Ppranuthanjalikininextlabsblog.hashnode.dev·4d ago · 8 min readMultimodal Input Processing for Conversational Commerce Voice, Vision, and NLP Working TogetherMost conversational AI systems are built to handle one input type well. Text-only chatbots are common. Voice assistants exist as their own category. Image recognition tools are usually separate produc00
GSGeorge Simsindowntherabithole.dev·Aug 16 · 5 min readWhat Is a Token?You've typed something into Claude Code, ChatGPT, or Gemini more times today than you'd probably admit. You've also, at some point, stared at a bill that came in higher than expected, or watched one p10
RSRajat Sharmainrajatvertexia.hashnode.dev·Aug 10 · 5 min readWhat is RAG and why it was Introduced ?Large language models (LLMs) are probabilistic in nature. Ask one "How are you?" and it does not search for a stored answer. Instead, it generates the reply one token (a word or fragment of one) at a 00
RRajshreeinrjshree.hashnode.dev·Aug 6 · 33 min readWhat Happens Inside an LLM Before It Generates Your First Token?Every day, billions of people ask AI assistants questions. The answers appear almost instantly, making the process feel effortless. Yet before the very first word appears, one of the most sophisticate00
AAkashinakashbuilds.hashnode.dev·Aug 5 · 9 min readBuilding an Intelligent Message Router: A HackerRank Orchestrate Hackathon Solution - August 2026In August 2026, HackerRank hosted Orchestrate—a 24-hour hackathon challenge to build intelligent notification systems. The prompt: WhatsApp users face an information crisis. Family chats, work message00
AAkashinakashbuilds.hashnode.dev·Aug 5 · 8 min readResume Visibility Analyzer: How AI Helps Job Seekers Get Found by RecruitersJob seekers often wonder: Is my resume visible to recruiters? Most don't realize that recruiting platforms work like search engines—recruiters query for specific skills, experience levels, and keyword00
AAkashinakashbuilds.hashnode.dev·Aug 5 · 7 min readAbstractive Text Summarization with Attention Mechanism: Seq2Seq Model for Academic PapersSummarizing long academic papers or documents manually is tedious and time-consuming. We built an Abstractive Text Summarization System that automatically generates concise, meaningful summaries from 00
AAkashinakashbuilds.hashnode.dev·Aug 5 · 4 min readReal-Time Sentiment Analysis from Audio: Transcribe & Analyze Emotions InstantlyUnderstanding emotions from speech is powerful. We built a Real-Time Sentiment Analysis from Audio System that transcribes speech in any language and instantly analyzes emotional sentiment across 27 e00
AAkashinakashbuilds.hashnode.dev·Aug 5 · 12 min readBuilding Production-Ready ML Models: From Data to DeploymentI originally built these projects in college for learning purposes, and I’m sharing them now to pass along the experience and lessons I gained Machine learning projects often fail not because of poor00
HBHilda Biendeinhilda-biende.hashnode.dev·Jul 31 · 5 min readNatural Language Processing (NLP) Explained: How Computers Understand Human LanguageHave you ever wondered how your smartphone instantly predicts the next word you are typing, or how voice assistants like Siri and Alexa manage to turn your spoken commands into real-world actions? Beh00
