The Penny-Pinching Detective: How My AI Tracks Every Token and Cent 🕵️♂️💰Chapter 1: The Tokenization Detective Story 🔍 Picture this: A user types "What are the requirements for filing a bail application under CrPC?" - seems like a simple question, right? But behind the scenes, my AI immediately springs into action like a...Oct 3, 2025 · 7 min readnityamalhotra.hashnode.dev
The Answer Architect: How My AI Crafts the Final Legal Response 🏗️Chapter 1: The Grand Construction Project Begins 🚧 After all the retrieval, reranking, confidence calculations, and backup tool magic, my AI stands before its greatest challenge: building the perfect legal response. This isn't just about generating ...Oct 3, 2025 · 4 min readnityamalhotra.hashnode.dev
Calling for Backup: How AI Tools Step In When Confidence Is Low 🛠️Chapter 1: The AI’s SOS Moment 🚨 After playing the confidence game, my legal AI sometimes finds itself in a pickle. If confidence is high, it answers boldly. But when confidence drops below 0.3, it gets a little anxious. Instead of guessing, it call...Oct 3, 2025 · 4 min readnityamalhotra.hashnode.dev
The Confidence Game: How AI Learns to Know When It Doesn't Know 🎲Chapter 1: The AI’s Moment of Truth 🤔 Imagine our legal AI assistant, fresh from a victorious reranking championship, standing before a pile of sorted documents. The user’s question echoes: “What does Section 302 say?” The AI glances at its stack an...Oct 3, 2025 · 3 min readnityamalhotra.hashnode.dev
The Great Reranking Championship: Where Documents Battle for Relevance 🥊Chapter 1: The Tournament Begins 🏆 Picture this: You've just run your hybrid retrieval system, and it returns a magnificent collection of 50 candidate documents. They're all technically relevant to the user's query about "Section 302 IPC", but they'...Oct 1, 2025 · 8 min readnityamalhotra.hashnode.dev
