AI Developer Tools & SDKs
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Uiverse Design Hands AI Agents a DESIGN.md So Sites Stop Looking Generic
You can spot an AI-built website instantly: purple gradients, pill buttons, badges, emojis everywhere. Uiverse Design, from the team behind the open-source Uiverse.io UI library, is built to kill that look. It’s a library of AI-first design systems you drop into any project — and crucially, ones an AI agent actually knows how to follow.… Continue reading
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OrchestraML Takes an ML Project From English Prompt to Deployed Model
Building a machine learning model is still a long chain of specialized steps — finding data, cleaning it, engineering features, training, and shipping. OrchestraML compresses that whole lifecycle into a single described goal. You tell it what you want in plain English, and its agents handle the rest, with a human signing off at every… Continue reading
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Astra Autonomous Pentest Sends AI-Found Fixes Straight Into Your IDE
Penetration testing has always been slow, manual, and expensive. Astra’s new Autonomous Pentest turns it into a pipeline of AI agents, built on insights from more than 5,000 real-world pentests, that own the full cycle — from finding a bug to handing a developer the fix. ## How Astra Autonomous Pentest works Discovery agents hunt… Continue reading
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Claude Artifact Player Runs Claude Artifacts Locally on Mac
Claude’s Artifacts are handy while they live inside the chat, but the moment you want to save one, reopen it later, or show it like a real app, the flow gets awkward. Claude Artifact Player, a new Mac utility, fixes that by running those artifacts directly on your machine. ## What Claude Artifact Player does… Continue reading
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Microsoft ASSERT Turns Plain-English Specs Into AI Agent Tests
Testing whether an AI agent actually behaves the way you intended has been one of the messier parts of shipping with LLMs. Microsoft ASSERT — Adaptive Spec-driven Scoring for Evaluation and Regression Testing, open-sourced in early June — tries to make that automatic. It’s an MIT-licensed framework that reads a plain-language description of how an… Continue reading
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Taste-Skill is an open-source skill that stops AI coding agents from shipping generic frontends
AI coding agents have a tell: the frontends they generate all look the same — templated, safe, forgettable. Taste-Skill, an open-source project trending on GitHub, is a set of skill files that tries to fix that by giving agents like Claude Code, Cursor, and Codex “good taste.” ## How it works It’s not a model… Continue reading
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turbovec is a Rust vector index that fits 10M docs in 4GB and beats FAISS on speed
turbovec is an open-source vector index — the part a RAG system uses to find relevant chunks — written in Rust with Python bindings, and it’s trending hard this week. The pitch is brutal efficiency: a 10-million-document corpus that eats 31GB of RAM in a typical setup fits in about 4GB here, roughly 8x compression,… Continue reading
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Lathe uses LLMs to teach you a new domain instead of doing the work for you
Most AI tools race to do the task for you. Lathe, a fresh Show HN project, is built on the opposite premise: use an LLM to actually teach you a technical topic, not skip past the learning. ## How it works You name a domain you want to learn, and Lathe generates a hands-on, source-backed… Continue reading
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Universal Memory Protocol wants to be MCP for agent memory
AI agents still can’t carry memory across sessions, agents, or vendors — every harness reinvents it privately. The Universal Memory Protocol (UMP) is a bid to fix that the way MCP standardized tools: a transport-neutral protocol for how agents store and recall memory. ## What it standardizes UMP defines negotiated memory operations over a portable,… Continue reading
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Code2LoRA generates a repo-specific adapter so code models keep up as the codebase changes
Code models need to know your repository — its imports, APIs, and conventions — to be useful. The usual fixes are clumsy: stuff all that context into a long prompt (RAG, dependency crawls), or fine-tune a LoRA per repo, which is expensive and goes stale the moment the code changes. Code2LoRA, a new arXiv paper,… Continue reading
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