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Merged
Dwij1704 merged 6 commits into from
Apr 24, 2025
Merged

Refactor CrewAI instrumentation to enhance span attribute management #926

Dwij1704 merged 6 commits into from
Apr 24, 2025

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@Dwij1704
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@Dwij1704 Dwij1704 commented Apr 16, 2025

📥 Pull Request

📘 Description
I've organized the data into clear categories (crew, agent, task, etc.) instead of having everything mixed together. This makes it much easier to find specific information.
The data is now structured in a way that's much easier for frontend applications to work with. No more parsing complex JSON strings - everything is neatly organized and accessible.

Here is a spanAttribute for reference:

"span_attributes": {
    "crewai": {
      "agent": {
        "allow_delegation": "false",
        "backstory": "A meticulous editor with an eye for detail, ensuring every piece of content is clear, engaging, and grammatically perfect.",
        "cache": "true",
        "goal": "Review the job posting for clarity, engagement, grammatical accuracy, and alignment with company values and refine it to ensure perfection.",
        "id": "aafa5f54-c9c6-4298-a48e-82a3d799c279",
        "llm": "gpt-4o-mini",
        "max_iter": "25",
        "role": "Review and Editing Specialist",
        "verbose": "true"
      },
      "crew": {
        "after_kickoff_callbacks": "[]",
        "before_kickoff_callbacks": "[]",
        "cache": "True",
        "execution_logs": "[]",
        "id": "e11ff5c2-d6f7-4dbd-bd63-abdd21558c2d",
        "memory": "False",
        "planning": "False",
        "process": "Process.sequential",
        "result": "```markdown\n**Job Title: Senior Python Developer**  \n\n**Location: Remote**  \n\n**Company: [Your Company Name]**  \n\n### Introduction  \nJoin [Your Company Name], a rapidly growing tech startup dedicated to redefining healthcare through innovative AI-driven solutions. Our mission is to empower medical professionals with cutting-edge tools that enhance decision-making and ultimately improve patient outcomes. If you thrive in a collaborative, diverse environment where your ideas can shape the future of healthcare, we want to hear from you!\n\n### Role Description  \nWe are on the lookout for a highly skilled **Senior Python Developer** with significant experience in machine learning and healthcare data processing to join our dynamic team. In this pivotal role, you will contribute to building our core AI engine, developing algorithms that drive revolutionary healthcare solutions. Your work will have a direct impact on the quality of care provided to patients and the efficiency of healthcare professionals.\n\n### Key Responsibilities  \n- Design, develop, and deploy robust Python applications and algorithms tailored to process and analyze healthcare data.\n- Collaborate effectively with cross-functional teams to integrate machine learning models into our existing systems.\n- Continuously enhance algorithms to maximize performance, accuracy, and scalability.\n- Contribute to the architecture and design of our AI engine and overall healthcare solutions.\n- Conduct code reviews and mentor junior developers, fostering a culture of learning and innovation.\n- Stay informed about industry trends, emerging technologies, and best practices to ensure our solutions lead the market.\n\n### Required Skills and Qualifications  \n- Bachelor’s degree in Computer Science, Engineering, or a related field.\n- 5+ years of experience as a Python Developer, with substantial expertise in machine learning and data processing, ideally within the healthcare sector.\n- Proficient in machine learning frameworks (e.g., TensorFlow, PyTorch) and data manipulation libraries (e.g., pandas, NumPy).\n- Strong understanding of RESTful APIs and microservices architecture.\n- Familiarity with cloud platforms (e.g., AWS, Azure, Google Cloud) is a plus.\n- Excellent problem-solving skills with an aptitude for collaborative teamwork.\n- A commitment to integrity, empowerment, and a passion for continuous learning.\n\n### Unique Company Benefits  \nAt [Your Company Name], we prioritize the well-being of our employees and offer a range of benefits to support a fulfilling work-life balance:\n- Competitive salary\n- Remote work options\n- Health insurance\n- 401(k) matching\n- Professional development budget to keep your skills sharp and up-to-date\n- A collaborative team environment that values innovation, diversity, and equity\n\n### Join Us!  \nBe a pivotal part of our mission to revolutionize healthcare through AI-driven solutions. If you're an innovator passionate about making a real difference in the healthcare sector, we encourage you to apply. Together, we can empower medical professionals and improve patient care.\n\n### Application Process  \nPlease send your resume and a cover letter detailing your relevant experience to [contact email]. We look forward to your application!\n```",
        "security_config": "version='1.0.0' fingerprint=Fingerprint(uuid_str='e4b5a605-994d-4f2d-ae5c-4463346263d7', created_at=datetime.datetime(2025, 4, 17, 3, 5, 24, 13513), metadata={})",
        "share_crew": "False",
        "tasks_output": "[TaskOutput(description='\\nAnalyze the provided company website and the hiring manager\\'s company\\'s domain healthcare-tech.com, description: \"A rapidly growing tech startup focused on AI-driven solutions for healthcare. We\\'re building innovative tools that help medical professionals make better decisions.\". Focus on understanding the company\\'s culture, values, and mission. Identify unique selling points and specific projects or achievements highlighted on the site.\\nCompile a report summarizing these insights, specifically how they can be leveraged in a job posting to attract the right candidates.', name=None, expected_output=\"\\nA comprehensive report detailing the company's culture, values, and mission, along with specific selling points relevant to the job role. Suggestions on incorporating these insights into the job posting should be included.\", summary=\"\\nAnalyze the provided company website and the hiring manager's company's...\", raw='### Company Culture, Values, and Mission Report: Healthcare Tech Startup\\n\\n#### Company Culture:\\n- **Innovative Environment:** The company fosters a culture of innovation, key in tech startups, encouraging team members to explore creative solutions to complex healthcare challenges.\\n- **Collaboration:** Emphasis on teamwork is crucial, reflecting the startup\\'s focus on creating AI-driven solutions tailored for medical professionals.\\n- **Commitment to Diversity and Equity:** There is a narrative surrounding equitable access to healthcare solutions, highlighting the need for diverse perspectives to enhance the usability and effectiveness of their tools.\\n\\n#### Values:\\n- **Integrity:** The startup likely values ethical practices, especially in the application of AI in healthcare, aiming to promote trust among healthcare professionals and patients.\\n- **Empowerment:** By providing innovative tools that support medical professionals in making better decisions, the company embodies the value of empowerment, allowing users to optimize their decision-making processes.\\n- **Continuous Learning:** The fast-paced nature of tech and healthcare sectors necessitates a commitment to continuous improvement and learning.\\n\\n#### Mission:\\n- **Enhancing Health Outcomes:** The primary mission revolves around developing AI-driven solutions that enhance the decision-making capabilities of healthcare providers and improve patient outcomes.\\n- **Accessibility:** The focus is placed on making healthcare solutions accessible to diverse populations, addressing disparities in technology adoption throughout various communities.\\n\\n#### Unique Selling Points:\\n- **AI-Driven Solutions:** The core offering of the company includes innovative technologies that integrate machine learning and AI to aid in more informed clinical decision-making.\\n- **Focus on Healthcare Professionals:** The tools specifically target medical professionals, indicating a user-centric approach, which can be appealing in job postings to attract talent who seek to make a significant impact in the healthcare sector.\\n\\n#### Specific Projects or Achievements:\\n- **Diversity Initiatives:** The company could highlight initiatives aimed at developing solutions that are mindful of diverse patient needs and healthcare environments.\\n- **Recognition in Tech Innovations:** Achievement in awards highlighting groundbreaking work in healthcare technologies can be leveraged to attract candidates who wish to work with industry leaders.\\n\\n### Suggestions for Job Posting:\\n1. **Highlight the Culture:**\\n   - \"Join us in a collaborative and diverse environment committed to redefining healthcare through innovative solutions.\"\\n\\n2. **Emphasize Values:**\\n   - \"We value integrity and empowerment, seeking team members who are passionate about using technology for good and enhancing health outcomes.\"\\n\\n3. **Mission Statement Inclusion:**\\n   - \"Be a part of our mission to enhance healthcare decision-making with AI-driven tools that empower medical professionals and improve patient care.\"\\n\\n4. **Unique Selling Points:**\\n   - \"Bring your expertise to a rapidly growing tech startup where your contributions will directly shape the future of healthcare.\"\\n\\n5. **Call to Innovate:**\\n   - \"We are looking for innovators who thrive on challenges and wish to apply their skills in a meaningful way that impacts lives.\"\\n\\nBy incorporating these elements into the job posting, the company will likely attract candidates who align with its vision and values, fostering a strong organizational culture capable of driving impactful innovations.', pydantic=None, json_dict=None, agent='Research Analyst', output_format=<OutputFormat.RAW: 'raw'>), TaskOutput(description='\\nConduct an in-depth analysis of the industry related to the company\\'s domain: \"healthcare-tech.com\". Investigate current trends, challenges, and opportunities within the industry, utilizing market reports, recent developments, and expert opinions. Assess how these factors could impact the role being hired for and the overall attractiveness of the position to potential candidates.\\nConsider how the company\\'s position within this industry and its response to these trends could be leveraged to attract top talent. Include in your report how the role contributes to addressing industry challenges or seizing opportunities.', name=None, expected_output=\"\\nA detailed analysis report that identifies major industry trends, challenges, and opportunities relevant to the company's domain and the specific job role. This report should provide strategic insights on positioning the job role and the company as an attractive choice for potential candidates.\", summary='\\nConduct an in-depth analysis of the industry related to the...', raw='The detailed analysis report identifies major industry trends, challenges, and opportunities relevant to the healthcare technology domain, providing strategic insights on positioning the job role and the company as attractive choices for potential candidates.', pydantic=None, json_dict=None, agent='Research Analyst', output_format=<OutputFormat.RAW: 'raw'>), TaskOutput(description='\\nBased on the hiring manager\\'s needs: \"We need a Senior Python Developer with experience in machine learning and healthcare data processing. The ideal candidate will help build our core AI engine.\", identify the key skills, experiences, and qualities the ideal candidate should possess for the role. Consider the company\\'s current projects, its competitive landscape, and industry trends. Prepare a list of recommended job requirements and qualifications that align with the company\\'s needs and values.', name=None, expected_output=\"\\nA list of recommended skills, experiences, and qualities for the ideal candidate, aligned with the company's culture, ongoing projects, and the specific role's requirements.\", summary='\\nBased on the hiring manager\\'s needs: \"We need a Senior...', raw='A comprehensive outline of skills, experiences, and qualities for the Senior Python Developer role is as follows: Technical Skills, Healthcare Domain Knowledge, Soft Skills, Values Alignment, and Continuous Learning and Improvement', pydantic=None, json_dict=None, agent='Research Analyst', output_format=<OutputFormat.RAW: 'raw'>), TaskOutput(description='\\nDraft a job posting for the role described by the hiring manager: \"We need a Senior Python Developer with experience in machine learning and healthcare data processing. The ideal candidate will help build our core AI engine.\". Use the insights on \"A rapidly growing tech startup focused on AI-driven solutions for healthcare. We\\'re building innovative tools that help medical professionals make better decisions.\" to start with a compelling introduction, followed by a detailed role description, responsibilities, and required skills and qualifications. Ensure the tone aligns with the company\\'s culture and incorporate any unique benefits or opportunities offered by the company.\\nSpecfic benefits: \"Competitive salary, remote work options, health insurance, 401(k) matching, professional development budget, and a collaborative team environment.\" ', name=None, expected_output=\"\\nA detailed, engaging job posting that includes an introduction, role description, responsibilities, requirements, and unique company benefits. The tone should resonate with the company's culture and values, aimed at attracting the right candidates.\", summary='\\nDraft a job posting for the role described by the...', raw=\"**Job Title: Senior Python Developer**  \\n\\n**Location: Remote**  \\n\\n**Company: [Your Company Name]**  \\n\\n**Introduction**  \\nJoin [Your Company Name], a rapidly growing tech startup focused on AI-driven solutions for healthcare. We're on a mission to create innovative tools that empower medical professionals to make more informed decisions, ultimately enhancing patient outcomes. If you thrive in a collaborative and diverse environment where innovation is encouraged, we want to hear from you!\\n\\n**Role Description**  \\nWe are seeking a highly skilled **Senior Python Developer** with expertise in machine learning and healthcare data processing to join our dynamic team. In this role, you will play a critical part in building our core AI engine, developing algorithms that drive our innovative healthcare solutions. Your contributions will directly impact the quality of care provided to patients and the effectiveness of healthcare professionals.\\n\\n**Key Responsibilities**  \\n- Design, develop, and deploy Python-based applications and algorithms that process and analyze healthcare data.\\n- Collaborate with cross-functional teams to integrate machine learning models into our existing systems.\\n- Continuously optimize algorithms to improve performance, accuracy, and scalability.\\n- Contribute to the architecture and design of our AI engine and healthcare solutions.\\n- Conduct code reviews and mentor junior developers, fostering a culture of learning and innovation.\\n- Stay updated on industry trends, emerging technologies, and best practices to ensure our solutions remain cutting-edge.\\n\\n**Required Skills and Qualifications**  \\n- Bachelor’s degree in Computer Science, Engineering, or a related field.\\n- 5+ years of experience as a Python Developer, with substantial experience in machine learning and data processing, preferably in the healthcare domain.\\n- Proficient in machine learning frameworks (e.g., TensorFlow, PyTorch) and data manipulation libraries (e.g., pandas, NumPy).\\n- Strong understanding of RESTful APIs and microservices architecture.\\n- Familiarity with cloud platforms (e.g., AWS, Azure, Google Cloud) is a plus.\\n- Excellent problem-solving skills and an aptitude for collaborative teamwork.\\n- A commitment to integrity, empowerment, and continuous learning.\\n\\n**Unique Company Benefits**  \\nAt [Your Company Name], we prioritize the well-being of our employees and offer a range of benefits to support a fulfilling work-life balance:  \\n- Competitive salary  \\n- Remote work options  \\n- Health insurance  \\n- 401(k) matching  \\n- Professional development budget to keep your skills sharp and up-to-date  \\n- A collaborative team environment that values innovation and diversity  \\n\\n**Join Us!**  \\nBe a part of our mission to redefine healthcare through AI-driven solutions. If you’re an innovator who is passionate about making a real difference in the healthcare sector, we encourage you to apply. Together, we can empower medical professionals and improve patient care.  \\n\\n**Application Process:**  \\nPlease send your resume and a cover letter detailing your relevant experience to [contact email]. We look forward to your application!\", pydantic=None, json_dict=None, agent='Job Description Writer', output_format=<OutputFormat.RAW: 'raw'>), TaskOutput(description='\\nReview the draft job posting for the role: \"We need a Senior Python Developer with experience in machine learning and healthcare data processing. The ideal candidate will help build our core AI engine.\". Check for clarity, engagement, grammatical accuracy, and alignment with the company\\'s culture and values. Edit and refine the content, ensuring it speaks directly to the desired candidates and accurately reflects the role\\'s unique benefits and opportunities. Provide feedback for any necessary revisions.', name=None, expected_output=\"\\nA polished, error-free job posting that is clear, engaging, and perfectly aligned with the company's culture and values. Feedback on potential improvements and final approval for publishing. Formated in markdown.\", summary='\\nReview the draft job posting for the role: \"We need...', raw=\"```markdown\\n**Job Title: Senior Python Developer**  \\n\\n**Location: Remote**  \\n\\n**Company: [Your Company Name]**  \\n\\n### Introduction  \\nJoin [Your Company Name], a rapidly growing tech startup dedicated to redefining healthcare through innovative AI-driven solutions. Our mission is to empower medical professionals with cutting-edge tools that enhance decision-making and ultimately improve patient outcomes. If you thrive in a collaborative, diverse environment where your ideas can shape the future of healthcare, we want to hear from you!\\n\\n### Role Description  \\nWe are on the lookout for a highly skilled **Senior Python Developer** with significant experience in machine learning and healthcare data processing to join our dynamic team. In this pivotal role, you will contribute to building our core AI engine, developing algorithms that drive revolutionary healthcare solutions. Your work will have a direct impact on the quality of care provided to patients and the efficiency of healthcare professionals.\\n\\n### Key Responsibilities  \\n- Design, develop, and deploy robust Python applications and algorithms tailored to process and analyze healthcare data.\\n- Collaborate effectively with cross-functional teams to integrate machine learning models into our existing systems.\\n- Continuously enhance algorithms to maximize performance, accuracy, and scalability.\\n- Contribute to the architecture and design of our AI engine and overall healthcare solutions.\\n- Conduct code reviews and mentor junior developers, fostering a culture of learning and innovation.\\n- Stay informed about industry trends, emerging technologies, and best practices to ensure our solutions lead the market.\\n\\n### Required Skills and Qualifications  \\n- Bachelor’s degree in Computer Science, Engineering, or a related field.\\n- 5+ years of experience as a Python Developer, with substantial expertise in machine learning and data processing, ideally within the healthcare sector.\\n- Proficient in machine learning frameworks (e.g., TensorFlow, PyTorch) and data manipulation libraries (e.g., pandas, NumPy).\\n- Strong understanding of RESTful APIs and microservices architecture.\\n- Familiarity with cloud platforms (e.g., AWS, Azure, Google Cloud) is a plus.\\n- Excellent problem-solving skills with an aptitude for collaborative teamwork.\\n- A commitment to integrity, empowerment, and a passion for continuous learning.\\n\\n### Unique Company Benefits  \\nAt [Your Company Name], we prioritize the well-being of our employees and offer a range of benefits to support a fulfilling work-life balance:\\n- Competitive salary\\n- Remote work options\\n- Health insurance\\n- 401(k) matching\\n- Professional development budget to keep your skills sharp and up-to-date\\n- A collaborative team environment that values innovation, diversity, and equity\\n\\n### Join Us!  \\nBe a pivotal part of our mission to revolutionize healthcare through AI-driven solutions. If you're an innovator passionate about making a real difference in the healthcare sector, we encourage you to apply. Together, we can empower medical professionals and improve patient care.\\n\\n### Application Process  \\nPlease send your resume and a cover letter detailing your relevant experience to [contact email]. We look forward to your application!\\n```\", pydantic=None, json_dict=None, agent='Review and Editing Specialist', output_format=<OutputFormat.RAW: 'raw'>)]",
        "token_usage": "total_tokens=30156 prompt_tokens=26101 cached_prompt_tokens=8576 completion_tokens=4055 successful_requests=12",
        "verbose": "False"
      },
      "task": {
        "agent": "Review and Editing Specialist",
        "async_execution": "False",
        "description": "\nReview the draft job posting for the role: \"We need a Senior Python Developer with experience in machine learning and healthcare data processing. The ideal candidate will help build our core AI engine.\". Check for clarity, engagement, grammatical accuracy, and alignment with the company's culture and values. Edit and refine the content, ensuring it speaks directly to the desired candidates and accurately reflects the role's unique benefits and opportunities. Provide feedback for any necessary revisions.",
        "expected_output": "\nA polished, error-free job posting that is clear, engaging, and perfectly aligned with the company's culture and values. Feedback on potential improvements and final approval for publishing. Formated in markdown.",
        "human_input": "False",
        "output_file": "job_posting.md",
        "tools": "[WebsiteSearchTool(name='Search in a specific website', description=\"Tool Name: Search in a specific website\\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search a specific website', 'type': 'str'}, 'website': {'description': 'Mandatory valid website URL you want to search on', 'type': 'str'}}\\nTool Description: A tool that can be used to semantic search a query from a specific URL content.\", args_schema=<class 'crewai_tools.tools.website_search.website_search_tool.WebsiteSearchToolSchema'>, description_updated=False, cache_function=<function BaseTool.<lambda> at 0x108329e40>, result_as_answer=False, summarize=False, adapter=EmbedchainAdapter(embedchain_app=<embedchain.app.App object at 0x13e413230>, summarize=False), config=None), SerperDevTool(name='Search the internet with Serper', description=\"Tool Name: Search the internet with Serper\\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search the internet', 'type': 'str'}}\\nTool Description: A tool that can be used to search the internet with a search_query. Supports different search types: 'search' (default), 'news'\", args_schema=<class 'crewai_tools.tools.serper_dev_tool.serper_dev_tool.SerperDevToolSchema'>, description_updated=False, cache_function=<function BaseTool.<lambda> at 0x108329e40>, result_as_answer=False, base_url='https://google.serper.dev', n_results=10, save_file=False, search_type='search', country='', location='', locale=''), FileReadTool(name=\"Read a file's content\", description=\"Tool Name: Read a file's content\\nTool Arguments: {'file_path': {'description': 'Mandatory file full path to read the file', 'type': 'str'}}\\nTool Description: A tool that reads file content. The default file is job_description_example.md, but you can provide a different 'file_path' parameter to read another file.\", args_schema=<class 'crewai_tools.tools.file_read_tool.file_read_tool.FileReadToolSchema'>, description_updated=False, cache_function=<function BaseTool.<lambda> at 0x108329e40>, result_as_answer=False, file_path='job_description_example.md')]"
      }
    },
    "deployment": {
      "environment": "default_environment"
    },
    "gen_ai": {
      "system": "crewai"
    },
    "service": {
      "name": "default_application"
    },
    "telemetry": {
      "sdk": {
        "name": "agentops"
      }
    }
  },

@areibman Please review this and LMK if any changes are required
I tried serializing but it resulted in RecursionError in JSON Serialization: I was encountering a "maximum recursion depth exceeded" error when the CrewAI instrumentation tried to serialize complex objects with circular references or deeply nested structures.

Fields like tools should be treated as text data rather than parsed JSON
OR
For fields containing Python objects, use regex to extract useful information (I might be incorrect with the regex):

  const toolNames = toolsString.match(/(\w+Tool)\(/g).map(t => t.replace('(', ''));

@Dwij1704 Dwij1704 requested review from areibman and bboynton97 April 16, 2025 22:04
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codecov bot commented Apr 19, 2025 •
edited
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Codecov Report

Attention: Patch coverage is 0.18051% with 553 lines in your changes missing coverage. Please review.

Files with missing lines Patch % Lines
agentops/instrumentation/crewai/instrumentation.py 0.00% 324 Missing ⚠️
...s/instrumentation/crewai/crewai_span_attributes.py 0.00% 226 Missing ⚠️
agentops/instrumentation/crewai/__init__.py 0.00% 3 Missing ⚠️

📢 Thoughts on this report? Let us know!

@Dwij1704
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Dwij1704 commented Apr 21, 2025

Updated Span:

{
  "span_id": "f90c595bfe600e73",
  "parent_span_id": "9b789393bf8da109",
  "span_name": "crewai.workflow",
  "span_kind": "Internal",
  "service_name": "agentops",
  "start_time": "2025-04-19T00:22:09.243509",
  "end_time": "2025-04-19T00:23:21.784267",
  "duration": 72784267000,
  "status_code": "Ok",
  "status_message": "",
  "attributes": {},
  "resource_attributes": {
    "ProjectId": "6952a1d4-8a47-4c8b-98c5-1d03813ae5ad",
    "agentops.project.id": "6952a1d4-8a47-4c8b-98c5-1d03813ae5ad",
    "cpu.count": "14",
    "cpu.percent": "9.3",
    "host.machine": "arm64",
    "host.name": "dbee1cee6083",
    "host.node": "192.168.1.14",
    "host.os_release": "24.1.0",
    "host.processor": "arm",
    "host.system": "Darwin",
    "host.version": "Darwin Kernel Version 24.1.0: Thu Oct 10 21:06:57 PDT 2024; root:xnu-11215.41.3~3/RELEASE_ARM64_T6041",
    "imported_libraries": "[\"agentops\",\"logging\"]",
    "memory.available": "11721441280",
    "memory.percent": "54.5",
    "memory.total": "25769803776",
    "memory.used": "13332480000",
    "os.type": "linux",
    "service.name": "agentops"
  },
  "event_timestamps": [],
  "event_names": [],
  "event_attributes": [],
  "link_trace_ids": [],
  "link_span_ids": [],
  "link_trace_states": [],
  "link_attributes": [],
  "span_attributes": {
    "crewai": {
      "agents": [
        {
          "0": {
            "allow_delegation": "False",
            "llm": "gpt-4o-mini",
            "max_iter": "25",
            "tools": [
              {
                "0": {
                  "description": "Tool Name: Search in a specific website\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search a specific website', 'type': 'str'}, 'website': {'description': 'Mandatory valid website URL you want to search on', 'type': 'str'}}\nTool Description: A tool that can be used to semantic search a query from a specific URL content.",
                  "name": "Search in a specific website"
                }
              },
              {
                "1": {
                  "description": "Tool Name: Search the internet with Serper\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search the internet', 'type': 'str'}}\nTool Description: A tool that can be used to search the internet with a search_query. Supports different search types: 'search' (default), 'news'",
                  "name": "Search the internet with Serper"
                }
              }
            ],
            "verbose": "True"
          }
        },
        {
          "1": {
            "allow_delegation": "False",
            "backstory": "Skilled in crafting compelling job descriptions that resonate with the company's values and attract the right candidates.",
            "cache": "True",
            "goal": "Use insights from the Research Analyst to create a detailed, engaging, and enticing job posting.",
            "id": "a445de03-d29e-44fa-90d2-22c99e9bb37a",
            "llm": "gpt-4o-mini",
            "max_iter": "25",
            "role": "Job Description Writer",
            "tools": [
              {
                "0": {
                  "description": "Tool Name: Search in a specific website\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search a specific website', 'type': 'str'}, 'website': {'description': 'Mandatory valid website URL you want to search on', 'type': 'str'}}\nTool Description: A tool that can be used to semantic search a query from a specific URL content.",
                  "name": "Search in a specific website"
                }
              },
              {
                "1": {
                  "description": "Tool Name: Search the internet with Serper\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search the internet', 'type': 'str'}}\nTool Description: A tool that can be used to search the internet with a search_query. Supports different search types: 'search' (default), 'news'",
                  "name": "Search the internet with Serper"
                }
              },
              {
                "2": {
                  "description": "Tool Name: Read a file's content\nTool Arguments: {'file_path': {'description': 'Mandatory file full path to read the file', 'type': 'str'}}\nTool Description: A tool that reads file content. The default file is dummy_job_description.md, but you can provide a different 'file_path' parameter to read another file.",
                  "name": "Read a file's content"
                }
              }
            ],
            "verbose": "True"
          }
        },
        {
          "2": {
            "allow_delegation": "False",
            "backstory": "A meticulous editor with an eye for detail, ensuring every piece of content is clear, engaging, and grammatically perfect.",
            "cache": "True",
            "goal": "Review the job posting for clarity, engagement, grammatical accuracy, and alignment with company values and refine it to ensure perfection.",
            "id": "525fc3e4-bf32-4199-8ef5-5fdea504e690",
            "llm": "gpt-4o-mini",
            "max_iter": "25",
            "role": "Review and Editing Specialist",
            "tools": [
              {
                "0": {
                  "description": "Tool Name: Search in a specific website\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search a specific website', 'type': 'str'}, 'website': {'description': 'Mandatory valid website URL you want to search on', 'type': 'str'}}\nTool Description: A tool that can be used to semantic search a query from a specific URL content.",
                  "name": "Search in a specific website"
                }
              },
              {
                "1": {
                  "description": "Tool Name: Search the internet with Serper\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search the internet', 'type': 'str'}}\nTool Description: A tool that can be used to search the internet with a search_query. Supports different search types: 'search' (default), 'news'",
                  "name": "Search the internet with Serper"
                }
              },
              {
                "2": {
                  "description": "Tool Name: Read a file's content\nTool Arguments: {'file_path': {'description': 'Mandatory file full path to read the file', 'type': 'str'}}\nTool Description: A tool that reads file content. The default file is dummy_job_description.md, but you can provide a different 'file_path' parameter to read another file.",
                  "name": "Read a file's content"
                }
              }
            ],
            "verbose": "True"
          }
        }
      ],
      "crew": {
        "cache_efficiency": "0.3495",
        "result": "```markdown\n**Job Title: Full Stack Developer (React & Node.js)**\n\n**Company: [Company Name]** *(Your commitment to sustainable solutions starts here)*\n\n**Location: Flexible (Remote Options Available)**\n\n### About Us:\nAt **[Company Name]**, we are a forward-thinking tech company dedicated to innovating sustainable solutions. Our mission is to empower individuals, communities, and industries through cutting-edge technology while minimizing environmental impacts. We nurture an inclusive, collaborative atmosphere where every employee's contribution plays a vital role in driving our sustainability goals. Join us in making a meaningful difference in technology and the environment!\n\n### Role Description:\nWe are seeking a passionate **Full Stack Developer** with expertise in **React** and **Node.js** to join our dynamic team. In this role, you will lead the development and maintenance of web applications that deliver innovative solutions focusing on sustainability and performance. If you possess strong problem-solving skills and thrive in a collaborative environment, we want to hear from you!\n\n### Key Responsibilities:\n- Design, develop, and maintain full-stack web applications using React for the frontend and Node.js for the backend.\n- Collaborate with cross-functional teams to define, design, and ship new features.\n- Integrate user-facing elements with server-side logic, ensuring application responsiveness and optimal performance.\n- Optimize applications for maximum speed and scalability.\n- Participate in code reviews, maintaining high code quality and advocating best practices.\n- Engage in community projects to uphold our commitment to sustainability and social impact initiatives.\n\n### Requirements:\n- Proficiency in JavaScript and experience with the React framework.\n- Strong knowledge of Node.js and Express.js.\n- Experience with database management (SQL and NoSQL).\n- Solid understanding of HTML/CSS and responsive web design principles.\n- Familiarity with DevOps practices, including CI/CD, **Docker**, and version control systems (**Git**).\n- Knowledge of testing frameworks such as **Jest** and **Mocha**.\n\n### Soft Skills:\n- Strong problem-solving abilities and attention to detail.\n- Excellent communication skills with a team-oriented mindset.\n- Adaptability to new technologies and a willingness to learn.\n- A passion for sustainability and innovative thinking.\n\n### Unique Benefits:\n- **Flexible work hours** to promote a healthy work-life balance.\n- **Remote work options**, empowering you to work from anywhere.\n- A **professional development budget** to invest in your growth and skills enhancement.\n- An **inclusive company culture** focused on collaboration and employee engagement, enabling you to make meaningful contributions to sustainability initiatives.\n\n### Join Us:\nTake the next step in your career with **[Company Name]**, where you can be part of a passionate team dedicated to creating sustainable technology solutions. If you are ready to make a positive impact, please submit your application along with your resume and portfolio today!\n\n---\n\nIn this job posting, we emphasize our commitment to sustainability, innovation, and collaboration while presenting an engaging opportunity for potential candidates. If you have any feedback or suggestions for further improvement, please let me know!\n```",
        "successful_requests": "15",
        "tasks": [
          {
            "0": {
              "agent": "Research Analyst",
              "agent_id": "cab00d9e-7cef-444b-8761-2e709d5788fd",
              "async_execution": "False",
              "description": "Analyze the provided company website and the hiring manager's company's domain sustainabletech.example.com, description: \"A forward-thinking tech company focused on sustainable solutions\". Focus on understanding the company's culture, values, and mission. Identify unique selling points and specific projects or achievements highlighted on the site.\n                Compile a report summarizing these insights, specifically how they can be leveraged in a job posting to attract the right candidates.",
              "expected_output": "A comprehensive report detailing the company's culture, values, and mission, along with specific selling points relevant to the job role. Suggestions on incorporating these insights into the job posting should be included.",
              "human_input": "False",
              "id": "0",
              "output_format": "OutputFormat.RAW",
              "raw": "**Company Culture, Values, and Mission Report for Sustainable Tech Company**\n\n**1. Company Culture:**\nThe company culture is centered around sustainability and innovative technology. It emphasizes collaboration, employee engagement, and a strong commitment to making a positive societal impact. Various articles suggest that successful corporate sustainability cultures motivate and engage employees, fostering an atmosphere of inclusion, respect, and empowerment.\n\n**2. Values:**\n- **Sustainability:** A core value; the company is dedicated to creating sustainable solutions and mitigating climate change impacts.\n- **Innovation:** The company encourages innovative thinking and the use of advanced technology to develop sustainable solutions.\n- **Collaboration:** Teamwork and partnerships are promoted to achieve common sustainability goals.\n\n**3. Mission:**\nTo provide cutting-edge sustainable technology solutions that empower individuals, communities, and industries while minimizing environ...",
              "status": "completed",
              "summary": "Analyze the provided company website and the hiring manager's company's...",
              "tools": [
                {
                  "0": {
                    "description": "Tool Name: Search in a specific website\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search a specific website', 'type': 'str'}, 'website': {'description': 'Mandatory valid website URL you want to search on', 'type': 'str'}}\nTool Description: A tool that can be used to semantic search a query from a specific URL content.",
                    "name": "Search in a specific website"
                  }
                },
                {
                  "1": {
                    "description": "Tool Name: Search the internet with Serper\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search the internet', 'type': 'str'}}\nTool Description: A tool that can be used to search the internet with a search_query. Supports different search types: 'search' (default), 'news'",
                    "name": "Search the internet with Serper"
                  }
                }
              ]
            }
          },
          {
            "1": {
              "agent": "Research Analyst",
              "agent_id": "cab00d9e-7cef-444b-8761-2e709d5788fd",
              "async_execution": "False",
              "description": "Conduct an in-depth analysis of the industry related to the company's domain: \"sustainabletech.example.com\". Investigate current trends, challenges, and opportunities within the industry, utilizing market reports, recent developments, and expert opinions. Assess how these factors could impact the role being hired for and the overall attractiveness of the position to potential candidates.\n                Consider how the company's position within this industry and its response to these trends could be leveraged to attract top talent. Include in your report how the role contributes to addressing industry challenges or seizing opportunities.",
              "expected_output": "A detailed analysis report that identifies major industry trends, challenges, and opportunities relevant to the company's domain and the specific job role. This report should provide strategic insights on positioning the job role and the company as an attractive choice for potential candidates.",
              "human_input": "False",
              "id": "1",
              "output_format": "OutputFormat.RAW",
              "raw": "**Industry Analysis Report for Sustainable Technology**\n\n**1. Current Trends in Sustainable Technology:**\n- **Accelerated Adoption of Renewable Energy Technologies:** A significant trend is the push for increased adoption of renewable energy solutions. There are numerous advancements in battery and grid technologies, critical for energy transition (J.P. Morgan, 2023).\n- **Role of Artificial Intelligence:** The integration of AI in sustainability practices is dramatically increasing. AI is being utilized in areas such as supply chain management and enhanced decision-making for resource management (Rocketmakers, 2024).\n- **Infrastructure Improvements:** Emerging technologies focus on infrastructure improvements, including upgrades to smart grid systems and waste management solutions (IEEE Computer Society, 2023).\n- **Consumer Trends:** There’s a noticeable shift in consumer preferences toward sustainable products and services. This awareness is driving companies to innovate more susta...",
              "status": "completed",
              "summary": "Conduct an in-depth analysis of the industry related to the...",
              "tools": [
                {
                  "0": {
                    "description": "Tool Name: Search in a specific website\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search a specific website', 'type': 'str'}, 'website': {'description': 'Mandatory valid website URL you want to search on', 'type': 'str'}}\nTool Description: A tool that can be used to semantic search a query from a specific URL content.",
                    "name": "Search in a specific website"
                  }
                },
                {
                  "1": {
                    "description": "Tool Name: Search the internet with Serper\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search the internet', 'type': 'str'}}\nTool Description: A tool that can be used to search the internet with a search_query. Supports different search types: 'search' (default), 'news'",
                    "name": "Search the internet with Serper"
                  }
                }
              ]
            }
          },
          {
            "2": {
              "agent": "Research Analyst",
              "agent_id": "cab00d9e-7cef-444b-8761-2e709d5788fd",
              "async_execution": "False",
              "description": "Based on the hiring manager's needs: \"Full Stack Developer with experience in React and Node.js\", identify the key skills, experiences, and qualities the ideal candidate should possess for the role. Consider the company's current projects, its competitive landscape, and industry trends. Prepare a list of recommended job requirements and qualifications that align with the company's needs and values.",
              "expected_output": "A list of recommended skills, experiences, and qualities for the ideal candidate, aligned with the company's culture, ongoing projects, and the specific role's requirements.",
              "human_input": "False",
              "id": "2",
              "output_format": "OutputFormat.RAW",
              "raw": "- Proficiency in JavaScript\n- React Framework\n- Node.js and Express.js\n- Database Management (SQL and NoSQL)\n- HTML/CSS Skills\n- DevOps Understanding (CI/CD, Docker, Git)\n- Knowledge of Testing Frameworks (Jest, Mocha)\n\nSoft Skills:\n- Strong Problem-Solving Ability\n- Collaboration and Teamwork\n- Adaptability\n- Effective Communication Skills\n\nExperiences:\n- Project Experience in Sustainability\n- Full Development Lifecycle Participation\n- Community Engagement in Sustainability Projects\n\nCultural Fit:\n- Passion for Sustainability\n- Innovative Thinking",
              "status": "completed",
              "summary": "Based on the hiring manager's needs: \"Full Stack Developer with...",
              "tools": [
                {
                  "0": {
                    "description": "Tool Name: Search in a specific website\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search a specific website', 'type': 'str'}, 'website': {'description': 'Mandatory valid website URL you want to search on', 'type': 'str'}}\nTool Description: A tool that can be used to semantic search a query from a specific URL content.",
                    "name": "Search in a specific website"
                  }
                },
                {
                  "1": {
                    "description": "Tool Name: Search the internet with Serper\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search the internet', 'type': 'str'}}\nTool Description: A tool that can be used to search the internet with a search_query. Supports different search types: 'search' (default), 'news'",
                    "name": "Search the internet with Serper"
                  }
                }
              ]
            }
          },
          {
            "3": {
              "agent": "Job Description Writer",
              "agent_id": "a445de03-d29e-44fa-90d2-22c99e9bb37a",
              "async_execution": "False",
              "description": "Draft a job posting for the role described by the hiring manager: \"Full Stack Developer with experience in React and Node.js\". Use the insights on \"A forward-thinking tech company focused on sustainable solutions\" to start with a compelling introduction, followed by a detailed role description, responsibilities, and required skills and qualifications. Ensure the tone aligns with the company's culture and incorporate any unique benefits or opportunities offered by the company.\n                Specfic benefits: \"Flexible work hours, remote options, and professional development budget\"",
              "expected_output": "A detailed, engaging job posting that includes an introduction, role description, responsibilities, requirements, and unique company benefits. The tone should resonate with the company's culture and values, aimed at attracting the right candidates.",
              "human_input": "False",
              "id": "3",
              "output_format": "OutputFormat.RAW",
              "raw": "---\n\n**Job Title: Full Stack Developer (React & Node.js)**\n\n**Company: [Company Name]**\n\n**Location: Flexible (Remote Options Available)**\n\n**About Us:**\nAt [Company Name], we are a forward-thinking tech company committed to sustainable solutions. Our mission is to innovate and provide cutting-edge technology that empowers individuals, communities, and industries while minimizing environmental impacts. We foster an inclusive, collaborative atmosphere where every employee's contribution drives our sustainability objectives. Join us and make a meaningful difference in the realm of technology and the environment.\n\n**Role Description:**\nWe are seeking a passionate Full Stack Developer with expertise in React and Node.js to join our dynamic team. In this role, you will take charge of developing and maintaining web applications that deliver innovative solutions, focusing on sustainability and performance. If you have a knack for problem-solving and thrive in a collaborative environment, w...",
              "status": "completed",
              "summary": "Draft a job posting for the role described by the...",
              "tools": [
                {
                  "0": {
                    "description": "Tool Name: Search in a specific website\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search a specific website', 'type': 'str'}, 'website': {'description': 'Mandatory valid website URL you want to search on', 'type': 'str'}}\nTool Description: A tool that can be used to semantic search a query from a specific URL content.",
                    "name": "Search in a specific website"
                  }
                },
                {
                  "1": {
                    "description": "Tool Name: Search the internet with Serper\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search the internet', 'type': 'str'}}\nTool Description: A tool that can be used to search the internet with a search_query. Supports different search types: 'search' (default), 'news'",
                    "name": "Search the internet with Serper"
                  }
                },
                {
                  "2": {
                    "description": "Tool Name: Read a file's content\nTool Arguments: {'file_path': {'description': 'Mandatory file full path to read the file', 'type': 'str'}}\nTool Description: A tool that reads file content. The default file is dummy_job_description.md, but you can provide a different 'file_path' parameter to read another file.",
                    "name": "Read a file's content"
                  }
                }
              ]
            }
          },
          {
            "4": {
              "agent": "Review and Editing Specialist",
              "agent_id": "525fc3e4-bf32-4199-8ef5-5fdea504e690",
              "async_execution": "False",
              "description": "Review the draft job posting for the role: \"Full Stack Developer with experience in React and Node.js\". Check for clarity, engagement, grammatical accuracy, and alignment with the company's culture and values. Edit and refine the content, ensuring it speaks directly to the desired candidates and accurately reflects the role's unique benefits and opportunities. Provide feedback for any necessary revisions.",
              "expected_output": "A polished, error-free job posting that is clear, engaging, and perfectly aligned with the company's culture and values. Feedback on potential improvements and final approval for publishing. Formated in markdown.",
              "human_input": "False",
              "id": "4",
              "output_file": "job_posting.md",
              "output_format": "OutputFormat.RAW",
              "raw": "```markdown\n**Job Title: Full Stack Developer (React & Node.js)**\n\n**Company: [Company Name]** *(Your commitment to sustainable solutions starts here)*\n\n**Location: Flexible (Remote Options Available)**\n\n### About Us:\nAt **[Company Name]**, we are a forward-thinking tech company dedicated to innovating sustainable solutions. Our mission is to empower individuals, communities, and industries through cutting-edge technology while minimizing environmental impacts. We nurture an inclusive, collaborative atmosphere where every employee's contribution plays a vital role in driving our sustainability goals. Join us in making a meaningful difference in technology and the environment!\n\n### Role Description:\nWe are seeking a passionate **Full Stack Developer** with expertise in **React** and **Node.js** to join our dynamic team. In this role, you will lead the development and maintenance of web applications that deliver innovative solutions focusing on sustainability and performance. If you p...",
              "status": "completed",
              "summary": "Review the draft job posting for the role: \"Full Stack...",
              "tools": [
                {
                  "0": {
                    "description": "Tool Name: Search in a specific website\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search a specific website', 'type': 'str'}, 'website': {'description': 'Mandatory valid website URL you want to search on', 'type': 'str'}}\nTool Description: A tool that can be used to semantic search a query from a specific URL content.",
                    "name": "Search in a specific website"
                  }
                },
                {
                  "1": {
                    "description": "Tool Name: Search the internet with Serper\nTool Arguments: {'search_query': {'description': 'Mandatory search query you want to use to search the internet', 'type': 'str'}}\nTool Description: A tool that can be used to search the internet with a search_query. Supports different search types: 'search' (default), 'news'",
                    "name": "Search the internet with Serper"
                  }
                },
                {
                  "2": {
                    "description": "Tool Name: Read a file's content\nTool Arguments: {'file_path': {'description': 'Mandatory file full path to read the file', 'type': 'str'}}\nTool Description: A tool that reads file content. The default file is dummy_job_description.md, but you can provide a different 'file_path' parameter to read another file.",
                    "name": "Read a file's content"
                  }
                }
              ]
            }
          }
        ],
        "tasks_output": "[TaskOutput(description='Analyze the provided company website and the hiring manager\\'s company\\'s domain sustainabletech.example.com, description: \"A forward-thinking tech company focused on sustainable solutions\". Focus on understanding the company\\'s culture, values, and mission. Identify unique selling points and specific projects or achievements highlighted on the site.\\n                Compile a report summarizing these insights, specifically how they can be leveraged in a job posting to attract the right candidates.', name=None, expected_output=\"A comprehensive report detailing the company's culture, values, and mission, along with specific selling points relevant to the job role. Suggestions on incorporating these insights into the job posting should be included.\", summary=\"Analyze the provided company website and the hiring manager's company's...\", raw=\"**Company Culture, Values, and Mission Report for Sustainable Tech Company**\\n\\n**1. Company Culture:**\\nThe company culture is centered around sustainability and innovative technology. It emphasizes collaboration, employee engagement, and a strong commitment to making a positive societal impact. Various articles suggest that successful corporate sustainability cultures motivate and engage employees, fostering an atmosphere of inclusion, respect, and empowerment.\\n\\n**2. Values:**\\n- **Sustainability:** A core value; the company is dedicated to creating sustainable solutions and mitigating climate change impacts.\\n- **Innovation:** The company encourages innovative thinking and the use of advanced technology to develop sustainable solutions.\\n- **Collaboration:** Teamwork and partnerships are promoted to achieve common sustainability goals.\\n\\n**3. Mission:**\\nTo provide cutting-edge sustainable technology solutions that empower individuals, communities, and industries while minimizing environmental impacts. The mission reflects a dedication to enhancing the quality of life and creating a sustainable future.\\n\\n**4. Unique Selling Points:**\\n- Focus on innovative sustainable solutions that address current environmental challenges.\\n- Commitment to a healthy corporate culture that encourages employee engagement and growth.\\n- Examples of successful sustainability initiatives can include energy efficiency projects, waste reduction programs, and community engagement efforts.\\n\\n**5. Suggested Projects or Achievements to Highlight:**\\n- Participation in notable sustainability projects or partnerships that have led to significant environmental benefits.\\n- Implementation of innovative technologies that have decreased the company's carbon footprint.\\n\\n**6. Job Posting Incorporation Suggestions:**\\n- Emphasize the company's commitment to sustainability and innovation in the job description.\\n- Highlight the collaborative nature of the workplace and the importance placed on employee contributions to sustainability initiatives.\\n- Mention specific projects or achievements that candidates can be a part of or that demonstrate the impact of the company.\\n\\nBy presenting this information in a job posting, the company can attract candidates who are not only skilled but also share a passion for sustainability and ethical practices. The culture of inclusivity and innovative spirit will appeal to prospective employees looking for meaningful work in the tech industry.\", pydantic=None, json_dict=None, agent='Research Analyst', output_format=<OutputFormat.RAW: 'raw'>), TaskOutput(description='Conduct an in-depth analysis of the industry related to the company\\'s domain: \"sustainabletech.example.com\". Investigate current trends, challenges, and opportunities within the industry, utilizing market reports, recent developments, and expert opinions. Assess how these factors could impact the role being hired for and the overall attractiveness of the position to potential candidates.\\n                Consider how the company\\'s position within this industry and its response to these trends could be leveraged to attract top talent. Include in your report how the role contributes to addressing industry challenges or seizing opportunities.', name=None, expected_output=\"A detailed analysis report that identifies major industry trends, challenges, and opportunities relevant to the company's domain and the specific job role. This report should provide strategic insights on positioning the job role and the company as an attractive choice for potential candidates.\", summary='Conduct an in-depth analysis of the industry related to the...', raw=\"**Industry Analysis Report for Sustainable Technology**\\n\\n**1. Current Trends in Sustainable Technology:**\\n- **Accelerated Adoption of Renewable Energy Technologies:** A significant trend is the push for increased adoption of renewable energy solutions. There are numerous advancements in battery and grid technologies, critical for energy transition (J.P. Morgan, 2023).\\n- **Role of Artificial Intelligence:** The integration of AI in sustainability practices is dramatically increasing. AI is being utilized in areas such as supply chain management and enhanced decision-making for resource management (Rocketmakers, 2024).\\n- **Infrastructure Improvements:** Emerging technologies focus on infrastructure improvements, including upgrades to smart grid systems and waste management solutions (IEEE Computer Society, 2023).\\n- **Consumer Trends:** There’s a noticeable shift in consumer preferences toward sustainable products and services. This awareness is driving companies to innovate more sustainably (Sigearth, 2023).\\n\\n**2. Challenges Faced by the Industry:**\\n- **Infrastructure Limitations:** A primary challenge is the existing infrastructure's inability to support new sustainable technologies. Upgrades or replacements are often cost-prohibitive (Medium, 2023).\\n- **Cost of Innovation:** Investment in sustainable tech can be costly, leading many companies to be hesitant in their adoption due to lack of immediate ROI (Forbes, 2023).\\n- **Legislative Hurdles:** There are regulatory challenges that can slow down the implementation of green technologies, as companies navigate compliance against their innovative goals (EY, 2023).\\n- **Employee Engagement and Training:** Organizations must focus on training their employees to leverage new technologies, which can require significant time and investment (Splunk, 2023).\\n\\n**3. Opportunities within the Industry:**\\n- **Green Financing and Investment:** Increased funding and support for climate tech encourage development in the sector. Companies are exploring various financing models to boost innovation (J.P. Morgan, 2023).\\n- **Partnerships and Collaborations:** Collaborating with various stakeholders, including governments and NGOs, can enhance the reach and efficacy of sustainable initiatives (ScienceDirect, 2023).\\n- **Innovations in Agriculture and Waste Management:** Significant opportunities exist in areas like agriculture technology 4.0 and improved waste management systems, leading to more sustainable practices (IEEE Computer Society, 2023).\\n- **Expansion of the Circular Economy:** Emphasizing recyclability and sustainable resource management in production processes can lead to reduced costs and environmental benefits (Rocketmakers, 2024).\\n\\n**4. Impact on Job Roles and Attracting Candidates:**\\nThe evolving landscape of the sustainable technology industry makes positions that focus on innovation and sustainability very attractive. Key points include:\\n- **Contribution to Sustainability Goals:** The job roles should emphasize how they contribute to the larger sustainability mission, making the work meaningful for prospective candidates.\\n- **Dynamic and Collaborative Environment:** Highlight the innovative and collaborative company culture that aligns with the industry trends, attracting candidates who are passionate about sustainability.\\n- **Skill Development Opportunities:** By investing in training and development around emerging technologies and sustainable practices, organizations can appeal to the tech-savvy workforce looking for growth and meaningful contributions.\\n\\nIn conclusion, sustainable technology is not only a growing field but one that presents significant opportunities for innovation and impact. By aligning job roles with industry trends and challenges and highlighting the company's culture and contributions to sustainability, organizations can attract top talent committed to making a difference.\", pydantic=None, json_dict=None, agent='Research Analyst', output_format=<OutputFormat.RAW: 'raw'>), TaskOutput(description='Based on the hiring manager\\'s needs: \"Full Stack Developer with experience in React and Node.js\", identify the key skills, experiences, and qualities the ideal candidate should possess for the role. Consider the company\\'s current projects, its competitive landscape, and industry trends. Prepare a list of recommended job requirements and qualifications that align with the company\\'s needs and values.', name=None, expected_output=\"A list of recommended skills, experiences, and qualities for the ideal candidate, aligned with the company's culture, ongoing projects, and the specific role's requirements.\", summary='Based on the hiring manager\\'s needs: \"Full Stack Developer with...', raw='- Proficiency in JavaScript\\n- React Framework\\n- Node.js and Express.js\\n- Database Management (SQL and NoSQL)\\n- HTML/CSS Skills\\n- DevOps Understanding (CI/CD, Docker, Git)\\n- Knowledge of Testing Frameworks (Jest, Mocha)\\n\\nSoft Skills:\\n- Strong Problem-Solving Ability\\n- Collaboration and Teamwork\\n- Adaptability\\n- Effective Communication Skills\\n\\nExperiences:\\n- Project Experience in Sustainability\\n- Full Development Lifecycle Participation\\n- Community Engagement in Sustainability Projects\\n\\nCultural Fit:\\n- Passion for Sustainability\\n- Innovative Thinking', pydantic=None, json_dict=None, agent='Research Analyst', output_format=<OutputFormat.RAW: 'raw'>), TaskOutput(description='Draft a job posting for the role described by the hiring manager: \"Full Stack Developer with experience in React and Node.js\". Use the insights on \"A forward-thinking tech company focused on sustainable solutions\" to start with a compelling introduction, followed by a detailed role description, responsibilities, and required skills and qualifications. Ensure the tone aligns with the company\\'s culture and incorporate any unique benefits or opportunities offered by the company.\\n                Specfic benefits: \"Flexible work hours, remote options, and professional development budget\"', name=None, expected_output=\"A detailed, engaging job posting that includes an introduction, role description, responsibilities, requirements, and unique company benefits. The tone should resonate with the company's culture and values, aimed at attracting the right candidates.\", summary='Draft a job posting for the role described by the...', raw=\"---\\n\\n**Job Title: Full Stack Developer (React & Node.js)**\\n\\n**Company: [Company Name]**\\n\\n**Location: Flexible (Remote Options Available)**\\n\\n**About Us:**\\nAt [Company Name], we are a forward-thinking tech company committed to sustainable solutions. Our mission is to innovate and provide cutting-edge technology that empowers individuals, communities, and industries while minimizing environmental impacts. We foster an inclusive, collaborative atmosphere where every employee's contribution drives our sustainability objectives. Join us and make a meaningful difference in the realm of technology and the environment.\\n\\n**Role Description:**\\nWe are seeking a passionate Full Stack Developer with expertise in React and Node.js to join our dynamic team. In this role, you will take charge of developing and maintaining web applications that deliver innovative solutions, focusing on sustainability and performance. If you have a knack for problem-solving and thrive in a collaborative environment, we want to hear from you!\\n\\n**Key Responsibilities:**\\n- Design, develop, and maintain full-stack web applications using React for the frontend and Node.js for the backend.\\n- Collaborate with cross-functional teams to define, design, and ship new features.\\n- Integrate user-facing elements with server-side logic, ensuring application responsiveness and optimal performance.\\n- Optimize applications for maximum speed and scalability.\\n- Participate in code reviews, maintain high code quality, and advocate for best practices.\\n- Engage in community projects to uphold our commitment to sustainability and social impact initiatives.\\n\\n**Requirements:**\\n- Proficiency in JavaScript and experience with the React framework.\\n- Strong knowledge of Node.js and Express.js.\\n- Experience with database management (SQL and NoSQL).\\n- Solid understanding of HTML/CSS and responsive web design principles.\\n- Familiarity with DevOps practices, including CI/CD, Docker, and version control systems (Git).\\n- Knowledge of testing frameworks such as Jest and Mocha.\\n\\n**Soft Skills:**\\n- Strong problem-solving abilities and attention to detail.\\n- Excellent communication skills and a team-oriented mindset.\\n- Adaptability to new technologies and willingness to learn.\\n- A passion for sustainability and innovative thinking.\\n\\n**Unique Benefits:**\\n- Flexible work hours to promote a healthy work-life balance.\\n- Remote work options, empowering you to work from anywhere.\\n- A professional development budget to invest in your growth and skills enhancement.\\n- An inclusive company culture focused on collaboration and employee engagement, enabling you to make meaningful contributions to sustainability initiatives.\\n\\n**Join Us:**\\nTake the next step in your career with [Company Name], where you can be a part of a passionate team dedicated to creating sustainable technology solutions. If you are ready to join us in making a positive impact, please submit your application along with your resume and portfolio today!\\n\\n--- \\n\\nIn this job posting, we have emphasized the company's culture, values, and the exciting opportunity to contribute to sustainability, ultimately tailoring it to attract like-minded candidates.\", pydantic=None, json_dict=None, agent='Job Description Writer', output_format=<OutputFormat.RAW: 'raw'>), TaskOutput(description='Review the draft job posting for the role: \"Full Stack Developer with experience in React and Node.js\". Check for clarity, engagement, grammatical accuracy, and alignment with the company\\'s culture and values. Edit and refine the content, ensuring it speaks directly to the desired candidates and accurately reflects the role\\'s unique benefits and opportunities. Provide feedback for any necessary revisions.', name=None, expected_output=\"A polished, error-free job posting that is clear, engaging, and perfectly aligned with the company's culture and values. Feedback on potential improvements and final approval for publishing. Formated in markdown.\", summary='Review the draft job posting for the role: \"Full Stack...', raw=\"```markdown\\n**Job Title: Full Stack Developer (React & Node.js)**\\n\\n**Company: [Company Name]** *(Your commitment to sustainable solutions starts here)*\\n\\n**Location: Flexible (Remote Options Available)**\\n\\n### About Us:\\nAt **[Company Name]**, we are a forward-thinking tech company dedicated to innovating sustainable solutions. Our mission is to empower individuals, communities, and industries through cutting-edge technology while minimizing environmental impacts. We nurture an inclusive, collaborative atmosphere where every employee's contribution plays a vital role in driving our sustainability goals. Join us in making a meaningful difference in technology and the environment!\\n\\n### Role Description:\\nWe are seeking a passionate **Full Stack Developer** with expertise in **React** and **Node.js** to join our dynamic team. In this role, you will lead the development and maintenance of web applications that deliver innovative solutions focusing on sustainability and performance. If you possess strong problem-solving skills and thrive in a collaborative environment, we want to hear from you!\\n\\n### Key Responsibilities:\\n- Design, develop, and maintain full-stack web applications using React for the frontend and Node.js for the backend.\\n- Collaborate with cross-functional teams to define, design, and ship new features.\\n- Integrate user-facing elements with server-side logic, ensuring application responsiveness and optimal performance.\\n- Optimize applications for maximum speed and scalability.\\n- Participate in code reviews, maintaining high code quality and advocating best practices.\\n- Engage in community projects to uphold our commitment to sustainability and social impact initiatives.\\n\\n### Requirements:\\n- Proficiency in JavaScript and experience with the React framework.\\n- Strong knowledge of Node.js and Express.js.\\n- Experience with database management (SQL and NoSQL).\\n- Solid understanding of HTML/CSS and responsive web design principles.\\n- Familiarity with DevOps practices, including CI/CD, **Docker**, and version control systems (**Git**).\\n- Knowledge of testing frameworks such as **Jest** and **Mocha**.\\n\\n### Soft Skills:\\n- Strong problem-solving abilities and attention to detail.\\n- Excellent communication skills with a team-oriented mindset.\\n- Adaptability to new technologies and a willingness to learn.\\n- A passion for sustainability and innovative thinking.\\n\\n### Unique Benefits:\\n- **Flexible work hours** to promote a healthy work-life balance.\\n- **Remote work options**, empowering you to work from anywhere.\\n- A **professional development budget** to invest in your growth and skills enhancement.\\n- An **inclusive company culture** focused on collaboration and employee engagement, enabling you to make meaningful contributions to sustainability initiatives.\\n\\n### Join Us:\\nTake the next step in your career with **[Company Name]**, where you can be part of a passionate team dedicated to creating sustainable technology solutions. If you are ready to make a positive impact, please submit your application along with your resume and portfolio today!\\n\\n---\\n\\nIn this job posting, we emphasize our commitment to sustainability, innovation, and collaboration while presenting an engaging opportunity for potential candidates. If you have any feedback or suggestions for further improvement, please let me know!\\n```\", pydantic=None, json_dict=None, agent='Review and Editing Specialist', output_format=<OutputFormat.RAW: 'raw'>)]",
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@Dwij1704
Refactor CrewAI instrumentation to enhance attribute management and u…
a43712d 
…pdate version to 0.36.0. Removed third-party dependencies and improved error handling in agent and task processing.
@Dwij1704 Dwij1704 requested a review from tcdent April 23, 2025 22:16
areibman
areibman approved these changes Apr 23, 2025
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Great!

@Dwij1704 Dwij1704 merged commit e203d13 into main Apr 24, 2025
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@Dwij1704 Dwij1704 deleted the fix-crewai-serializer branch April 24, 2025 00:23
@devin-ai-integration devin-ai-integration bot mentioned this pull request Jun 12, 2025
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@areibman areibman areibman approved these changes

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@Dwij1704 @areibman