An analysis of StrongDM’s fully automated “Software Factory” where AI agents write, test, and deploy production code without human review, exploring the regulatory, accountability, and trust …
This comprehensive guide introduces scenario testing as a powerful approach to creating story-based test cases that are motivating, credible, and complex. The article provides twelve practical methods for developing …
An in-depth technical analysis of Level 4 autonomous software development, examining StrongDM’s Attractor system and the architectural patterns that enable AI agents to build production software without human code …
WebMCP is a proposed web standard that enables AI agents to interact with websites through structured tools instead of screen-scraping, providing both imperative JavaScript APIs and declarative HTML form annotations for …
A comprehensive guide to MicroGPT, a minimal 200-line Python implementation that contains the complete algorithmic essence of training and running a GPT model, including dataset handling, tokenization, autograd engine, …
RICHES presents a novel approach that unifies retrieval and generation by interleaving document retrieval with sequence generation tasks, eliminating the need for separate retriever and generator components in RAG …
Apple researchers present Ferret-UI Lite, a compact 3B multimodal language model designed for on-device GUI automation across mobile, web, and desktop platforms. The model achieves competitive performance through curated …
This research demonstrates that agentic keyword search approaches can achieve over 90% of traditional RAG system performance without requiring vector databases. The study compares tool-augmented LLM agents using simple …
Simon Willison explores how AI coding agents have made writing code nearly free, while good code still requires significant effort and new engineering practices. The article discusses the shift from expensive code …
Andrej Karpathy discusses the emergence of ‘Claws’ as a new layer on top of LLM agents, providing orchestration, scheduling, and persistence capabilities while highlighting security concerns with current …
