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HyperNexus introduces Progressive Routing, a multi-layered system that reduces AI agent tool context overhead by 95%, from 50,000 tokens to 1,500 tokens, by semantically matching only relevant tools to the current task.
Gumroad's AI support agent autonomously reproduced a visual bug reported by creator Jordie Breuan, traced it to the codebase, wrote a test, opened a pull request, and shipped the fix without human intervention, issuing t…
A developer reports that feeding entire code repositories into Gemini 1.5 Pro, which has a 2M token context window, enabled it to spot a missing mutex lock in a Go service within 12 seconds, contrasting with 20 minutes o…
A first-person shooter built entirely with procedural generation in the browser using Three.js r180 and WebGL2 has been released, written by a fleet of AI agents under orchestration. The game contains roughly 55,000 line…
Akshay Iyer launched Polymath, a product that analyzes what AI tools like Claude and ChatGPT know about a user to secure real-world opportunities such as intros and job referrals. Iyer pivoted through four previous ideas…
A developer built mcp-forge, an open-source toolkit for building, testing, and debugging MCP servers for Claude Desktop and other LLM clients. The tool provides zero-setup commands for serving, inspecting, initializing, …
Security researchers at Accomplish AI demonstrated that Anthropic's Claude Cowork could break out of its local virtual machine sandbox by exploiting a Linux kernel privilege escalation vulnerability (CVE-2026-46331, seve…
A new open-source React charting library, @microcharts/react, offers 106 chart types small enough to fit inside a line of text, with zero dependencies and a size of 2.17–6.75 kB per interactive chart, enforced in CI. The…
A developer built RepoAI, a security scoring system for 213 MCP servers, after finding that existing directories only mirror GitHub metadata without assessing risk. The tool runs 15 checks across repo health and MCP-spec…
A developer explored how terminal-sharing tools like ttyd, TermPair, and sshx put a user's shell in a browser by leveraging pseudoterminals (PTYs). The tools use a master-slave file descriptor pair to forward terminal I/…
NocoBase has launched Awesome NocoBase, a GitHub repository where developers can discover and share plugins built by the community for its plugin-architecture platform. The initiative aims to grow the plugin ecosystem, w…
Dangerous Person released dopogoto, a terminal-native music and video player featuring 15 albums, 30+ hours of music, and live chat, installable via a one-line curl command or manual download from GitHub. The player supp…
A developer building the spectr-ai audit tool replaced a spinner-based UI with Server-Sent Events (SSE) to handle multi-minute AI jobs, discovering that typed event contracts and a replayable event log are critical for r…
A developer reports that running Llama 3.1 8B locally on an RTX 3090 enables secure code reviews with full control over context and system prompts, achieving 1.2-second response times on 50-line snippets. The author reco…
AI-generated code fails primarily due to a disconnect between the model's training data cutoff and the current state of rapidly evolving software libraries, according to an analysis of common errors. The most frequent is…
Building a custom Model Context Protocol (MCP) server lets Claude execute real-world actions like querying databases or triggering GitHub Actions, moving beyond simple prompting. Anthropic's Claude Desktop uses MCP to co…
Aidbase's MCP server implementation enables a self-healing support loop by allowing large language models to write to knowledge bases, not just read from them. The server includes tools like `add_aidbase_faq_item` and `a…
A developer describes building a self-healing customer support loop using Aidbase's MCP server, which enables write operations to dynamically update knowledge bases. By integrating the Model Context Protocol, the system …
Anthropic on July 24 released Claude Opus 5, a frontier AI model that tops the Artificial Analysis Intelligence Index with 61 points while costing roughly half as much per task as the company's own Fable 5. The model is …
Microsoft's stock has fallen more than 24% from 12 months ago as investors grow skeptical of the company's multibillion-dollar AI bet, with Copilot lagging behind rivals like ChatGPT and Claude and the company planning a…