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  • ĐẦU VÀO

    Tanmoy has got 16 years of IT experience, majorly working in automation roles, including tools like Selenium, RestAssured, Playwright, Cypress, etc. He has recently started contributing to UI development using React and Next.js. His infra knowledge is found to be adequate for automation roles with experience in Docker, Kubernetes, Linux, Unix, Jenkins, etc. He has also worked on multiple POCs, with the latest on GenAI agent implementation on the latest project Tanmoy has 16 years experience Tanmoy has got 16 years of IT experience, 7 years in AVP role in JP Morgan & current tenure at CBA as AI Automation architect and majorly working in automation roles, including tools like Selenium, RestAssured, Playwright, Cypress, etc. He has recently started contributing to UI development using React and Next.js. His infra knowledge is found to be adequate for automation roles with experience in Docker, Kubernetes, Linux, Unix, Jenkins, etc. He has also worked on multiple POCs, with the latest on GenAI agent implementation on the latest project

    Ideas and innovation Situation –Identify the gap , propose solution or technical direction to solve a problem statement in the project, how he presented idea , what data did he use to support it and what was outcome ?

    Current project Integrating AI tools into your end-to-end (E2E) test automation architecture addresses the challenge of flaky canaries caused by frequently changing credit card rules by automating the complex process of rule comparison, test generation, and maintenance. Here is a strategic approach to integrate AI for rectifying flaky canaries:

    • Automating Rule Comprehension and Test Case Generation The core of the problem is the manual effort required to understand and translate new rules into test cases. AI can streamline this process: • Natural Language Processing (NLP) for Rule Ingestion: o Feed the documentation (PDFs, confluence pages, specification documents) containing the new credit card rules into an NLP engine [1]. o The NLP model can parse, understand, and extract key parameters (e.g., "minimum credit score required," "maximum transaction limit for new users," "fraud detection triggers"). • AI-Powered Test Case Generation: o Use a Large Language Model (LLM) or a specialized AI agent fine-tuned on testing principles to translate the extracted parameters into structured, executable test scenarios (e.g., in Gherkin format or a simple data table) [1]. o This automates the creation of diverse test cases, including positive, negative, and edge cases, ensuring comprehensive coverage without manual input [1].

    • Intelligent Maintenance and Self-Healing Tests Frequent changes mean test maintenance is a major bottleneck. AI can make your tests resilient to these changes: • Visual Regression and UI/API Adaptability: o Integrate AI-powered visual testing tools (like Applitools or Percy) to detect unintended UI changes and automatically adjust selectors or flag discrepancies, reducing flakiness caused by minor UI shifts [2]. o For API-level tests, AI can analyze API schema changes and automatically suggest updates to payloads or endpoints, minimizing manual script rewriting. • AI-Driven Root Cause Analysis (RCA): o When a canary test fails, an AI diagnostic tool can analyze logs, performance metrics, and recent code changes to pinpoint the likely cause. Instead of simply reporting a failure, it provides actionable insights, reducing the Mean Time to Resolution (MTTR) for flaky tests [1].

    • Predictive Flakiness Detection and Prevention Move from reactive maintenance to proactive prevention: • Machine Learning (ML) for Anomaly Detection: o Train an ML model on historical test execution data (pass rates, execution times, environment variables). The model learns patterns associated with flakiness and can flag tests that are likely to fail in the next run, allowing engineers to investigate before deployment [1]. • Environment Intelligence: o Use AI to monitor the testing environment's stability. If AI detects resource contention, network latency spikes, or configuration drift, it can pause test execution or flag results as unreliable due to environment issues, preventing false failures.

    • Integration into the E2E Architecture This is how these components fit into the existing architecture:

    • Rule Input: New rules are ingested via the NLP engine when provided by banks [1].

    • AI Layer: The AI processes the rules, generates test data and scenarios, and interfaces with existing automation frameworks (e.g., Selenium, Cypress, Rest Assured) [1].

    • Execution and Monitoring: Canaries run as usual within the CI/CD pipeline.

    • Feedback Loop: AI monitoring tools watch for flakiness, perform RCA on failures, and feed insights back to developers and the test generation engine for continuous improvement

    Execution , Innovation , Project understanding Pros He walked through his transition from Automation engineer , SDET into AI automation architect role based on h

    ĐẦU RA

    Feedback for Tanmoy

    Opening Statement:
    Tanmoy, your 16 years of IT experience, particularly your extensive background in automation and recent foray into UI development, is highly commendable. Your ability to adapt and embrace new technologies, such as React and Next.js, while also leveraging your infrastructure knowledge in automation roles, clearly demonstrates your dedication to professional growth.

    Strengths Acknowledgment:

    • Technical Expertise: Your expertise in automation tools like Selenium, RestAssured, Playwright, and Cypress is impressive, and your recent project on integrating AI into end-to-end test automation highlights your innovative approach to tackling complex challenges. The use of NLP for rule comprehension and AI-powered test case generation is a testament to your forward-thinking mindset.

    • Architectural Insight: Your strategic vision for integrating AI into the automation framework shows strong project understanding and an ability to foresee how these innovations can enhance existing processes. For instance, your proposed AI-driven root cause analysis and predictive flakiness detection provide valuable insights that can significantly reduce maintenance time and improve test reliability.

    • Collaboration and Communication: Your skills in collaborating with cross-functional teams and your self-starter attitude contribute to a positive team dynamic. Actively participating in code reviews further exemplifies your commitment to maintaining high standards in project delivery.

    Constructive Feedback on Areas for Improvement:

    • Complexity Management: While your proposal for AI integration is robust, it would be beneficial to develop more concrete responses concerning the complexities that arise during project execution. Consider documenting lessons learned from past challenges, which can aid in identifying recurring issues and refining your strategies.

    • Process Development Insights: Given your extensive experience as an AVP at JP Morgan, sharing specific examples of process enhancements you implemented would provide valuable context. It would strengthen your position as a leader in driving efficiencies and highlight how your past experiences have informed your current role.

    • Compliance and Security Considerations: Addressing compliance and security concerns regarding AI integration is critical, particularly in the finance sector. I encourage you to deepen your understanding of regulatory frameworks and develop thorough accuracy reports to mitigate risks associated with AI tools. This will not only bolster confidence in your proposals but also align your strategies with industry standards.

    Closing Statement:
    Tanmoy, your enthusiasm for learning and your proactive approach to problem-solving position you well for further growth. By focusing on the outlined areas for improvement, you can enhance your already impressive skill set and continue to make significant contributions to your team and the organization. Keep pushing the boundaries of innovation, and I look forward to seeing your continued success in your role as an AI Automation Architect.

  • ĐẦU VÀO

    the activity with the colour monster help the children to gain a understanding of how their emtions and you furthered their knowledge by getting them to paint their own colour monster which was nice you used open ended questions and encouraged the children to work together

    ĐẦU RA

    Constructive Feedback for Amber

    Opening Statement:
    Amber, it was a genuine pleasure to meet with you and discuss your professional practice. Your commitment to fostering a nurturing and inclusive learning environment for the children is commendable, and your enthusiasm for continuous improvement truly shines through.

    Acknowledgment of Strengths:
    You demonstrated several notable strengths during our discussion:

    • Engaging Activity: Your use of the colour monster activity not only helped children recognize and articulate their emotions but also promoted teamwork through collaborative painting. The open-ended questions you employed encouraged critical thinking and self-expression among the children, which is vital in early years education.

    • Diversity and Inclusion: I appreciated your detailed explanation of how your setting promotes equality, diversity, and inclusion. Your insight into the Chinese light festival illustrated the positive impact cultural activities can have on children's understanding and appreciation of different backgrounds. This approach really enriches the children’s learning experiences.

    • Partnership with Parents: Your dedication to maintaining effective communication with parents is impressive. You outlined how two-way conversations and stay-and-play sessions foster strong relationships, greatly supporting children’s development. Your awareness of various professionals who collaborate with families to address specific needs further highlights your comprehensive approach to child development.

    • Safeguarding Awareness: Your understanding of safeguarding policies is thorough and crucial in early years settings. It was reassuring to hear how you prioritize safe supervision and risk assessments, particularly in contexts involving severe allergies. Your knowledge of relevant policies demonstrates your commitment to keeping children safe.

    • Teamwork and Curriculum Planning: Your ability to work as part of a team and plan age-appropriate learning experiences using the EYFS curriculum is commendable. Your awareness of developmental delays, including their potential causes, reflects a deep understanding of the children's diverse needs.

    Areas for Improvement:
    While you have many strengths, there are areas where continued growth could enhance your practice further:

    • Policy Updates: Keeping abreast of changing policies in early years education is crucial. I recommend signing up for EYFS updates specific to England and your local area. This will ensure you remain informed about current best practices and regulatory changes.

    • Understanding OFSTED Requirements: Familiarize yourself with the insights from your last OFSTED report. Understanding how inspections are conducted and what specific areas they focus on can help you prepare for future evaluations and enhance your practice accordingly.

    • SEND Training: Given your interest in expanding your knowledge in Special Educational Needs and Disabilities (SEND), consider seeking additional training focused on neurodiversity. This could include workshops or online courses that delve into various strategies for supporting neurodivergent children.

    • Practical Experience with SEND Activities: Researching activities tailored for SEND children, such as "bucket time," can be beneficial. Additionally, I encourage you to approach your room leader about leading a SEND-focused activity. This hands-on experience will help build your confidence and deepen your understanding of how to support children with diverse needs effectively.

    Closing Statement:
    Amber, your passion for early years education and your reflective practice are commendable. With continuous learning and professional development, I am confident you will further enhance your skills and positively impact the children in your care. Keep striving for excellence, and please do not hesitate to reach out for support or resources as you continue on this journey. Well done, and I look forward to seeing your ongoing growth!

  • ĐẦU VÀO

    Service

    ĐẦU RA

    Feedback on Service Performance

    Opening Statement
    First and foremost, I want to commend you for your dedication and hard work in providing service to our clients. Your commitment to excellence is evident, and it’s clear that you strive to create a positive experience for everyone you interact with. I appreciate the effort you put into your role, and I believe that with continued growth, you can elevate your service even further.

    Strengths Acknowledgment
    One of the standout qualities you possess is your exceptional communication skills. You have a natural ability to express information clearly and effectively, which has greatly enhanced the interactions between our team and clients. For instance, I’ve observed how you actively listen to clients’ concerns and respond thoughtfully, ensuring they feel heard and valued. This is crucial in building trust and rapport, and it is something that many clients have noted positively in their feedback.

    Additionally, your ability to articulate complex information in a way that’s easy for clients to understand has proven to be invaluable. For example, during our recent project meeting, your explanation of the new service protocols helped clarify the process for both our team and the clients, leading to a smoother implementation. Your communication skills are a significant asset to our service team.

    Areas for Improvement
    While your communication is a strength, there is an opportunity for you to develop a more consistently positive attitude during client interactions. Although you are friendly, there are moments when your demeanor can appear less engaged, especially during high-pressure situations. Here are some actionable suggestions to help enhance your approach:

    • Develop a Positive Mindset: Try to focus on the positives in each interaction. Remind yourself of the value you provide and how it can make a difference to clients. Practicing positive affirmations can help in maintaining a cheerful outlook.

    • Practice Active Engagement: During conversations, make a conscious effort to express enthusiasm and positivity. Use affirming language such as, “I’m excited to help you with this!” or “I appreciate your feedback!” This can foster a more welcoming atmosphere.

    • Seek Feedback from Peers: Connect with colleagues who exhibit a consistently positive demeanor. Observing their interactions can provide you with strategies and inspiration to improve your own attitude in challenging situations.

    Closing Statement
    I believe in your potential to grow in this area and am excited to see how you apply these suggestions. Remember, every interaction is an opportunity to leave a lasting impression, and with a few adjustments, I have no doubt you can take your service to the next level. Keep up the great work with your communication, and embrace these opportunities for improvement. Your commitment to personal and professional growth will undoubtedly lead to even greater success in your role.

  • ĐẦU VÀO

    Student feedback

    ĐẦU RA

    Feedback for Student Performance

    Opening Statement:
    I want to begin by commending your dedication and effort in your recent language exercises. It’s clear that you are committed to improving your skills, and your progress is commendable. Keep up the great work — with your strengths, you are well on your way to becoming even more proficient!

    Acknowledgment of Strengths:
    Your listening and comprehension skills are truly impressive. During our discussions, it’s evident that you actively engage with the material and understand the nuances of the language. For example, during our last class, you not only answered questions accurately but also provided insightful comments that showed a deep understanding of the topic.

    Additionally, your vocabulary has improved significantly. You are using a wider range of words confidently in your speaking and writing. This enriches your communication and makes your points more compelling. For instance, when you described your recent project, the variety of terms you used helped paint a clear picture and kept your audience engaged.

    Constructive Feedback on Areas for Improvement:
    While your strengths are commendable, there are areas where you can improve to enhance your overall communication skills:

    • Grammar:

      • Observation: Occasionally, there are grammatical errors that can make your sentences unclear. This is particularly noticeable in subject-verb agreement and tense consistency.

      • Actionable Suggestions:

        • Try reviewing the rules guiding subject-verb agreement and practicing with exercises specifically focused on this area.

        • Consider keeping a grammar journal where you note down any mistakes you make and correct them. This will help reinforce the rules in your mind.

    • Pronunciation:

      • Observation: Some of your pronunciation can be hard to understand at times, which may hinder effective communication.

      • Actionable Suggestions:

        • I recommend practicing with tools like pronunciation apps or online videos specifically designed to improve pronunciation.

        • Additionally, try to read aloud daily, focusing on the sounds and stresses of words. Recording yourself can also be beneficial to hear your progress over time.

    • Fluency:

      • Observation: While you display strong comprehension, your fluency can be improved to help you express your thoughts more smoothly and confidently.

      • Actionable Suggestions:

        • Engage in regular speaking practice with peers or language partners, emphasizing the flow of conversation rather than accuracy.

        • Practicing “shadowing,” where you mimic a native speaker’s speech in real-time, can significantly help with developing a more natural rhythm and pace.

    Supporting Closing Statement:
    Remember, every great speaker has faced challenges along the way, and it’s through addressing these areas that you will truly excel. Your willingness to learn and your ability to listen and comprehend are key assets that will support your growth. I am excited to see how you continue to develop your skills. Keep pushing yourself, remain curious, and embrace the learning journey — your hard work will undoubtedly pay off!

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