Writing

11 Apr 2026 Single Responsibility Agents Do one thing. Do it well. — ML Trenches

19 Feb 2026 Strange memory usage Memory profiling forward/backward passes in PyTorch — ML Field Notes

22 Jan 2026 Lumos: Inside Dream11's Leap from 50+ ML Models to One Foundation Model Building a foundation model to replace 50+ specialized ML models — Medium / Dream11 Tech Blog

20 Jan 2026 Post training with RL How RL adjusts inference path distributions in post-training — ML Field Notes

13 Dec 2025 Thinks and think-nots Why LLMs risk letting developers bypass critical thinking — ML Trenches

17 Nov 2025 LLMs: The gift that keeps on giving Emergent capabilities and test-time scaling — ML Trenches

12 Jul 2025 The AI Engineer's path Evolution from PhD-required to democratized AI development — ML Trenches

30 Oct 2024 Uncertainty and all his friends Aleatoric vs epistemic uncertainty in ML — ML Trenches

11 Jun 2024 Foundation FOMO

13 Nov 2023 The changing lines

08 Jun 2022 Automation in credit underwriting: Indian MSME perspective Automation's impact on Indian MSME credit — Protium

Publications