An engineer who built an evaluation engine for arbitrary MCP servers explains that an MCP eval is a realistic task a model must complete using only the server's tools, distinguishing it from unit test…
A developer used a Claude Code skill to fix UI inconsistencies across 14 screens of BrandMeld, a Flutter-based AI brand generator. The skill replaced varied headers with a unified gradient pattern, co…
The shift from cloud-only LLM APIs to locally-run, agent-driven systems is a major trend in software engineering, with open-source frameworks like LangChain, LlamaIndex, and CrewAI enabling orchestrat…
A developer details how to use Cline, an autonomous AI code agent for VS Code, safely in production by designing deliberate constraints. The developer argues that while Cline can write files, execute …
A developer introduced SIP, a set of five immediate software supply chain controls for technical leaders, covering AI agent isolation, dependency freezing, hardened container builds, SBOM generation, …
Developers are combining IoT and AI into AIoT systems that turn physical-world data into industrial intelligence. The approach connects sensors, data pipelines, analytics, and applications to support …
An engineer warns that AI-generated code can introduce silent failures in production, citing AWS's Well-Architected Generative AI Lens, which flags medium-to-high risk of undetected logical errors and…
An engineer built n0, an open-source Go platform that acts as a gateway between AI agents and enterprise databases, to avoid giving agents direct database passwords. The platform separates authenticat…
A developer built a 70-line script and launchd job that snapshots a Claude Code environment every Sunday to catch configuration rot before it degrades performance. The audit parses settings, plugins, …
A multi-institution study by researchers from UCLA, MIT, Oxford, and Carnegie Mellon provides the first causal evidence that brief use of an AI assistant can cause immediate, measurable cognitive impa…
A developer built Pawscript, a web app that uses Google's Gemini multimodal AI to generate personalized letters from a dog's perspective based on an uploaded photo and optional audio. The app analyzes…
A developer has built VaultRun, a self-hosted runtime for AI agents that executes code in Docker containers on the user's own infrastructure, with network access disabled by default and a signed audit…
Stripe has finalized a deal to acquire OpenRouter, the unified interface for LLMs, for more than $7 billion, a move that signals consolidation in the AI infrastructure market. The acquisition, reporte…
Darren 'Dazbo' Lester, a Google Cloud developer advocate, warns that installing too many agent skills can cause 'skills sprawl,' leading to LLM decision fatigue and reduced tool selection accuracy. He…
A developer built a framework to identify unreliable AI agents in multi-agent pipelines, drawing on classical Islamic hadith science. In their own evaluation, the grade-recovery loop missed the highes…
A developer warns against trusting AI-generated code refactors until the observable output matches the original contract, highlighting a case where a patch dropped a required 'apiVersion' field from a…
A developer who maintains a linter for agent configuration files discovered that its rule for detecting undeclared external CLIs was inverted: it flagged authors who properly declared dependencies in …
A developer has released Quire Ink, a blog engine that runs as a single process with two SQLite files, requiring no database server, build pipeline, or cloud account. The engine features a built-in MC…
An engineer detailed how to integrate an AI voicebot with a CRM using FreeSWITCH's Event Socket Layer (ESL) without adding latency. The approach leverages ESL's outbound mode for isolated, async conne…
Google's Gemini 3.7 Flash is now available on AI Gateway via the AI SDK at half price through December 31, 2026, with improved agent reliability and reduced tool-calling loop failures. The developer a…