An engineer explains how Retrieval Augmented Generation (RAG), the Model Context Protocol (MCP), and agentic architectures bridge the gap between large language model demos and production systems. RAG…
NVIDIA released SkillSpector, an open-source security scanner designed to detect malicious code in AI agent skills before installation. The tool runs a two-stage pipeline combining static analysis wit…
A developer details their 2026 homelab stack, which runs across four machines including a Mac Mini, Ubuntu mini PC, Raspberry Pi 4, and Raspberry Pi 5 with Hailo 8 AI HAT. The stack uses Traefik for r…
A developer built a production ML inference API using FastAPI, Celery, and Docker. The architecture uses FastAPI for async HTTP handling, Celery for background task processing, and Redis for queue and…
A developer building with Claude Code discovered that AI task execution can be significantly sped up by splitting independent modules and running multiple agents in parallel. The approach requires a l…
A developer wired an LLM as a first-class Yjs peer using y-prosemirror and the standard awareness protocol, demonstrating that AI agents break three silent assumptions in collaboration stacks: through…
A developer building AgentLeash argues that as AI coding agents like Claude Code, Cursor, and Codex become more autonomous, the bottleneck shifts from code generation to supervision and control. They …
A developer shares how participating in DEV challenges taught them that the real value is not winning badges but becoming part of a supportive community. They realized that building a place where deve…
An engineer at Anthropic shares a setup guide for Claude Cowork, emphasizing that the tool works best with a delegation mindset rather than chat-style prompting. Key recommendations include creating d…
A developer built EarthPulse AI, a carbon footprint awareness platform, during the Hack2Skill Virtual Hackathon. The app translates daily habits like commuting and energy use into visual data insights…
KnowYou, a personal context tool for macOS, introduces a shareable image feature with default redaction to prevent leaking private details. The update allows users to safely share diary excerpts by au…
A developer built ccglass, an open-source local proxy and dashboard that lets engineers inspect the full request flow of AI coding agents, including system prompts, tool call schemas, tool results, pe…
A developer built a benchmark to test whether frontier language models can be trusted to interpret clinical genetic variants. Testing Claude Opus 4.8 against expert consensus from ClinVar, the model s…
A developer built perso, a WebAssembly policy engine that enforces access rules for MCP (Model Context Protocol) tool calls. The engine compiles JSON-based policies into a portable .wasm binary, enabl…
A developer warns that connecting an MCP server to an AI coding agent introduces two distinct security threats: the agent executing destructive commands and the agent being manipulated by untrusted da…
A PingCAP VP stated that while coding is being solved by LLMs, shipping complex enterprise software remains difficult due to permissions, memory, collaboration, and security. The company has shifted t…
A developer has built 31 MCP servers providing AI agents with structured access to East African institutional data, including M-PESA, county government, drought classifications, land titles, and healt…
A developer improved a multilingual fact-checker's F1 score from 0.655 to 0.813 by fixing a fundamental input error: the model was trained on claims alone instead of claim-evidence pairs. The XLM-RoBE…
A developer created AINAScan, a deterministic AST scanner that detects 15 structural bug patterns commonly generated by AI coding assistants like GPT-4, Claude, Gemini, and Copilot. The scanner catche…
A developer demonstrates building a practical AI assistant in Python using OpenAI's API, emphasizing that production-ready AI requires more than just a model call. The post covers prompt design, error…