GSOC 2025 Report: AprilTag, FAST, and ORB Detectors

This project adds three detection/feature modules to kornia-rs ecosystem: a full AprilTag Detector, FAST Corner Detector, and an ORB Detector. The implementations are CPU-focused, modular, well-documented, and include examples, tests, and benchmarks. Goals Implement AprilTag detection and decoding pipeline (configurable, mult-family) Implement newer complete FAST corner detection Implement ORB Detector Provide examples, tests, and benchmarks;…

Read More

Is the LLMs.txt a waste of TIME?

The way Large Language Models (LLMs) interact with websites is still pretty fluid. There’s a new standard being talked about, llms.txt, which is supposed to tell LLMs how to understand your site. Think of it like robots.txt, but specifically for LLMs. While robots.txt guides web crawlers on what to index, llms.txt aims to directly inform…

Read More

Scaling Prompt Engineering QA with AI Builder

Introduction: In the world of generative AI, instructions are everything. When building agents in MCS Copilot Studio, the quality of the instruction—often referred to as the prompt—directly determines the relevance, clarity, and usefulness of the AI’s response. Whether you’re guiding a Copilot to summarize documents, extract insights, or simulate conversations, the instruction acts as the…

Read More

Challenges to adapt AI-based Video Codecs

Video data now dominates internet traffic, accounting for over 80% of total bandwidth consumption, with growth driven by streaming platforms (YouTube, Netflix, Prime Video etc.), social media (Facebook, Instagram etc.), video conferencing (Zoom, Teams, RingCentral etc.), and video surveillance systems. As demand rises, so does the need for more efficient video compression techniques to reduce…

Read More

You Can Now Save Prompts On Cubent

If you’ve ever worked with AI, you already know one truth: prompts matter. The right prompt can feel like a superpower — unlocking sharper answers, faster workflows, and more creative outcomes. But here’s the problem: finding that perfect prompt often takes trial, error, and plenty of tweaking. And once you finally get it right, it’s…

Read More