2026
RLVR works brilliantly for math and code — but what do you reward when there is no right answer? A survey of four paradigms closing the verifiability gap, with a deep dive into Judge Code-guided RL, which compiles subjective rubrics into executable Python at 2× training speed.
2026
Anthropic published the largest qualitative study ever conducted — 80,508 people across 159 countries interviewed by Claude itself. A close reading of what the data actually says about hope, fear, and the entangled nature of AI's benefits and harms.
2025
Five convergent experiments reveal subliminal learning operates through representation alignment, not information transfer (r=0.98 CKA correlation). Testing 56 animals exposes that 78% of the token entanglement effect is measurement artifact. Instruction tuning creates the vulnerability — pretraining does not.
2025
Three empirical studies on process vs. outcome supervision in RLVR: reward hacking isn't gradual drift — it's an abrupt phase transition predictable with 100% precision up to 2,800 steps in advance. Process supervision yields 98x lower reward variance, and a difficulty-adaptive policy cuts L5 hacking from 50.6% to 1.5%.
2025
Intelligent agent leveraged using LangGraph to automate customer support workflows while visualizing them dynamically.
2025
A journey into machine learning that revealed the most fascinating model was already inside my head.
2025
Exploring autonomous vehicle testing in simulated environments.
2025
Reading as the ultimate form of time travel through human experience.
2025
Part confession, part playbook — on luck as a multiplier, keeping a living list of thorny questions, and why direction beats drift.
2023
Dive into the world of AI and discover how data science and deep learning interconnect to shape innovation.
2023
Break down the secrets of artificial intelligence and its incredible potential in our modern world.
2023
Debunk myths about artificial intelligence and explore its true capabilities in this insightful series.
2023
Analyze the curious correlation between age and fan following in the glamorous world of Hollywood singers.
2023
Uncover how the design of narratives impacts our memory retention and recall mechanisms.
2023
Understand the science of antibiotics and their impact on fermentation across three milk types.
2023
Dive into the depths of passion and explore how love and hate intertwine through compelling characters.
Outside the lab, I'm driven by curiosity in a different register. I spend my free time experimenting in coffee shops, exploring single-origin brews, tasting notes, and the quiet rituals around a good cup (links coming soon), and in the kitchen, crafting plant-based recipes that are as much about technique as they are about flavor. I'm an avid reader, drawn especially to biographies: there's something about sitting with another person's full arc, their choices, their failures, their reinventions, that I find deeply grounding.
Sport has always been part of who I am. During high school, I competed seriously, earning the Women's Under-18 Times of India title and representing at the international level in swimming, bringing home medals along the way. That chapter taught me discipline, competitive focus, and how to perform under pressure, lessons that quietly shape how I approach research today.
I also hold the Duke of Edinburgh's International Award (Gold), which recognized sustained commitment across physical, skill, and community service challenges. It remains one of the things I'm most proud of.