This is where I share my learnings!

It can be technology, physical strength, mental health, life.

Journaling, jotting down thoughts, and sharing knowledge with others can create mental
clarity!

Since childhood, I have liked to scribble and jot down my thoughts on a notepad while I read books. These days, reading on screens is becoming inevitable. There are lots of great bloggers and writers who share their learnings. I plan to do the same in this blog and write about life learnings, hacks, and strategies that work and don't work, technology, business, mental health, and physical health routines that include diet and exercise routine that works for me.

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Recent Blog posts

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Fine-Tuning Retrieval and Context Pruning Models for Stablecoin Regulatory Intelligence

12 min read

How we trained a domain-adapted encoder and a unified reranker/pruner/highlighter, then deployed them for production-grade regulatory search and context compression.

The Leash and the Wolf: Why Every AI Agent Needs an Orchestrator

20 min read

Deep agents are powerful. But without a state machine holding the leash, they will loop, skip, waste, and crash. Here is the case for deterministic orchestration, told through Goose, mini-swe-agent, Stripe Minions, and OpenClaw.

Building Faster Multi-Tenant Vector Search: A Deep Dive into Curator

11 min read

Multi-tenant vector search is hard. Curator achieves 3.4x to 17.3x speedups over traditional IVF by encoding tenant membership directly into the index using bloom filters and hierarchical trees.

The Two Pillars of Modern Generative AI: Contrastive Learning & Flow Matching

18 min read

All modern generative AI, from Image DiT to audio-video synthesis, uses two core concepts: contrastive learning for alignment and flow matching for efficient generation. Here's how PE-AV, SAM Audio, and LTX-2 use these pillars.

Building a PII Classifier in 2 Hours for $3: A Teacher-Student Distillation Story

13 min read

How I built a production-ready PII classifier using teacher-student distillation for just $3 in 2 hours

🚀 The Yellowbook Of Agents

6 min read

A comprehensive guide to building intelligent agents

Building Octopus-Omni-Embed: A Multimodal Embedding Model on a $25 Budget

23 min read

Building a multimodal embedding model on a $25 budget with Octopus-Omni-Embed

The 2025 Embedding Revolution: How Small Models, Reasoning, and Multimodal Search Are Redefining Intelligence

9 min read

How small models, reasoning, and multimodal search are redefining intelligence in 2025