PPPartha Pratim Dekainexplorer-notes.hashnode.dev·2d ago · 5 min readLanguage Models Need Sleep: Can LLMs Learn to Forget Less?I recently read this paper titled “Language Models Need Sleep: Learning to Self-Modify and Consolidate Memories.” This paper introduces a very nice concept for dealing with a problem we often face wit00
PPPartha Pratim Dekainexplorer-notes.hashnode.dev·Nov 10, 2025 · 3 min readBeyond Timeouts: Detecting System-Wide Latency ShiftsIntroduction I was going through an insightful blog about how Gradient Labs built their customer-facing agentic system. One part that particularly caught my attention was their failover mechanism. Here, when a single request takes more than a thresho...00
PPPartha Pratim Dekainexplorer-notes.hashnode.dev·Nov 5, 2025 · 8 min readEarly Methods of Direction of Arrival EstimationIntroduction If you close your eyes, you can still tell where a sound is coming from: left, right, or behind you.That’s because your brain compares the tiny time difference between when each ear hears the sound. Now imagine trying to teach that same ...00
PPPartha Pratim Dekainexplorer-notes.hashnode.dev·Oct 26, 2025 · 4 min readMixture of Recursions: A model that decides when to think deeperIntroduction Modern AI models are becoming increasingly larger and more sophisticated, but also increasingly expensive to operate. Every improvement seems to demand more memory, more GPUs, and more power. In the pursuit of trying to make better model...00
