Thapa Bytes

Latest — 12 Feb 2026

Statistical leverage of humans over LLMs

Everyone is talking about AI agents writing code, but almost no one is talking about the architectural limits that shape what they can and cannot invent, and where humans have the leverage The context I work in ZOHO, and I feel like everyone is stuck in the same question, is

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The Psychology of Retention

Hi I am Deepshikha! The brains behind the "Reel Composer" Prasanna likes to describe social media as a numbers game 🎯 a sequence of Bernoulli trials where posting at scale eventually forces luck to show up. And he’s not wrong. But he’s only half right. Volume gets

Maths of virality!🤳🏻 Reel Composer

The Engineer’s Lens I have always sought comfort in the cold and quiet certainty of numbers. Skip to the Maths I analyze existence through the framework of probability and statistics because numbers do not lie, and are brutally honest. Whether it is financial planning, career architecture, or the fragile

Reflect: Personal AI Relationship Manager

Reflect 💖 is a general purpose multi-agent analysis pipeline that transforms massive, "trapped" chat logs into a single, interactive, and self-contained HTML report. It provides a bird's-eye view of your relationships, memories, and group dynamics, all designed to run privately, efficiently, and at scale. lets see it

☁️Self Hosting Architecture

To host your own application, the first step is having an IP address assigned to your machine. However, many ISPs provide dynamic IP addresses that change periodically, making it difficult for others to access your server. With IPv4, routers use NAT, requiring port forwarding to allow incoming traffic, which poses

Bye Bye Google!

✨ I completely replaced Google Photos, Drive, Docs, and Sheets with my own self-hosted setup. Unlimited storage, powerful features, and total control better than Google, all for free! Here's how my journey to freedom started. 🛠️ From managing backups to collaborating seamlessly on documents, spreadsheets, and media galleries. I have