GS Paper III — Q16
What is agentic Artificial Intelligence (AI)? Explain its working. Describe its applications with suitable examples. Discuss the…
What is agentic Artificial Intelligence (AI)? Explain its working. Describe its applications with suitable examples. Discuss the advantages, risks and challenges associated with agentic AI systems. (Answer in 250 words) 15 marks
हिंदी में प्रश्न पढ़ें
एजेंटिक कृत्रिम बुद्धिमत्ता (ए आई) क्या है? इसकी कार्य-प्रणाली को समझाइए। इसके अनुप्रयोगों का वर्णन उचित उदाहरणों के साथ कीजिये। एजेंटिक ए आई प्रणालियों से सम्बद्ध लाभों, जोखिमों और चुनौतियों की चर्चा कीजिये। (उत्तर 250 शब्दों में दीजिए)
Model answer
Drafted with AI by UPSC Answer Check against this question's marking rubric, to the 250-word length. UPSC does not publish answers for Mains — this is one way to score well, not an official key. How we build rubrics and answers.
Agentic Artificial Intelligence (AI) refers to autonomous, goal-directed systems that plan multi-step actions, use external tools and adapt to feedback without step-by-step human prompting. Unlike a chatbot that only answers, an agent acts.
Working of Agentic AI A Large Language Model serves as the reasoning and planning engine and runs iterative think-act-observe cycles (e.g., ReAct). The agent breaks a goal into sub-tasks, calls tools and APIs, stores context in short- and long-term memory, observes results and corrects its course until the goal is met.
Applications Coding agents write, test and debug software; customer-service agents complete end-to-end transactions; research agents gather and synthesise data. In India, supported by the IndiaAI Mission, enterprises use agents in fintech for fraud detection and underwriting and in healthcare for workflow automation and triage.
Advantages, Risks and Challenges Agents offer large efficiency gains, reduce cognitive load on repetitive multi-step work and speed up decisions.
However, one early reasoning error can cascade across sub-tasks into serious failures. Agents are vulnerable to prompt-injection attacks, may displace white-collar jobs, and can weaken human oversight and blur legal accountability. Challenges also include data-privacy compliance under the DPDP Act, 2023, high compute and energy costs, and immature standards for agent-to-tool interoperability.
Human-in-the-loop controls for high-stakes actions, sandboxing, verifiable guardrails and technical standards, building on MeitY's India AI Governance Guidelines (November 2025), can balance autonomous productivity with accountability.
How this answer will be evaluated
Framework: GS3 Technology: why it matters, use, benefit, risk, policy
What earns full marks: Clear definition, logical working explanation, specific examples, and balanced risk analysis.
Evaluation rubric
Each sub-part is marked on its own, against the marks and word limit printed on the paper.
- The answer Define agentic AI, explain how it works, describe its applications with examples, and discuss its advantages, risks and challenges. 15 marks · 250 words
discuss— intro → 3-4 dimensions → example → balanced close
Must cover
- Define agentic AI as autonomous goal-oriented systems
- Explain working: perception, planning, tool use, memory, action-feedback loop
- Provide specific application examples (e.g., coding, customer service, research, fintech)
- Discuss advantages as well as risks and challenges (hallucination cascades, security, accountability, jobs)
Loses marks
- Confusing agentic AI with standard chatbots
- Vague examples without specific use cases
- Ignoring the 'working' mechanism entirely
Earns more
- Mention specific frameworks or protocols (e.g., ReAct, LangChain, tool-calling APIs)
- Distinguish agentic AI from traditional chatbot-style LLM use
- Suggest governance measures (human-in-the-loop, India AI Governance Guidelines 2025, DPDP Act)
- Reference current adoption in India (IndiaAI Mission, enterprise agents)
Extra mark
- Simple flowchart of the agent loop
- Reference to specific safety protocols (e.g., sandboxing)
What "What" is asking you to do
What is an interrogative rather than a command word. It opens a multi-part stem — what the thing is, then its causes, risks or remedies — and the definitional clause is the gate rather than the answer, with the marks spread across the clauses that follow it.
Structure that answers it
What it is, in two or three lines → the second clause of the stem, at length → the third clause, at length → a closing line only if room remains
Where marks are lost
Spending half the answer establishing the object and leaving the later clauses, which carry most of the marks, thinly answered.
Practice this exact question
Write your answer and it is marked point by point against the model answer above — what you covered, what you missed, what you got wrong.
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