A developer argues that the role of AI Engineer is evolving into AI Systems Engineering, where the focus shifts from model selection to system-level challenges such as governance, evaluation, security…
A developer argues that as AI lowers the cost of code generation, engineering judgment—the ability to make architectural decisions under uncertainty—becomes the scarcest and most valuable resource. Th…
An AI developer reports that Claude handles Ansible with high accuracy due to Ansible's declarative, idempotent structure matching LLM reasoning patterns. The developer finds AI-assisted Ansible work …
A developer proposes using the Model Context Protocol (MCP) to connect vulnerability detection tools with security training platforms like HackEDU, creating a real-time feedback loop that assigns adap…
A developer's AWS bill for a free AI learning-path tool, Clew Directive, unexpectedly reached $31 despite only 14 visitors. Investigation revealed the cost was not from the app itself but from a separ…
An engineer at TokenBay shares a checklist for testing OpenAI-compatible API streaming before switching providers. The developer warns that while non-streaming chat completions often work seamlessly, …
A developer built a data gateway behind x402 (HTTP 402 + pay-per-call USDC on Base) that lets autonomous agents enrich company domains and on-chain wallets without signup or API keys. The gateway offe…
A developer shares a workflow for turning Claude-generated HTML artifacts into live preview URLs. The approach covers single-file uploads, CLI deployment, and integration with agentic coding tools, em…
A developer introduced SQLazy, a tool that compiles natural-language step-by-step logic into auditable SQL, addressing the trust crisis in AI-generated SQL. Research shows LLMs achieve only 64.5% accu…
A developer turned their gaming PC into a local AI homelab to avoid cloud token costs and rate limits. By running a Vision Language Model (VLM) locally, they can extract text from screenshots in about…
Open-source coding agents have matured to rival Claude Code in 2026, offering model-agnostic, auditable, and self-hostable alternatives. Leading projects include OpenCode (161k GitHub stars), OpenAI C…
Prompt engineering is not disappearing but evolving into context engineering, argues a developer who builds AI workflows. As AI models improve, the need for clear, structured prompts grows, especially…
OpenCode, a 178,218-star open-source AI coding agent built in TypeScript, offers hidden capabilities beyond basic autocomplete, including support for 30+ LLM providers, a plugin system, and MCP OAuth …
SonarSource released a SonarQube plugin for Cursor that enables in-chat code quality and security checks. The plugin connects Cursor to any SonarQube instance via the SonarQube MCP Server, allowing de…
Jonas Keller, Senior Automation Architect at SIÁN Agency, rewrote an Instagram transcript actor on Apify to use pay-per-event pricing instead of pay-per-result. The new model charges separately for ru…
An engineer at an AI SaaS company rebuilt their billing system after discovering that a single integer column for user credits made it impossible to trace refunds, duplicate charges, and usage history…
Travis, a staff engineer with 20 years of experience, built Flywheel, an AI workflow automation platform, solo in 11 months, resulting in a 325,000-line codebase with 702 commits. The platform combine…
Sai, a software and data engineer based in Florida, introduces himself to the DEV community. He recently completed an MS in Computer Science at Florida Atlantic University and focuses on backend servi…
A developer argues that AI is not replacing junior developers but rather automating repetitive junior tasks, allowing engineers to focus on higher-level problem-solving. The developer observes that AI…
TestSprite announced its Season 3 Hackathon with a $5,000 prize pool, themed around Loop Engineering for AI coding workflows. Participants use AI coding agents to write code while the open-source Test…