Introduction: Token management is critical for LLM applications—tokens directly impact cost, latency, and whether your prompt fits within context limits. Understanding how to count tokens accurately, truncate context intelligently, and allocate token budgets across different parts of your prompt separates amateur implementations from production-ready systems. This guide covers practical token management: counting with tiktoken, smart […]
Read more →Category: Emerging Technologies
Emerging technologies include a variety of technologies such as educational technology, information technology, nanotechnology, biotechnology, cognitive science, psychotechnology, robotics, and artificial intelligence.
AWS Security and Compliance: KMS, WAF, Shield, and GuardDuty (Part 5 of 6)
Security is a shared responsibility in AWS. This guide covers AWS security services including IAM deep dive, KMS encryption, WAF, Shield, and security monitoring—with production-ready configurations. 📚 AWS FUNDAMENTALS SERIES This is Part 5 of a 6-part series covering AWS Cloud Platform. Part 1: Fundamentals Part 2: Compute Services Part 3: Storage & Databases Part […]
Read more →A Comparative Guide to Generative AI Frameworks for Chatbot Development
After two decades of building conversational systems, I have watched the chatbot landscape transform from simple rule-based decision trees to sophisticated AI-powered agents capable of nuanced, context-aware dialogue. The explosion of generative AI frameworks has created both unprecedented opportunities and significant decision paralysis for engineering teams. This guide distills my production experience across dozens of […]
Read more →Generative AI in Natural Language Processing: Chatbots and Beyond
After two decades of building language-aware systems, I have witnessed the most profound transformation in how machines understand and generate human language. The emergence of generative AI has fundamentally altered the NLP landscape, moving us from rigid rule-based systems to fluid, context-aware models that can engage in nuanced dialogue, create compelling content, and reason about […]
Read more →Building LLM-Powered CLI Tools: From Terminal to AI Assistant
Introduction: Command-line tools are the developer’s natural habitat. Adding LLM capabilities to CLI tools creates powerful utilities for code generation, documentation, data transformation, and automation. Unlike web apps, CLI tools are fast to build, easy to integrate into existing workflows, and perfect for power users who live in the terminal. This guide covers building production-quality […]
Read more →Multi-Modal AI: Advanced Vision, Audio, and Multi-Modal RAG (Part 2 of 2)
Introduction: Multi-modal AI combines text, images, audio, and video understanding in a single model. GPT-4V, Claude 3, and Gemini can analyze images, extract text from screenshots, understand charts, and reason about visual content. This guide covers building multi-modal applications: image analysis and description, document understanding with vision, combining OCR with LLM reasoning, audio transcription and […]
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