+
+
+
+ +
+
+
+

Automated Trace Generation

+

+ Built-in mechanism to generate thousands of ground-truth observation/action traces + for fine-tuning and training autonomous agents. +

+
+
+
+ +
+
+
+

Enterprise Workflows

+

+ Realistic workflows performed by knowledge workers, focusing on + planning, reasoning, retrieval, and contextual understanding capabilities. +

+
+
+
+
+
+
+ +
+
+

Evaluation Capabilities

+ +
+
+
+
+

Planning & Problem-Solving

+
+
+

+ Tasks requiring multi-step planning, decomposition of complex problems, + and strategic thinking to achieve enterprise-level objectives across + ServiceNow platform workflows. +

+
+
+
    +
  • Multi-step workflow planning
  • +
  • Problem decomposition
  • +
  • Strategic decision making
  • +
  • Resource optimization
  • +
+
+
+
+
+
+ +
+
+
+

Logical & Arithmetic Reasoning

+
+
+

+ Evaluation of mathematical reasoning, logical inference, and quantitative + analysis capabilities required for data-driven enterprise decision making + and process optimization. +

+
+
+
    +
  • Mathematical computations
  • +
  • Logical inference chains
  • +
  • Data analysis tasks
  • +
  • Quantitative reasoning
  • +
+
+
+
+
+
+ +
+
+
+

Information Retrieval & Context

+
+
+

+ Assessment of agents' ability to retrieve relevant information from + large knowledge bases, understand contextual relationships, and + apply retrieved knowledge to solve complex tasks. +

+
+
+
    +
  • Knowledge base queries
  • +
  • Contextual understanding
  • +
  • Information synthesis
  • +
  • Cross-reference validation
  • +
+
+
+
+
+
+
+
+
+ +
+
+

Benchmark Statistics

+
+
+
+
+
+

682

+

Total Tasks

+

Comprehensive task coverage across multiple enterprise scenarios

+
+
+
+
+
+
+

5

+

Core Capabilities

+

Planning, Reasoning, Retrieval, Context, Problem-Solving

+
+
+
+
+ +
+
+

Task Categories

+
    +
  • Compositional Planning: Multi-step workflow coordination
  • +
  • Arithmetic Reasoning: Mathematical and quantitative analysis
  • +
  • Logical Reasoning: Complex inference and deduction
  • +
  • Information Retrieval: Knowledge base search and synthesis
  • +
  • Contextual Understanding: Enterprise domain comprehension
  • +
+
+
+

Model Evaluation

+
    +
  • LLMs: State-of-the-art language models
  • +
  • VLMs: Vision-language multimodal models
  • +
  • Human Baselines: Knowledge worker performance
  • +
  • Fine-tuning Data: Thousands of action traces
  • +
+
+
+
+
+
+ +
+
+

BibTeX

+
+
@article{boisvert2024workarena++,
+  title={WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks},
+  author={Boisvert, L{\\'e}o and Thakkar, Megh and Gasse, Maxime and Caccia, Massimo and Le Sellier De Chezelles, Thibault and Cappart, Quentin and Chapados, Nicolas and Lacoste, Alexandre},
+  journal={arXiv preprint arXiv:2407.05291},
+  year={2024}
+}
+ +
+
+
+ + + + + \ No newline at end of file diff --git a/docs/landing_page/projects/workarena.html b/docs/landing_page/projects/workarena.html new file mode 100644 index 00000000..03d5b427 --- /dev/null +++ b/docs/landing_page/projects/workarena.html @@ -0,0 +1,346 @@ + + + + + + + + WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks? + + + + + + + + + + + + + + + + + + +
+
+
+
+
+

WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?

+
+ + Alexandre Drouin, + + + Maxime Gasse, + + + Massimo Caccia, + + + Issam H. Laradji, + + + Manuel Del Verme, + + + Tom Marty, + + + Léo Boisvert, + + + Megh Thakkar, + + + Thibault Le Sellier De Chezelles, + + + Quentin Cappart, + + + Nicolas Chapados, + + + Alexandre Lacoste + +
+ + +
+
+
+
+
+ +
+
+ +
+
+

Abstract

+
+

+ We study the use of large language model-based agents for interacting with software via web browsers. + Unlike prior work, we focus on measuring the agents' ability to perform tasks that span the typical + daily work of knowledge workers utilizing enterprise software systems. To this end, we propose WorkArena, + a remote-hosted benchmark of 33 tasks based on the widely-used ServiceNow platform. +

+

+ We also introduce BrowserGym, an environment for the design and evaluation of such agents, offering a rich + set of actions as well as multimodal observations. Our empirical evaluation reveals that while current agents + show promise on WorkArena, there remains a considerable gap towards achieving full task automation. Notably, + our analysis uncovers a significant performance disparity between open and closed-source LLMs, highlighting + a critical area for future exploration and development in the field. +

+
+
+
+ +
+
+ +
+
+

Benchmark Overview

+ +
+
+
+
+

Task Structure

+
+
+

+ 33 Task Templates
+ Basic navigation and simple operations within ServiceNow interface. + Foundation skills including form filling, record creation, and basic searches. +

+
+
+
    +
  • Max Steps: 30
  • +
  • Seed Diversity: High
  • +
  • Multi-tab: No
  • +
  • Focus: Basic Operations
  • +
+
+
+
+
+
+ +
+
+
+ +
+
+

Enterprise Domains

+
+
+
+
+
+

IT Service Management

+
    +
  • Incident management and resolution
  • +
  • Change request processing
  • +
  • Asset management and tracking
  • +
  • Service catalog operations
  • +
+
+
+
+ +
+
+
+

Human Resources

+
    +
  • Employee onboarding processes
  • +
  • Leave request management
  • +
  • Performance tracking
  • +
  • Organizational structure updates
  • +
+
+
+
+ +
+
+
+

Customer Service

+
    +
  • Case management workflows
  • +
  • Knowledge base maintenance
  • +
  • SLA compliance tracking
  • +
  • Customer communication
  • +
+
+
+
+ +
+
+
+

Administrative Tasks

+
    +
  • User access management
  • +
  • System configuration
  • +
  • Report generation and analysis
  • +
  • Data import/export operations
  • +
+
+
+
+
+
+
+
+ +
+
+

Key Features

+ +
+
+
+
+

High Seed Diversity

+

+ Each task template includes multiple seed variations, ensuring robust + evaluation across different data scenarios and preventing overfitting. +

+
+
+
+ +
+
+
+

Demo Instance Hosting

+

+ Tasks run on a live ServiceNow demo instance, providing authentic + enterprise software interactions without complex setup requirements. +

+
+
+
+ +
+
+
+

Foundational Tasks

+

+ 33 foundational task templates covering essential enterprise operations + including navigation, form filling, record creation, and basic searches. +

+
+
+
+ +
+
+
+

Real Enterprise Context

+

+ Tasks reflect actual enterprise workflows and business processes, + providing realistic evaluation of agent capabilities in workplace settings. +

+
+
+
+
+
+
+ +
+
+

BibTeX

+
+
@article{drouin2024workarena,
+  title={WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?},
+  author={Drouin, Alexandre and Gasse, Maxime and Caccia, Massimo and Laradji, Issam H and Del Verme, Manuel and Marty, Tom and Boisvert, L{\'e}o and Thakkar, Megh and Le Sellier De Chezelles, Thibault and Cappart, Quentin and others},
+  journal={arXiv preprint arXiv:2403.07718},
+  year={2024}
+}
+ +
+
+
+ +
+
+

BibTeX

+
+
@misc{dechezelles2025browsergymecosystemwebagent,
+      title={The BrowserGym Ecosystem for Web Agent Research}, 
+      author={Thibault Le Sellier De Chezelles and Maxime Gasse and Alexandre Drouin and Massimo Caccia and Léo Boisvert and Megh Thakkar and Tom Marty and Rim Assouel and Sahar Omidi Shayegan and Lawrence Keunho Jang and Xing Han Lù and Ori Yoran and Dehan Kong and Frank F. Xu and Siva Reddy and Quentin Cappart and Graham Neubig and Ruslan Salakhutdinov and Nicolas Chapados and Alexandre Lacoste},
+      year={2025},
+      eprint={2412.05467},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/2412.05467}, 
+}
+ +
+
+
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0.2s; +} + +.card:hover { + transform: translateY(-5px); +} + +.center-image { + display: block; + margin: 0 auto; + max-width: 100%; + height: auto; +} + +.blend-img-background { + background: rgba(255, 255, 255, 0.1); + padding: 20px; + border-radius: 10px; +} + +.table { + background-color: white; +} + +.navbar { + background-color: rgba(255, 255, 255, 0.95); + backdrop-filter: blur(10px); +} + +.section { + padding: 3rem 1.5rem; +} + +.footer { + background-color: #f5f5f5; + padding: 3rem 1.5rem 6rem; +} + +/* Responsive adjustments */ +@media screen and (max-width: 768px) { + .publication-title { + font-size: 2rem !important; + } + + .columns.is-multiline .column { + margin-bottom: 1.5rem; + } +} + +/* Button styling */ +.button.is-rounded { + border-radius: 25px; +} + +.button.is-primary { + background-color: #667eea; + border-color: #667eea; +} + +.button.is-link { + background-color: #764ba2; + border-color: #764ba2; +} + +.button.is-dark { + background-color: #363636; + border-color: #363636; +} + +/* Navigation improvements */ +.navbar-dropdown { + border-radius: 8px; + box-shadow: 0 8px 16px rgba(0, 0, 0, 0.15); +} + +/* Code block styling */ +pre { + background-color: #2d3748; + color: #e2e8f0; + border-radius: 8px; + padding: 1rem; + overflow-x: auto; +} + +code { + background-color: #2d3748; + color: #e2e8f0; + padding: 0.2rem 0.4rem; + border-radius: 4px; +} \ No newline at end of file diff --git a/docs/landing_page/static/images/README.md b/docs/landing_page/static/images/README.md new file mode 100644 index 00000000..b7eb187d --- /dev/null +++ b/docs/landing_page/static/images/README.md @@ -0,0 +1,16 @@ +# AgentLab Images + +This directory contains images for the AgentLab landing page. + +## Required Images: +- favicon.ico - Site favicon +- agentlab_overview.png - Main overview diagram +- social_preview.png - Social media preview image (1200x630px) + +## Note: +You'll need to add actual images to this directory. The current HTML references: +- ./static/images/agentlab_overview.png +- ./static/images/social_preview.png +- ./static/images/favicon.ico + +You can create these images or use placeholders for now. \ No newline at end of file diff --git a/docs/landing_page/static/images/favicon.ico b/docs/landing_page/static/images/favicon.ico new file mode 100644 index 00000000..cb51a864 --- /dev/null +++ b/docs/landing_page/static/images/favicon.ico @@ -0,0 +1 @@ +Placeholder favicon diff --git a/docs/landing_page/static/images/social_preview.svg b/docs/landing_page/static/images/social_preview.svg new file mode 100644 index 00000000..07b47703 --- /dev/null +++ b/docs/landing_page/static/images/social_preview.svg @@ -0,0 +1,32 @@ + + + + + + + + + + + + AgentLab + + + Web Agent Research Framework + + + Comprehensive framework for developing and evaluating + web agents across multiple benchmarks + + + ✓ BrowserGym Ecosystem ✓ WebArena & WorkArena ✓ Scalable Experiments + + + ServiceNow Research • Open Source • MIT License + \ No newline at end of file diff --git a/docs/landing_page/static/js/bulma-carousel.min.js b/docs/landing_page/static/js/bulma-carousel.min.js new file mode 100644 index 00000000..83212a74 --- /dev/null +++ b/docs/landing_page/static/js/bulma-carousel.min.js @@ -0,0 +1,40 @@ +// Minimal carousel functionality +class BulmaCarousel { + constructor(element) { + this.element = element; + this.items = element.querySelectorAll('.carousel-item'); + this.currentIndex = 0; + this.init(); + } + + init() { + if (this.items.length > 0) { + this.showItem(0); + } + } + + showItem(index) { + this.items.forEach(item => item.classList.remove('is-active')); + if (this.items[index]) { + this.items[index].classList.add('is-active'); + this.currentIndex = index; + } + } + + next() { + const nextIndex = (this.currentIndex + 1) % this.items.length; + this.showItem(nextIndex); + } + + prev() { + const prevIndex = (this.currentIndex - 1 + this.items.length) % this.items.length; + this.showItem(prevIndex); + } +} + +// Initialize carousels when DOM is loaded +document.addEventListener('DOMContentLoaded', () => { + document.querySelectorAll('.carousel').forEach(carousel => { + new BulmaCarousel(carousel); + }); +}); \ No newline at end of file diff --git a/docs/landing_page/static/js/bulma-slider.min.js b/docs/landing_page/static/js/bulma-slider.min.js new file mode 100644 index 00000000..e4e4578f --- /dev/null +++ b/docs/landing_page/static/js/bulma-slider.min.js @@ -0,0 +1,18 @@ +// Minimal slider functionality +class BulmaSlider { + constructor(element) { + this.element = element; + this.init(); + } + + init() { + // Basic slider functionality can be added here if needed + } +} + +// Initialize sliders when DOM is loaded +document.addEventListener('DOMContentLoaded', () => { + document.querySelectorAll('.slider').forEach(slider => { + new BulmaSlider(slider); + }); +}); \ No newline at end of file diff --git a/docs/landing_page/static/js/fontawesome.all.min.js b/docs/landing_page/static/js/fontawesome.all.min.js new file mode 100644 index 00000000..e444e654 --- /dev/null +++ b/docs/landing_page/static/js/fontawesome.all.min.js @@ -0,0 +1,3 @@ +// FontAwesome placeholder - icons will load from CSS +// This file exists to prevent 404 errors +console.log('FontAwesome icons loaded via CSS'); \ No newline at end of file diff --git a/docs/landing_page/static/js/index.js b/docs/landing_page/static/js/index.js new file mode 100644 index 00000000..9b7e0231 --- /dev/null +++ b/docs/landing_page/static/js/index.js @@ -0,0 +1,56 @@ +// Basic JavaScript for AgentLab Landing Page + +document.addEventListener('DOMContentLoaded', () => { + // Get all "navbar-burger" elements + const $navbarBurgers = Array.prototype.slice.call(document.querySelectorAll('.navbar-burger'), 0); + + // Add a click event on each of them + $navbarBurgers.forEach(el => { + el.addEventListener('click', () => { + // Get the target from the "data-target" attribute + const target = el.dataset.target; + const $target = document.getElementById(target); + + // Toggle the "is-active" class on both the "navbar-burger" and the "navbar-menu" + el.classList.toggle('is-active'); + $target.classList.toggle('is-active'); + }); + }); + + // Smooth scrolling for anchor links + document.querySelectorAll('a[href^="#"]').forEach(anchor => { + anchor.addEventListener('click', function (e) { + e.preventDefault(); + const target = document.querySelector(this.getAttribute('href')); + if (target) { + target.scrollIntoView({ + behavior: 'smooth', + block: 'start' + }); + } + }); + }); + + // Add animation to cards on scroll + const observerOptions = { + threshold: 0.1, + rootMargin: '0px 0px -50px 0px' + }; + + const observer = new IntersectionObserver((entries) => { + entries.forEach(entry => { + if (entry.isIntersecting) { + entry.target.style.opacity = '1'; + entry.target.style.transform = 'translateY(0)'; + } + }); + }, observerOptions); + + // Observe all cards + document.querySelectorAll('.card').forEach(card => { + card.style.opacity = '0'; + card.style.transform = 'translateY(20px)'; + card.style.transition = 'opacity 0.6s ease-out, transform 0.6s ease-out'; + observer.observe(card); + }); +}); \ No newline at end of file From b4a8dc59d150b5557061b1fb9f89574725f6996d Mon Sep 17 00:00:00 2001 From: Imene Kerboua Date: Sun, 5 Oct 2025 22:45:25 -0400 Subject: [PATCH 2/5] change workarena URL and link color --- docs/landing_page/index.html | 4 +- docs/landing_page/projects/workarena.html | 346 ---------------------- 2 files changed, 2 insertions(+), 348 deletions(-) delete mode 100644 docs/landing_page/projects/workarena.html diff --git a/docs/landing_page/index.html b/docs/landing_page/index.html index a3caec59..8171911f 100644 --- a/docs/landing_page/index.html +++ b/docs/landing_page/index.html @@ -76,7 +76,7 @@ BrowserGym Ecosystem - + WorkArena Benchmark @@ -107,7 +107,7 @@

AgentLab Research Hub

diff --git a/docs/landing_page/projects/workarena.html b/docs/landing_page/projects/workarena.html deleted file mode 100644 index 03d5b427..00000000 --- a/docs/landing_page/projects/workarena.html +++ /dev/null @@ -1,346 +0,0 @@ - - - - - - - - WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks? - - - - - - - - - - - - - - - - - - -
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WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?

-
- - Alexandre Drouin, - - - Maxime Gasse, - - - Massimo Caccia, - - - Issam H. Laradji, - - - Manuel Del Verme, - - - Tom Marty, - - - Léo Boisvert, - - - Megh Thakkar, - - - Thibault Le Sellier De Chezelles, - - - Quentin Cappart, - - - Nicolas Chapados, - - - Alexandre Lacoste - -
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Abstract

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- We study the use of large language model-based agents for interacting with software via web browsers. - Unlike prior work, we focus on measuring the agents' ability to perform tasks that span the typical - daily work of knowledge workers utilizing enterprise software systems. To this end, we propose WorkArena, - a remote-hosted benchmark of 33 tasks based on the widely-used ServiceNow platform. -

-

- We also introduce BrowserGym, an environment for the design and evaluation of such agents, offering a rich - set of actions as well as multimodal observations. Our empirical evaluation reveals that while current agents - show promise on WorkArena, there remains a considerable gap towards achieving full task automation. Notably, - our analysis uncovers a significant performance disparity between open and closed-source LLMs, highlighting - a critical area for future exploration and development in the field. -

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Benchmark Overview

- -
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Task Structure

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- 33 Task Templates
- Basic navigation and simple operations within ServiceNow interface. - Foundation skills including form filling, record creation, and basic searches. -

-
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  • Max Steps: 30
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  • Seed Diversity: High
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  • Multi-tab: No
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  • Focus: Basic Operations
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Enterprise Domains

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IT Service Management

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Human Resources

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  • Organizational structure updates
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Customer Service

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Administrative Tasks

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  • System configuration
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  • Report generation and analysis
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Key Features

- -
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High Seed Diversity

-

- Each task template includes multiple seed variations, ensuring robust - evaluation across different data scenarios and preventing overfitting. -

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Demo Instance Hosting

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- Tasks run on a live ServiceNow demo instance, providing authentic - enterprise software interactions without complex setup requirements. -

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Foundational Tasks

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- 33 foundational task templates covering essential enterprise operations - including navigation, form filling, record creation, and basic searches. -

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Real Enterprise Context

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- Tasks reflect actual enterprise workflows and business processes, - providing realistic evaluation of agent capabilities in workplace settings. -

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BibTeX

-
-
@article{drouin2024workarena,
-  title={WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?},
-  author={Drouin, Alexandre and Gasse, Maxime and Caccia, Massimo and Laradji, Issam H and Del Verme, Manuel and Marty, Tom and Boisvert, L{\'e}o and Thakkar, Megh and Le Sellier De Chezelles, Thibault and Cappart, Quentin and others},
-  journal={arXiv preprint arXiv:2403.07718},
-  year={2024}
-}
- -
-
-
- -
-
-

BibTeX

-
-
@misc{dechezelles2025browsergymecosystemwebagent,
-      title={The BrowserGym Ecosystem for Web Agent Research}, 
-      author={Thibault Le Sellier De Chezelles and Maxime Gasse and Alexandre Drouin and Massimo Caccia and Léo Boisvert and Megh Thakkar and Tom Marty and Rim Assouel and Sahar Omidi Shayegan and Lawrence Keunho Jang and Xing Han Lù and Ori Yoran and Dehan Kong and Frank F. Xu and Siva Reddy and Quentin Cappart and Graham Neubig and Ruslan Salakhutdinov and Nicolas Chapados and Alexandre Lacoste},
-      year={2025},
-      eprint={2412.05467},
-      archivePrefix={arXiv},
-      primaryClass={cs.LG},
-      url={https://arxiv.org/abs/2412.05467}, 
-}
- -
-
-
- - - - - \ No newline at end of file From 83cbf2c4e57c0c32c144fe16406fc27bb5045d32 Mon Sep 17 00:00:00 2001 From: Imene Kerboua Date: Mon, 6 Oct 2025 09:51:49 -0400 Subject: [PATCH 3/5] change colors to meet servicenow chart --- docs/landing_page/index.html | 9 + docs/landing_page/static/css/index.css | 190 ++++++++++++++++-- .../images/ServiceNow_logo_CMYK_BL_Green.png | Bin 0 -> 13764 bytes 3 files changed, 181 insertions(+), 18 deletions(-) create mode 100644 docs/landing_page/static/images/ServiceNow_logo_CMYK_BL_Green.png diff --git a/docs/landing_page/index.html b/docs/landing_page/index.html index 8171911f..b66d8959 100644 --- a/docs/landing_page/index.html +++ b/docs/landing_page/index.html @@ -98,6 +98,7 @@
+

AgentLab Research Hub

@@ -105,6 +106,14 @@

AgentLab Research Hub

+ + +
ServiceNow Research diff --git a/docs/landing_page/static/css/index.css b/docs/landing_page/static/css/index.css index d1080983..fa3a3ebc 100644 --- a/docs/landing_page/static/css/index.css +++ b/docs/landing_page/static/css/index.css @@ -1,7 +1,7 @@ -/* Custom CSS for AgentLab Landing Page */ +/* Custom CSS for AgentLab Landing Page - ServiceNow Theme */ .hero { - background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); + background: linear-gradient(135deg, #0F2027 0%, #203A43 50%, #2C5364 100%); color: white; } @@ -31,11 +31,14 @@ .card { height: 100%; - transition: transform 0.2s; + transition: transform 0.2s, box-shadow 0.2s; + border: 1px solid #E5E7EB; } .card:hover { transform: translateY(-5px); + box-shadow: 0 10px 25px rgba(15, 32, 39, 0.15); + border-color: #63DF4E; } .center-image { @@ -56,16 +59,48 @@ } .navbar { - background-color: rgba(255, 255, 255, 0.95); + background-color: rgba(15, 32, 39, 0.95); backdrop-filter: blur(10px); } +.navbar-item { + color: white; +} + +.navbar-item:hover { + background-color: rgba(99, 223, 78, 0.1); + color: #63DF4E; +} + +.navbar-link { + color: white; +} + +.navbar-link:hover { + background-color: rgba(99, 223, 78, 0.1); + color: #63DF4E; +} + +.navbar-dropdown { + background-color: #203A43; +} + +.navbar-dropdown .navbar-item { + color: white; +} + +.navbar-dropdown .navbar-item:hover { + background-color: rgba(99, 223, 78, 0.1); + color: #63DF4E; +} + .section { padding: 3rem 1.5rem; } .footer { - background-color: #f5f5f5; + background-color: #0F2027; + color: white; padding: 3rem 1.5rem 6rem; } @@ -80,44 +115,163 @@ } } -/* Button styling */ +/* Button styling - ServiceNow Theme */ .button.is-rounded { border-radius: 25px; } .button.is-primary { - background-color: #667eea; - border-color: #667eea; + background-color: #63DF4E; + border-color: #63DF4E; + color: #0F2027; + font-weight: 600; +} + +.button.is-primary:hover { + background-color: #4FBF3A; + border-color: #4FBF3A; } .button.is-link { - background-color: #764ba2; - border-color: #764ba2; + background-color: #203A43; + border-color: #203A43; + color: white; +} + +.button.is-link:hover { + background-color: #2C5364; + border-color: #2C5364; } .button.is-dark { - background-color: #363636; - border-color: #363636; + background-color: #0F2027; + border-color: #0F2027; + color: white; +} + +.button.is-dark:hover { + background-color: #203A43; + border-color: #203A43; } -/* Navigation improvements */ +/* Navigation improvements - ServiceNow Theme */ .navbar-dropdown { border-radius: 8px; - box-shadow: 0 8px 16px rgba(0, 0, 0, 0.15); + box-shadow: 0 8px 16px rgba(15, 32, 39, 0.25); + border: 1px solid #2C5364; } -/* Code block styling */ +/* Code block styling - ServiceNow Theme */ pre { - background-color: #2d3748; + background-color: #0F2027; color: #e2e8f0; border-radius: 8px; padding: 1rem; overflow-x: auto; + border: 1px solid #203A43; } code { - background-color: #2d3748; - color: #e2e8f0; + background-color: #0F2027; + color: #63DF4E; padding: 0.2rem 0.4rem; border-radius: 4px; +} + +/* Additional ServiceNow Theme Elements */ +.title { + color: #0F2027; +} + +.subtitle { + color: #203A43; +} + +.content h1, .content h2, .content h3, .content h4, .content h5, .content h6 { + color: #0F2027; +} + +.table { + background-color: white; + border: 1px solid #E5E7EB; +} + +.table th { + background-color: #0F2027; + color: white; +} + +.table td { + border-color: #E5E7EB; +} + +.table tr:hover { + background-color: rgba(99, 223, 78, 0.05); +} + +/* Accent colors */ +.has-text-primary { + color: #63DF4E !important; +} + +.has-background-primary { + background-color: #63DF4E !important; +} + +/* Link styling */ +a { + color: #203A43; +} + +a:hover { + color: #63DF4E; +} + +/* Footer improvements */ +.footer a { + color: #63DF4E; +} + +.footer a:hover { + color: white; +} + +/* Section dividers */ +.section:nth-child(even) { + background-color: rgba(99, 223, 78, 0.02); +} + +/* ServiceNow Logo Styling */ 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z4?gDW4DPgYv9W>KV?1D+-AM3&h;r#9*+}a}QNW4s``-XAv8aNBk`cJ%d5M2qBI0;g z_RRpGDdF`*V(egxXYb9-+9hH#bC#+)zlbC@vOHUxgfw)*#>w?m9DT2MJ>0rYVV=HR zl#+T%o-FKX~i;ks!F|Y;IGoYDDN(U;l$q+n05y4T*Gxi z7B25lq`#EU-A`^&g(jkR-*lEsqTO69N%_@OzuYr4yz8Br!kzcSUKUGcioDCO(#1~j zx^)V79?l!5q2Uy58y7zja(+(fQ3p$21i+g8x-N9U(}n&m3r1E_N#d)Raq#~E5m*Q6 literal 0 HcmV?d00001 From 2b8cb489cca6ce55d150d8ff99f36f5139a3dd38 Mon Sep 17 00:00:00 2001 From: Aman Jaiswal Date: Tue, 7 Oct 2025 12:37:26 -0400 Subject: [PATCH 4/5] fix color for table heading with dark bg --- docs/landing_page/static/css/index.css | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/landing_page/static/css/index.css b/docs/landing_page/static/css/index.css index fa3a3ebc..f1148c29 100644 --- a/docs/landing_page/static/css/index.css +++ b/docs/landing_page/static/css/index.css @@ -198,7 +198,7 @@ code { .table th { background-color: #0F2027; - color: white; + color: #e2e8f0 !important; } .table td { From 84ac0b1c4542e923f4a07703405f948a69d36ddf Mon Sep 17 00:00:00 2001 From: Aman Jaiswal Date: Tue, 7 Oct 2025 12:37:37 -0400 Subject: [PATCH 5/5] Fix link for Workarena --- docs/landing_page/index.html | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/landing_page/index.html b/docs/landing_page/index.html index b66d8959..4551b709 100644 --- a/docs/landing_page/index.html +++ b/docs/landing_page/index.html @@ -245,7 +245,7 @@

WorkArena Benchmark

Multiple difficulty levels (L1, L2, L3) with high seed diversity.