TNPSC CTSE (Diploma/ITI Level) 2026 — Notification 06/2026: Dates, Vacancies & Apply Link

 TNPSC CTSE (Diploma/ITI Level) 2026 — Notification 06/2026: Dates, Vacancies & Apply Link

The Tamil Nadu Public Service Commission (TNPSC) has released Notification No. 06/2026 (Advertisement No. 737, dated 07.07.2026) for the Combined Technical Services Examination (Diploma/ITI Level), inviting applications for 839 vacancies across 56 posts in over 20 Tamil Nadu government departments and PSUs.The online application closes on 15.08.2026 at 11:59 PM, with online applications opening on 17.07.2026. 

Important Dates

EventDate
Notification Released07.07.2026
Application Start17.07.2026
Application End15.08.2026
Fee Payment Last Date15.08.2026
Notification LanguageTamil & English
Date of ExaminationTo be announced later

Key Highlights

  • Total Vacancies: 839 vacancies across 56 posts 
  • Sample Posts: Road Inspector, Assistant Agricultural Officer, Junior Draughting Officer, Junior Training Officer, and more 
  • Eligibility: Candidates with ITI, Diploma, or related technical qualifications 
  • Age Limit: Minimum 18 years for most posts (21 years for Motor Vehicle Inspector Grade-II and Junior Training Officer posts), as on 01.07.2026; maximum age varies by post and category 
  • Application Fee: ₹100 per subject paper, plus an additional ₹100 for each extra subject paper opted; fee exemptions apply for eligible reserved categories 
  • Selection Process: A single-stage written examination (Paper I and Paper II), followed by onscreen certificate verification, physical certificate verification, and counselling — no personal interview at any stage
  • Application Mode: Online only, via the official TNPSC portal

How to Apply

  1. Visit tnpsc.gov.in
  2. Register or log in via One Time Registration (OTR)
  3. Select the CTSE (Diploma/ITI Level) 2026 application link
  4. Fill personal, academic, and technical qualification details
  5. Upload photo, signature, and required documents
  6. Pay the fee online and submit before 15.08.2026

For more details & To apply : Tamil Nadu Public Service Commission 




FAQs

Q1. What is TNPSC Notification 06/2026?
It is the official notification for the Combined Technical Services Examination (Diploma/ITI Level) 2026, released on 07.07.2026 for 839 vacancies.

Q2. What is the last date to apply for TNPSC CTSE 2026?
15 August 2026 (11:59 PM), which is also the fee payment deadline.

Q3. Is there an interview for this recruitment?
No — selection is purely through a written examination (Paper I and Paper II) with no personal interview. 

Q4. When will the exam be held?
The date of examination will be announced later on the official TNPSC website.

CBSE Class 10 Second Board Result 2026 Declared: Direct Link to Check Scorecard, Pass Percentage & Important Details

CBSE Class 10 Second Board Result 2026 Declared: Direct Link to Check Scorecard, Pass Percentage & Important Details

Updated: July 18, 2026

The Central Board of Secondary Education (CBSE) has officially declared the Class 10 Second Board Examination Result 2026. Students who appeared for the examination can now check and download their marksheets through the official CBSE result portals and DigiLocker.

More than 6 lakh students appeared for the second board examination conducted under CBSE's revised examination system, which gives eligible students another opportunity to improve their performance.


CBSE Class 10 Second Board Result 2026 Highlights

ParticularDetails
ExamCBSE Class 10 Second Board Examination 2026
Conducting BodyCentral Board of Secondary Education (CBSE)
Result StatusDeclared
Result DateJuly 18, 2026
Official Websitecbseresults.nic.in
Alternate PlatformDigiLocker
Credentials RequiredRoll Number, School Number, Admit Card ID

Direct Link to Check CBSE Class 10 Second Board Result 2026

Students can check their results through the official CBSE result portals:

If the website is slow due to heavy traffic, students are advised to wait a few minutes and try again.


How to Check CBSE Class 10 Second Board Result 2026

Follow these simple steps:

  1. Visit the official CBSE results website.
  2. Click on CBSE Class 10 Second Board Result 2026.
  3. Enter your Roll Number, School Number, and Admit Card ID.
  4. Click Submit.
  5. Your scorecard will appear on the screen.
  6. Download and save the marksheet for future reference.

Pass Percentage

According to CBSE, the overall pass percentage for the 2025–26 academic year after including both the main and second board examinations stands at 96.78%.

The second examination provides students with an opportunity to improve their performance and strengthen their final academic record.


Why Was the Second Board Examination Introduced?

Beginning with the 2025–26 academic session, CBSE introduced a second board examination for Class 10 as part of its revised assessment system.

The objective is to:

  • Reduce examination stress
  • Offer an additional opportunity to improve scores
  • Promote flexible assessment
  • Improve overall student outcomes



Important Points for Students

  • Download your digital marksheet immediately.
  • Verify your personal details and subject-wise marks.
  • Contact your school in case of any discrepancy.
  • Keep both digital and printed copies safely for future admissions.

Frequently Asked Questions

Is the CBSE Class 10 Second Board Result 2026 declared?

Yes. CBSE has officially announced the Class 10 Second Board Examination Result 2026.

Where can I check my result?

Students can check their results through the official CBSE result portals and DigiLocker.

What details are required to check the result?

You need:

  • Roll Number
  • School Number
  • Admit Card ID

Can I download my marksheet online?

Yes. Students can download their provisional digital marksheet through DigiLocker and the official CBSE result portals.


Final Words

Students are advised to download their scorecards as early as possible and carefully verify all details mentioned on the marksheet. Those planning admissions for Class 11 should also keep printed and digital copies ready for future use.

Congratulations to all students who have successfully cleared the examination, and best wishes for your academic journey ahead.


Source: CBSE Official Website and publicly reported announcements.

2 AI Job Roles Most People Haven't Heard Of (But Employers Are Hiring in 2026)

2 AI Job Roles Exploding in Demand: FDE & AI Reliability Engineer — You Should Know About Now

Forward-Deployed Engineer and AI Reliability Engineer are two of 2026's fastest-growing AI job titles. Here's what they do, required skills, and how to break in.

When people talk about AI careers, the conversation usually revolves around familiar roles such as AI Engineer, Machine Learning Engineer, Data Scientist, or Prompt Engineer. These careers continue to be in demand, but they are no longer the only opportunities emerging from the AI revolution.

As organizations move beyond experimenting with AI and begin deploying it across real business operations, entirely new career paths are taking shape. Two of the fastest-growing yet least-discussed roles are Forward-Deployed Engineer (FDE) and AI Reliability Engineer.

Unlike traditional AI roles that focus primarily on building models, these professionals help organizations bridge the gap between AI prototypes and production-ready business solutions. One ensures AI solves real customer problems, while the other ensures AI systems remain reliable, safe, and trustworthy at scale.

The interesting part? These job titles were virtually unheard of just a few years ago. Today, they're appearing in hiring reports, enterprise AI teams, and some of the world's leading technology companies.

If you're planning an AI career for 2026 and beyond, understanding these emerging roles could give you an advantage before they become mainstream.


Why These Roles Are Emerging Now

Artificial Intelligence has reached an important turning point.

Over the past few years, companies have invested heavily in developing and experimenting with AI models. The challenge today is no longer whether AI is capable—it's whether businesses can successfully deploy AI in real-world environments where reliability, integration, security, and business value matter.

According to LinkedIn's 2026 Labor Market Report, employers have created more than 1.3 million AI-related job opportunities over the past two years, including several entirely new job titles that barely existed before. At the same time, Amazon's AGI leadership has highlighted another reality: around 85% of enterprises experimenting with AI agents struggle to move them into production.

This isn't because today's AI models aren't powerful enough.

Instead, organizations face two practical challenges:

  • How do we integrate AI into a customer's existing business processes?
  • How do we ensure AI systems remain reliable, predictable, and safe once they're deployed?

These questions have given rise to two specialized careers.

Forward-Deployed Engineers work directly with customers to customize and integrate AI solutions into real business environments. They bridge the gap between product development and customer success, ensuring AI creates measurable business value rather than remaining a successful demonstration.

Typical responsibilities:

  • Understanding a client's business processes well enough to translate them into AI workflows
  • Customizing and integrating AI models/agents into existing client systems
  • Rapid prototyping and iteration based on direct client feedback
  • Acting as the bridge between the AI product team and the end customer

Skills that matter most:

  • Strong software engineering fundamentals
  • Client-facing communication and consulting instincts
  • Comfort with ambiguity — FDE work is rarely a fixed spec
  • Practical AI/ML integration skills (APIs, agent frameworks, data pipelines)

AI Reliability Engineers, on the other hand, focus on making AI systems dependable enough for production. They design evaluation frameworks, monitor AI behavior, identify failure patterns, and build safeguards so AI applications can operate consistently at scale.

Typical responsibilities:

  • Building evaluation frameworks that measure real-world reliability, not just benchmark accuracy
  • Designing monitoring, alerting, and fallback systems for AI agents in production
  • Running failure-mode analysis — where and why does the agent break down?
  • Setting approval gates and audit trails for autonomous AI actions

Skills that matter most:

  • Software reliability/SRE background adapted to AI-specific failure modes
  • Evaluation and testing framework design
  • Statistical thinking — reliability is measured, not assumed
  • Understanding of agent architectures well enough to anticipate failure points

FDE vs. AI Reliability Engineer — Quick Comparison

Forward-Deployed EngineerAI Reliability Engineer
Core focusCustomizing AI for a specific client's real workflowMaking AI agents dependable enough for production
Where you workOften embedded with the client, sometimes on-siteTypically in-house, on the platform/infrastructure team
Closest existing roleSolutions engineer / implementation consultantSite reliability engineer (SRE), adapted for AI
Best fit forPeople who like solving different problems for different clientsPeople who like systems thinking and preventing failure before it happens

How to Break Into These Roles

  1. Build a project that survives contact with messy, real-world data — not a clean tutorial dataset. Both roles are fundamentally about handling the gap between "works in a demo" and "works in production."
  2. Learn agent frameworks, not just model APIs. Understanding how agents plan, use tools, and fail is now more valuable than knowing how to call a chat completion endpoint.
  3. For FDE roles: develop client-facing skills deliberately — practice explaining technical tradeoffs to a non-technical stakeholder.
  4. For AI Reliability roles: study traditional Site Reliability Engineering (SRE) practices and ask how each principle changes when the "service" is a non-deterministic AI agent instead of a traditional application.
  5. Follow real incident reports. Public post-mortems of AI agent failures teach reliability thinking faster than any course.

Frequently Asked Questions

Is Forward-Deployed Engineer a real, established job title? Yes — it's used by several major AI companies for engineers who embed with clients to customize AI deployments, and it's cited in LinkedIn's 2026 Labor Market Report as one of the fastest-growing new AI-related job categories.

Do I need a PhD to become an AI Reliability Engineer? No. This role draws more from software/site reliability engineering backgrounds than from AI research — practical systems thinking matters more than academic credentials.

Which role pays more, FDE or AI Reliability Engineer? Public, standardized compensation data for both roles is still limited since they're so new — compensation varies significantly by company and region. Check current listings for your target companies rather than relying on general estimates.

Is this a good career move for a fresher? Both roles are more common as intermediate hires than pure entry-level roles today, but the underlying skills — client communication for FDE, systems/reliability thinking for AI Reliability Engineer — can absolutely be built starting from a fresher level.

What's the fastest way to start learning these skills? Build one real project that goes beyond a tutorial: deploy an AI agent that handles messy input, then deliberately study where and why it fails.

Disclaimer

Information in this article is based on publicly reported industry research (including LinkedIn's 2026 Labor Market Report and public statements from Amazon's AGI leadership) available at the time of publishing. Job titles, responsibilities, and market demand continue to evolve — verify current openings and requirements directly with employers before making career decisions.

Continue Your AI Career Journey

The AI job market is evolving faster than ever, and many of tomorrow's most valuable roles are only beginning to emerge. Staying informed today can help you prepare for opportunities before they become mainstream.

At TalentSealed, we publish practical resources to help students, freshers, and working professionals build future-ready careers in AI and technology.

Continue Learning

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If you found this guide helpful, consider sharing it with someone who is preparing for a career in AI. You can also bookmark TalentSealed for practical career advice, certification guides, hiring trends, and emerging technology insights.

Read more AI career guides:
Talent Sealed: 7 AI Skills Employers Will Expect in 2026 (And How You Can Start Learning Today)

Talent Sealed: How to Answer "Do You Use AI?" in an Interview (Without Lying or Bragging) – 2026 Guide


7 AI Skills Employers Will Expect in 2026 (And How You Can Start Learning Today)

7 AI Skills Employers Will Expect in 2026 (And How You Can Start Learning Today)

Discover the 7 AI skills employers expect in 2026. Learn how freshers and professionals can build AI literacy, critical thinking, and career-ready skills.

Artificial Intelligence is changing the workplace faster than ever. But here's the good news: employers are not expecting everyone to become AI engineers.

Instead, they're looking for professionals who know how to work with AI.

Research from organizations such as PwC, WEF, Gartner, McKinsey, Microsoft, and industry reports consistently points to seven skill areas that are becoming increasingly important across industries.


Why This Matters

AI is reshaping work rather than simply replacing it.

The research highlights several trends:

  • AI-skilled workers command a significant wage premium.
  • AI-related job postings continue to grow rapidly.
  • Human judgement, creativity, and communication are becoming more valuable as routine work is automated.
  • Employers are increasingly hiring based on demonstrated skills rather than tool familiarity alone.

The question is no longer:

"Do you know AI?"

It's becoming:

"Can you use AI to solve real business problems?"


The 7 AI Skills

1. AI Literacy & Prompting

Understand what AI can and cannot do.

Employers no longer just want people who've "tried ChatGPT." They want people who can direct an AI agent to complete a real multi-step task — research, a report, a spreadsheet — with minimal supervision. Industry hiring data shows basic prompt engineering is now expected even in entry-level IT roles, and workers with recognized AI skills can command noticeably higher pay than peers without them.

Learn to write clear prompts, refine AI output, and use tools like ChatGPT, Copilot, or Gemini effectively.

What to Learn

  • How AI models work (at a high level)
  • Writing effective prompts
  • Evaluating AI responses

Recommended Courses

Start this week:
Use AI to summarize a report or improve an email, then review and edit the output yourself.


2. AI-Augmented Data Analysis

Every "top skills" report from 2026 — LinkedIn, WEF, and multiple staffing firms — puts data analytics at or near the top. Companies are collecting more data than they can interpret, and the ability to turn numbers into a decision is treated as a baseline professional skill now, not a specialist one.

Employers increasingly expect professionals to use AI with spreadsheets, dashboards, and business intelligence tools.

What to Learn

  • Data visualization
  • AI-assisted Excel
  • SQL fundamentals
  • Business insights using AI

Recommended Courses

Start this week:
Analyze a small Excel dataset using AI and explain the insights in plain language.


3. Agentic AI

The next wave of AI isn't just answering questions—it can complete multi-step workflows with human oversight.

Learn the basics of:

  • AI agents
  • Workflow automation
  • Tool chaining

What to Learn

  • AI Agents
  • Multi-step workflows
  • AI automation
  • AI orchestration

Recommended Courses


4. Critical Thinking

AI can make mistakes.

The best professionals know when to trust AI—and when to challenge it.

Before accepting AI output, ask:

  • Is it accurate?
  • Is it complete?
  • Does it make business sense?

What to Learn

  • Fact-checking AI outputs
  • Detecting hallucinations
  • Decision-making
  • AI evaluation

Recommended Courses


5. Responsible AI

Companies expect employees to understand:

  • Privacy
  • Copyright
  • Security
  • Ethical AI usage

Responsible AI use is becoming a workplace expectation, not just a legal topic.

What to Learn

  • AI ethics
  • Privacy
  • Copyright
  • Bias
  • Security

Recommended Courses


6. Domain-Specific AI

Knowing ChatGPT isn't enough.

Can you apply AI to:

  • HR?
  • Marketing?
  • Finance?
  • Healthcare?
  • Manufacturing?

The ability to translate AI into business value is a differentiator.

What to Learn

Apply AI to your own profession.

Examples:

  • HR
  • Finance
  • Marketing
  • Project Management
  • Manufacturing
  • Healthcare

Recommended Courses


7. Human Skills

As AI handles more repetitive work, human strengths become even more valuable.

Focus on:

  • Communication
  • Leadership
  • Creativity
  • Judgement
  • Collaboration

What to Learn

  • Communication
  • Leadership
  • Creativity
  • Problem-solving
  • Collaboration

Recommended Courses

These skills are difficult to automate and complement AI rather than compete with it.


What Should Freshers Do Today?

  • Build a small AI portfolio.
  • Use AI for real projects, not just experiments.
  • Learn to review AI-generated work.
  • Combine AI skills with expertise in one industry or domain.
  • Keep learning—AI tools and workflows evolve quickly.

Final Thoughts

AI is not replacing every professional. However, professionals who can combine AI with critical thinking, domain knowledge, and communication are likely to be better positioned as workplaces continue to adopt AI.

Start with one skill, practice consistently, and build evidence of your work through projects rather than certificates alone.

Talent Sealed: How to Answer "Do You Use AI?" in an Interview (Without Lying or Bragging) – 2026 Guide

Talent Sealed: 7 Common AI Career Myths You Should Stop Believing in 2026

SBI Clerk Recruitment 2026 Expected Soon: Expected Vacancy, Eligibility, Salary & Exam Pattern

SBI Clerk Recruitment 2026 Expected Soon | Eligibility, Vacancy, Salary & Exam Pattern

The State Bank of India (SBI) is expected to release the SBI Clerk 2026 Notification for the post of Junior Associate (Customer Support & Sales) soon. While the official notification is yet to be announced, banking aspirants can begin their preparation by understanding the expected eligibility, exam pattern, salary, and recruitment process based on previous recruitment cycles.

Note: This article is based on previous SBI Clerk recruitment trends and will be updated immediately after the official notification is released.


SBI Clerk 2026 Overview

ParticularDetails
OrganizationState Bank of India (SBI)
Post NameJunior Associate (Customer Support & Sales)
Recruitment TypeClerical Cadre
Job LocationAcross India
Notification StatusExpected Soon
Application ModeOnline
Official Websitehttps://sbi.co.in/careers

Expected Important Dates

EventExpected Timeline
Notification ReleaseJuly/August 2026
Online Application StartsAlong with notification
Preliminary ExamSeptember/October 2026 (Expected)
Main ExamNovember 2026 (Expected)

Dates are tentative until officially announced by SBI.


Expected Eligibility

Educational Qualification

  • Graduation in any discipline from a recognized university.
  • Final-year students may be eligible only if they can produce proof of graduation as specified in the official notification.

Age Limit

  • Minimum: 20 years
  • Maximum: 28 years
  • Age relaxation will be applicable for reserved categories as per Government norms.

Expected Vacancies

Although SBI has not announced the official vacancy count, education portals expect the recruitment to include 10,000+ vacancies across different SBI circles. The final state-wise vacancy list will be available with the official notification.


Selection Process

  • Preliminary Examination
  • Main Examination
  • Local Language Proficiency Test (LPT)

There is no interview for the SBI Clerk recruitment.


Expected Salary

Selected candidates can expect an initial monthly salary of approximately ₹45,000–₹50,000 (CTC varies by location) including allowances, as per recent SBI pay structures. Actual salary details will be confirmed in the official notification.


Why You Should Start Preparing Now

  • One of India's most competitive banking exams.
  • High expected vacancy count.
  • Limited preparation time after notification.
  • Competition from lakhs of applicants.

Starting preparation before the notification gives candidates a valuable advantage.


Official Application Link

The application link will be activated once the notification is released.

Official Careers Portal: https://sbi.co.in/careers


Frequently Asked Questions (FAQ)

When will the SBI Clerk 2026 notification be released?

The notification is expected in July or August 2026, but SBI has not yet announced an official date.

What is the post offered under SBI Clerk recruitment?

The recruitment is for Junior Associate (Customer Support & Sales).

What qualification is required for SBI Clerk?

Candidates should possess a graduation degree from a recognized university.

Is there an interview for SBI Clerk?

No. Selection is based on the Preliminary Exam, Main Exam, and Local Language Proficiency Test.

How many vacancies are expected?

While not official, reports suggest 10,000+ vacancies may be announced.

GE HealthCare Hiring Data Science Specialist in Bengaluru July 2026 | Apply Online

GE HealthCare Hiring Data Science Specialist in Bengaluru | Apply Online

GE HealthCare is hiring a Data Science Specialist for its Digital Technology team in Bengaluru, Karnataka. This role is ideal for professionals passionate about Artificial Intelligence (AI), Machine Learning (ML), data analytics, and healthcare technology. You'll work on developing data-driven solutions that improve healthcare outcomes using advanced analytics and AI.


GE HealthCare Data Science Specialist – Overview

ParticularDetails
CompanyGE HealthCare
RoleData Science Specialist
Job TypeFull-Time
LocationBengaluru, Karnataka
DepartmentDigital Technology / IT
ExperienceRelevant experience in Data Science / AI / ML
Application ModeOnline
Last DateApply as early as possible (No closing date specified)

Key Responsibilities

  • Develop AI and Machine Learning solutions for healthcare applications.
  • Analyze large datasets to generate business and clinical insights.
  • Build predictive models and data-driven solutions.
  • Collaborate with software engineers, data engineers, and product teams.
  • Optimize algorithms and improve model performance.
  • Communicate analytical findings to technical and business stakeholders.

Eligibility

Candidates should have:

  • Bachelor's or Master's degree in Computer Science, Data Science, AI, Machine Learning, Statistics, Mathematics, Engineering, or a related STEM discipline.
  • 0–2 years of experience in AI, Data Science, Software Engineering, Analytics, or related fields.
  • Strong knowledge of Python, SQL, statistics, and Machine Learning.
  • Experience with data analysis and visualization.
  • Ability to work in cross-functional teams.
  • Excellent analytical and problem-solving skills.

Preferred Skills

  • Machine Learning & Deep Learning
  • Python
  • SQL
  • Data Visualization
  • Statistical Analysis
  • Cloud Technologies
  • Artificial Intelligence
  • Problem Solving
  • Communication Skills

Important Information

ItemDetails
Job LocationBengaluru
Employment TypeFull-Time
SalaryAs per company standards
Application ModeOnline
Last DateNot specified (Apply Early)

How to Apply

Interested candidates can apply through the official GE HealthCare Careers portal.

Official Application Link:

GE HealthCare Data Science Specialist Job Application


Frequently Asked Questions (FAQ)

Who can apply for the GE HealthCare Data Science Specialist role?

Candidates with a relevant STEM degree and experience in Data Science, AI, Machine Learning, or Analytics can apply.

Where is the job located?

The position is based in Bengaluru, Karnataka.

Is this a full-time role?

Yes, this is a full-time opportunity.

Is the application deadline announced?

No. GE HealthCare has not specified a closing date, so candidates are encouraged to apply as soon as possible.

What skills are required?

Python, SQL, Machine Learning, Statistics, Data Analytics, and strong problem-solving abilities.

Cognizant Fresher Hiring 2026: Digital Workplace Practice (Service Desk) – Apply Before 31 July

Cognizant Fresher Hiring 2026 | Service Desk Role for 2025 & 2026 Graduates

Cognizant has opened applications for 2025 and 2026 graduates for its Digital Workplace Practice (Service Desk) role. Candidates from any three-year undergraduate degree with a minimum of 50% marks are eligible to apply.

Application Deadline: 31 July 2026


Cognizant Service Desk Recruitment 2026 – Overview

ParticularDetails
OrganizationCognizant
RoleDigital Workplace Practice (Service Desk)
Job TypeFull-Time
LocationPAN India
Eligible Batch2025 & 2026 Graduates
Eligible DegreesB.Com, BCA, B.Sc, BA, BBA, B.Voc, BMS & other 3-year UG degrees
Minimum Marks50% throughout academics
Last Date31 July 2026
SalaryTo be disclosed during hiring process

Key Responsibilities

  • Provide first-level IT support to end users.
  • Troubleshoot hardware and software issues.
  • Log and resolve Service Desk tickets within SLA.
  • Escalate complex technical issues.
  • Create and maintain knowledge base articles.

Eligibility Criteria

Candidates must:

  • Be graduating in 2025 or 2026.
  • Hold a full-time 3-year undergraduate degree.
  • Have minimum 50% in Class 10, Class 12, Diploma (if applicable), and UG.
  • Have no standing arrears at the time of application or joining.
  • Be willing to work from office and in shift-based roles.
  • Be open to relocation to any Cognizant office in India.
  • Be an Indian citizen or OCI currently residing in India.

Not Eligible

  • Students pursuing full-time postgraduate courses.
  • Candidates with active backlogs.

Benefits

  • ✅ No service bond
  • ✅ Higher education support through BITS Pilani (eligible STEM candidates)
  • ✅ Night shift allowance
  • ✅ Cab facility for pick-up and drop
  • ✅ Performance rewards and recognition

Documents Required

Registration

  • Resume (maximum 2 pages)
  • Recent passport-size photograph

Interview

  • Academic mark sheets
  • College ID

Onboarding

  • PAN Card
  • Aadhaar Card
  • Voter ID or Passport

Important Dates

EventDate
Application OpensOpen Now
Last Date to Apply31 July 2026

How to Apply

Interested candidates can apply through the official Cognizant careers portal or the official campus hiring application page before the deadline.

Official Application Link: Click Here


Frequently Asked Questions (FAQ)

Who can apply for Cognizant Service Desk Recruitment 2026?

Candidates graduating in 2025 or 2026 with any 3-year full-time undergraduate degree and at least 50% marks are eligible.

Is there any service bond?

No. Cognizant has clearly stated that there is no service bond.

Are candidates with backlogs eligible?

No. Candidates with standing arrears/backlogs are not eligible.

Is this a work-from-home role?

No. Candidates should be willing to work from Cognizant offices in shift-based schedules.

What is the last date to apply?

The application deadline is 31 July 2026.

How to Answer "Do You Use AI?" in an Interview (Without Lying or Bragging) – 2026 Guide

How to Answer "Do You Use AI?" in an Interview (Without Lying or Bragging) – 2026 Guide

Learn how to answer "Do you use AI?" in an interview with confidence. Discover common mistakes, sample answers, Anthropic's 4D framework, and expert interview tips.

Introduction 

"Do you use AI?"

Recently, this has become one of the most common interview questions across industries—from software engineering and marketing to finance, consulting, operations, and even human resources.

The reason is simple: employers no longer just want to know whether you use AI—they want to understand how you use it. They are looking for candidates who can use AI to improve productivity while still applying critical thinking, judgment, and accountability.

Many candidates make one of two mistakes. Some proudly claim that AI does almost everything for them, hoping it demonstrates efficiency. Others deny using AI altogether because they fear it will make them look less capable. Neither response creates confidence.

The strongest candidates take a different approach. They explain how AI helps them research, brainstorm ideas, automate repetitive tasks, and improve productivity—while making it clear that they verify the output, apply their own expertise, and take responsibility for the final decisions.

In this guide, you'll learn:

  • Why employers ask about AI in interviews.

  • What interviewers are actually trying to assess.

  • Three common answers that can hurt your chances.

  • A simple framework to answer confidently and honestly.

  • Sample responses you can adapt for your own interviews.

Whether you're a student, a fresher, or an experienced professional, this guide will help you discuss AI confidently—without lying, exaggerating, or underselling your abilities.

Why Are Interviewers Asking This Question?

Artificial Intelligence has become part of everyday work. Employees use AI to summarize documents, generate reports, analyze data, write emails, prepare presentations, brainstorm ideas, and automate repetitive tasks.

As AI adoption grows, interviewers have started asking candidates about their AI usage—not because they expect everyone to be an expert, but because they want to understand how candidates think.

This question is no longer about ChatGPT, Claude, or Gemini. It's about your ability to collaborate with technology while maintaining ownership of your work.

Employers are looking for candidates who can use AI responsibly rather than depend on it blindly.


What Interviewers Are Really Evaluating

When an interviewer asks, "Do you use AI?", they're often evaluating several qualities at once.

Interview QuestionWhat They're Actually Assessing
Do you use AI?Digital literacy
How do you use AI?Productivity
Can you verify AI output?Critical thinking
Can you explain your work?Ownership
Would you trust AI blindly?Judgment

The strongest candidates understand that AI is a tool—not a substitute for expertise.


Three Common Mistakes

Mistake 1: "No, I never use AI."

Some candidates believe this sounds honest.

Unfortunately, it may suggest that you're reluctant to learn new technologies or aren't keeping up with modern workplace practices.

If AI tools are becoming part of the role, refusing to use them can appear as a missed opportunity.


Mistake 2: "AI does everything for me."

This answer creates the opposite problem.

Employers may wonder:

  • Can this person think independently?
  • Will they verify AI-generated information?
  • Can they solve problems without AI?

AI should enhance your work—not replace your judgment.


Mistake 3: Giving a vague answer

Saying,

"Yes, I use ChatGPT sometimes."

doesn't tell the interviewer anything useful.

Instead, explain:

  • what you use AI for,
  • how you verify the results,
  • and where your own expertise comes into play.

Specific examples build credibility.


A Better Way to Answer Using Anthropic's 4D Framework

One useful way to explain your AI usage is by following Anthropic's 4D Framework, which emphasizes responsible collaboration with AI.

1. Delegate

Use AI for repetitive or time-consuming tasks.

Examples include:

  • Brainstorming ideas
  • Summarizing long reports
  • Drafting emails
  • Creating presentation outlines
  • Organizing information

2. Describe

Provide clear context and instructions.

Instead of asking vague questions, explain:

  • your objective,
  • the audience,
  • the desired format,
  • and any constraints.

Good prompts usually lead to better results.


3. Discern

Never assume AI is always correct.

Review every response carefully.

Check:

  • factual accuracy,
  • calculations,
  • references,
  • tone,
  • and completeness.

Critical thinking is your responsibility—not AI's.


4. Drive

Ultimately, you remain accountable for the final outcome.

AI can provide suggestions, but the final decision belongs to you.

This demonstrates ownership, professionalism, and sound judgment.


Sample Interview Answer

"Yes, I use AI as a productivity tool. For example, I use it to brainstorm ideas, summarize technical documents, and create first drafts of presentations or emails. However, I always verify the information, adapt it to the project's requirements, and make the final decisions myself. I see AI as a tool that helps me work more efficiently—not as a replacement for my own knowledge or judgment."


Sample Answers for Different Roles

Software Engineer

"I use AI to understand unfamiliar APIs, generate boilerplate code, and debug simple issues. I always review, test, and optimize the code before using it."


Project Manager

"I use AI to summarize meeting notes, create project plans, and draft stakeholder communications. Every output is reviewed before being shared."


Marketing Professional

"I use AI to generate campaign ideas, improve content structure, and brainstorm headlines while ensuring all messaging aligns with the brand."


Student or Fresher

"I use AI to understand difficult concepts, practice interview questions, improve my resume, and learn new skills. It supports my learning but doesn't replace it."


When AI Can Hurt Your Interview

Avoid these mistakes:

  • Claiming AI completed your projects.
  • Using AI during an interview without permission.
  • Exaggerating your AI expertise.
  • Listing AI tools you've never used.
  • Copying AI-generated answers without understanding them.

Authenticity always creates more trust than exaggeration.


AI Is Becoming a Workplace Skill

Today, employers don't expect candidates to avoid AI.

Instead, they expect candidates to use it responsibly.

The professionals who will stand out are those who can combine AI with human strengths such as:

  • Critical thinking
  • Creativity
  • Communication
  • Ethics
  • Accountability
  • Decision-making

These skills cannot be outsourced to AI.


Frequently Asked Questions

Is it okay to say I use ChatGPT?

Yes. Be honest and explain how you use it responsibly.

Should I mention Claude or Gemini?

Only if you've actually used them and can explain your experience.

Will employers reject candidates who use AI?

Most employers value responsible AI usage more than avoiding AI altogether.

Can I use AI during an online assessment?

Only if the assessment rules allow it. Always follow the employer's instructions.

Should I mention AI skills on my resume?

Yes, if they're relevant to the role and you can demonstrate practical experience.


Final Thoughts

Artificial Intelligence is rapidly becoming a standard workplace tool, much like email, spreadsheets, and search engines. The question is no longer whether you use AI—it's whether you can use it effectively and responsibly.

The next time an interviewer asks, "Do you use AI?", don't try to impress them by saying AI does everything, and don't hide the fact that you use it.

Instead, explain how AI helps you work smarter while making it clear that you verify the output, apply your own expertise, and take responsibility for the final result.

That's the answer many employers are looking for.


About TalentSealed

At TalentSealed, we help students and professionals build future-ready careers through AI, career guidance, certifications, interview preparation, and practical workplace skills. Follow us for actionable insights that help you stay ahead in the AI era.

IOCL Panipat Refinery Apprentice Recruitment 2026: 1,450 Posts, Apply by 12 August

IOCL Panipat Refinery Apprentice Recruitment 2026: 1,450 Posts, Apply by 12 August

Indian Oil Corporation Limited (IOCL) has invited applications for Apprentice Engagement 2026-27 at its Panipat Refinery & Petrochemical Complex under the Apprentices Act, 1961/1973. A total of 1,450 seats are on offer across Trade and Technician Apprentice categories — no written test, selection is purely merit-based.


DetailInformation
OrganizationIndian Oil Corporation Limited (IOCL)
UnitPanipat Refinery & Petrochemical Complex
Advertisement No.PR/P/Apprentice/60 (2026-27)
Total Seats1,450
Application Start14 July 2026, 10:00 AM
Application End12 August 2026, 5:00 PM
Document Verification List20 August 2026 (tentative)
Document Verification27 Aug – 3 Sep 2026 (tentative)
Age Limit18–24 years (as on 31-07-2026), relaxation for SC/OBC(NCL)/PwBD
SelectionMerit list on qualifying marks; no written exam/interview
Apply ModeNAPS/NATS portal + mandatory Microsoft Forms

Trade/Discipline-wise Seats

CodeTrade/DisciplineQualificationSeats
101Attendant Operator (Chemical Plant)B.Sc. (Maths/Physics/Chemistry/Ind. Chemistry)274
102FitterMatric + ITI Fitter (2 yrs)314
104Technician (Chemical)Diploma in Chemical/Petrochemical Engg.327
105Technician (Mechanical)Diploma in Mechanical Engg.83
106Technician (Electrical)Diploma in Electrical Engg.277
107Technician (Instrumentation)Diploma in Instrumentation Engg.70
108Secretarial Assistant (Panipat)B.A./B.Sc./B.Com21
108Secretarial Assistant (New Delhi)B.A./B.Sc./B.Com9
109AccountantB.Com2
110Data Entry Operator (Fresher)Class XII pass55
111Data Entry Operator (Skill Cert.)Class XII + DDEO skill certificate18

Eligibility Highlights

  • Minimum marks: 50% aggregate (45% for SC/PwBD in reserved seats)
  • Age (as on 31-07-2026): 18–24 years, general; +5 yrs SC, +3 yrs OBC(NCL), +10 yrs PwBD
  • Not eligible: Candidates with 1+ year work experience, B.E./B.Tech/MBA/CA/LLB/MCA holders, results-awaited candidates, part-time/distance-education qualification holders
  • One application only: Candidates may apply to just one trade/discipline
  • NAPS/NATS registration mandatory before applying

How to Apply

  1. Register on NAPS (apprenticeshipindia.gov.in) for codes 101, 102, 108, 109, 110, 111 — or NATS/BOAT (nats.education.gov.in) for codes 104–107.
  2. Apply against the Panipat Refinery opportunity (Establishment ID: NHRPPC000003 for NATS / E10150600035 for NAPS).
  3. Mandatorily fill the additional Microsoft Forms on iocl.com.
  4. Both steps must be completed for a valid application.

Apply here: IOCL Official Website → What's New → Panipat Refinery Apprentice 2026

Job Notification: More Details


FAQs

Q1. How many vacancies does IOCL Panipat Refinery have in 2026? 1,450 apprentice seats across 11 trade/discipline codes.

Q2. What is the last date to apply? 12 August 2026, 5:00 PM.

Q3. Is there a written exam? No. Selection is based on merit (aggregate marks) with no written test or interview.

Q4. Where do I register — NAPS or NATS? Codes 101, 102, 108, 109, 110, 111 → NAPS portal. Codes 104, 105, 106, 107 (Technician Apprentice) → NATS/BOAT portal.

Q5. Does completing the apprenticeship guarantee a job at IOCL? No. IOCL has no obligation to offer employment after apprenticeship completion.

Q6. Can I apply for more than one trade? No. Applying to multiple trades leads to summary rejection of all applications.

TNPSC CTSE (Diploma/ITI Level) 2026 — Notification 06/2026: Dates, Vacancies & Apply Link

 TNPSC CTSE (Diploma/ITI Level) 2026 — Notification 06/2026: Dates, Vacancies & Apply Link The Tamil Nadu Public Service Commission (TN...