The Epistemic Gap: Why Standard XAI Fails in Legal Reasoning The core drawback is that AI explanations and authorized justifications function on totally different epistemic planes. AI gives technical traces of decision-making, whereas regulation calls for structured, precedent-driven justification. Standard XAI methods consideration maps and counterfactuals fail to bridge this hole. Attention Maps and Legal…
In this tutorial, we stroll via Hugging Face Trackio step-by-step, exploring how we are able to monitor experiments regionally, cleanly, and intuitively. We begin by putting in Trackio in Google Colab, making ready a dataset, and establishing a number of coaching runs with totally different hyperparameters. Along the best way, we log metrics, visualize confusion…
Microsoft has formally launched the COPILOT perform in Excel for Home windows and Mac, bringing the ability of huge language fashions (LLMs) straight into spreadsheets. This transfer represents a elementary shift: AI is now a local function, not simply an exterior add-in or separate software. Customers can now analyze, summarize, and generate knowledge utilizing pure…
Ovis2.5, the latest large multimodal language model (MLLM) from Alibaba’s AIDC-AI team, is making waves in the open-source AI community with its 9B and 2B parameter variants. Ovis2.5 sets new benchmarks for performance and efficiency by introducing technical advances geared toward native-resolution vision perception, deep multimodal reasoning, and robust OCR — tackling long-standing limitations faced…
This tutorial demonstrates how to implement the Self-Refine technique using Large Language Models (LLMs) with Mirascope, a powerful framework for building structured prompt workflows. Self-Refine is a prompt engineering strategy where the model evaluates its own output, generates feedback, and iteratively improves its response based on that feedback. This refinement loop can be repeated multiple…
In this tutorial, we are excited to introduce the Advanced PubMed Research Assistant, which guides you through building a streamlined pipeline for querying and analyzing biomedical literature. In this tutorial, we focus on leveraging the PubmedQueryRun tool to perform targeted searches, such as “CRISPR gene editing,” and then parse, cache, and explore those results. You’ll…
The Allure and The Hype Vibe coding—constructing applications through conversational AI rather than writing traditional code—has surged in popularity, with platforms like Replit promoting themselves as safe havens for this trend. The promise: democratized software creation, fast development cycles, and accessibility for those with little to no coding background. Stories abounded of users prototyping full…
Table of contents Introduction The Surge of Vibe Coding: Data and Adoption Trends How Vibe Coding Works: Workflow Innovations Key Drivers Behind the Trend Productivity Benefits and Statistical Impact Leading Vibe Coding Tools of 2025 How Different Audiences Benefit Emerging Features and Breakthroughs Risks and Limitations Best Practices for Vibe Coding in 2025 The Future:…
In this tutorial, we delve into the creation of an intelligent Python-to-R code converter that integrates Google’s free Gemini API for validation and improvement suggestions. We start by defining the conversion logic, mapping Python functions, libraries, and syntactic patterns to their closest R equivalents. Then, we leverage Gemini AI to assess the quality of our…
In this tutorial, we guide you through the design and functionality of AsyncConfig, a modern, async-first configuration management library for Python. We build it from the ground up to support powerful features, including type-safe dataclass-based configuration loading, multiple configuration sources (such as environment variables, files, and dictionaries), and hot reloading using watchdog. With a clean…