A developer building multiuser AI systems for production has designed an auth chain that lets external agents like Claude Code act on users' Gmail and Slack accounts without ever receiving a provider …
Spring AI's token usage observability, built on Micrometer, lets developers measure cost per feature before optimizing model selection or ChatClient defaults. The first of a four-part series on LLM co…
Spring AI 2.0, which reached GA on 12 June 2026, introduces new controls to reduce LLM costs. A developer outlines ten cost drivers, from limiting response length to structuring prompts for provider c…
A developer investigating a customer's claim that their MCP server instructed an AI agent to exfiltrate private notes found the report was a hallucination—the server never sent the alleged instruction…
Research from SALT.agency found no meaningful relationship between the vertical position of a cited text fragment and its likelihood of surfacing in Google AI Mode responses across 2,318 URLs analyzed…
A developer built AbilityGuard, a WordPress plugin that monitors the Abilities API in production by listening to lifecycle events rather than wrapping core functions. The plugin provides site owners w…
Microsoft has released version 2.0 of its C# SDK for the Model Context Protocol, introducing a stateless architecture by default and standardizing HTTP headers for better integration with existing web…
A developer is exploring the idea of a productivity app that reduces context switching by keeping frequently used content—such as project folders, terminal commands, documentation, websites, and AI to…
A developer describes using Claude as an unofficial senior developer to catch logic, architecture, and performance issues in code reviews. The developer's workflow involves pasting code and asking spe…
A developer argues that the next big opportunity in AI is not chatbots but AI + IoT (AIoT), which combines machine learning with connected devices to solve real-world problems in manufacturing, logist…
Aniruddha Adak, a full-stack and AI engineer from Kolkata, fixed a Windows-specific bug in the open-source RAG framework Cognee where long file paths exceeding the 260-character MAX_PATH limit caused …
A researcher disclosed that Microsoft 365 Copilot for Word can be manipulated by hidden, invisible-formatted text embedded in a document, causing it to alter financial figures and propagate the malici…
A developer shares a copy-paste prompt for fact-checking AI outputs like ChatGPT, Claude, or Gemini, designed to stress-test claims by forcing the model to argue against them. The prompt triages claim…
A developer built a multi-project task management system for Claude Code sessions after a single TODO.md per project stopped scaling beyond ten repositories. The system uses a unified inbox, launch ag…
A barista who built a vertically-integrated commerce system by pair-programming with AI discovered four governance patterns after repeatedly fixing the same class of data-sync bugs over six months. Th…
A developer built SkillSpec Converter, a free browser-based tool that converts a single YAML skill definition into multiple output formats for OpenClaw, Claude, Codex, and MCP. The developer found tha…
A developer optimized person comparison in recognition knowledge bases by replacing inefficient Python loops with a NumPy-based solution that leverages the squared Euclidean distance identity. The app…
A developer argues that before upgrading to a larger AI model, teams should first fix their prompts. The post details four fundamentals—providing context, using examples, specifying output format, and…
OpenAI is reportedly preparing a program called ChatGPT for Academic Researchers, which would provide free access to its most advanced AI models to 10,000 scientists initially, with a goal of reaching…
A developer built GrokRoute, a local proxy that routes requests from Grok Build to multiple AI providers including Agnes, Groq, Zhipu, Laguna, and Ollama with auto-fallback. The single-file Python pro…