The Brain Behind Intelligent AI: MongoDB Meets Zero-Shot Learning
Team Members This project was developed by: @hasini_sivaram @pothineni_rahinisai_ @suvidha_sreenichenametla @bavuna_aashritha We would like to express…
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(The Voice) Multilingual Layer
The Catalyst: One Language, Many Attack Surfaces The comfortable fiction is: “We wrote English rules, so the model is safe.” The truth: LLMs are multi…
Calculator Never Guesses. But LLM Always Does.
The LLM:Probabilistic Predictor An LLM (Large Language Model) does not have a math engine. It is a Next-Token Predictor. When you ask it a question, i…
Your Pipeline Is 14.2h Behind: Catching Blockchain Sentiment Leads with Pulsebit
Your Pipeline Is 14.2h Behind: Catching Blockchain Sentiment Leads with Pulsebit We recently discovered an intriguing anomaly: a 24-hour momentum spik…
The Role of Contextual AI in Document Interpretation
Manual document processing continues to create gaps in accuracy and consistency. Systems extract text but fail to understand meaning, which leads to i…
I Fine-Tuned Gemma 4 for LaTeX OCR. The Success Was the Problem.
A fine-tuning post-mortem, and three tests that showed me what my model actually learned. Today I fine-tuned Google's gemma-4-E2B-it on the unsloth/La…
OmniVoice: Open-Source TTS with 600+ Languages and Zero-Shot Voice Cloning
OmniVoice: Open-Source TTS with 600+ Languages and Zero-Shot Voice Cloning The TTS landscape just shifted. On March 31, 2026, the k2-fsa team — the sa…
Building Conversational AI in Amharic: Lessons from Creating Ethiopia's First Voice AI Tutor
Did you know that over 100 million people speak Amharic, yet there's virtually no conversational AI built specifically for this language? When I start…
Your Pipeline Is 27.8h Behind: Catching Space Sentiment Leads with Pulsebit
Your pipeline just missed a significant discovery: a 24h momentum spike of +0.350 in sentiment surrounding a specific story about the "Karassery panch…
Building an Open Bilingual Q&A Dataset for Swedish Construction Law (503 entries, CC BY 4.0)
I spent the last few weeks building something that felt missing in the Swedish AI ecosystem: an open, bilingual, legally-grounded Q&A dataset for …
Voice Agent
Building a Voice-Controlled Local AI Agent: From Audio to Action Introduction Voice interfaces are rapidly becoming a natural way for humans to intera…
How I Translated a Technical Ebook from Spanish to English with Semantic QA in Python
When I decided to publish a technical ebook in English after writing it in Spanish, my first instinct was to paste chapters into a translation interfa…
Your Voice Assistant Doesn't Need the Cloud — Here's How I Built 5 Offline NLP Tools
Every time I build an AI-powered tool that requires an internet connection, I feel a small pang of guilt. We've normalized shipping software that stop…
Creating an Offline AI Voice Agent Using Whisper and Ollama
Introduction Artificial intelligence (AI) systems based on voice have become very popular among modern devices. In my current research, I created an A…
From ML Model to Deployable AI App – MoodSense AI
I built an end-to-end NLP project that detects mood from text and turns it into a usable application. Key features: Multi-class mood classification Co…
Building a Voice-Controlled Local AI Agent
🧠 Building a Voice-Controlled AI Agent on a Low-End Laptop 🚀 Introduction Most voice-based AI systems depend on cloud services and powerful hardware. …
Nobody Tells You This About Slow Transformer Models — I Fixed Mine in 3 Steps
Hot take: most " my model is slow " problems are not model problems. They're inference problems. And the ML community almost never talks about that ga…