Three recent AIR 1 toppers offer directly applicable advice for first-timers:

Anuj Agnihotri — CSE 2025 AIR 1 (result declared 6 March 2026) An MBBS graduate from AIIMS Jodhpur who cleared in his third attempt without formal coaching. His advice: focus on conceptual understanding over memorisation — UPSC Mains tests whether you can apply and analyse, not whether you can recall verbatim. He emphasised sticking to NCERT books and standard sources with thorough revision, rather than accumulating multiple books. His interview score of 204/275 was the highest among the top 5 rankers. On consistency: maintain a steady study routine without long breaks; burnout is a bigger threat to first-timers than lack of knowledge.

Shakti Dubey — CSE 2024 AIR 1 (result declared April 2025) A Biochemistry graduate from Prayagraj who cleared in her fifth attempt without coaching. Her advice to beginners: 'An unsuccessful attempt is only wasted if you repeat the same preparation without diagnosis.' She recommends aligning every topic to the syllabus before studying it, a minimal book approach (select a few standard sources and master them), daily newspaper reading with monthly compilation, and mobile use strictly limited to study purposes.

Aditya Srivastava — CSE 2023 AIR 1 (result declared April 2024) An IIT Kanpur Electrical Engineering graduate who failed Prelims in his first attempt (2021), secured IPS at AIR 236 in his second attempt (2022), before topping in his third attempt. For first-timers, his story demonstrates that not clearing Prelims in the first attempt is not a signal to quit. He relied on self-study, standard textbooks, online resources, and platforms like ForumIAS for Mains answer writing.

Common thread across all three toppers: None cleared in their first attempt. All three relied on self-study over coaching dependence. All three emphasised that depth of engagement with a focused resource set consistently outperforms surface coverage of many resources. For a first-timer, the most useful reframe is: treat Attempt 1 as the attempt where you learn how UPSC asks questions.