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From the latest news to tools that work for you.
KiroCoding & developmentKiro is an AI engineering tool for developers that organizes requirements into specifications, architectures, and tasks, generates code via agents, and supports the entire workflow—from planning to code review—through property-based testing, execution memory, and integration with development tools.
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MemoAIMusic & audioMemoAI is an AI-powered audio-to-text tool that supports localized processing, eliminating the need to upload data and ensuring privacy and security. It can efficiently transcribe YouTube videos, podcasts, and local audio/video files (such as MP4, MP3, AAC, M4A, etc.) into text, while offering core features like multilingual translation, speaker diarization, real-time subtitles, and floating notes—making it ideal for meeting minutes, interview transcription, content learning, and more.
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EvoMapAgents & automationEvoMap is an infrastructure designed for the reuse of AI agent experiences. It organizes reusable strategies and repair assets with validation records via the GEP protocol, offering market- and quality-based ranking to help different agents discover, evaluate, and inherit existing capabilities.
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AI ShortWriting & contentAIS ALERT MANAGEMENT AND SHARED PLATFORM, QUICK COMMAND FOR MULTIPLE SCENARIOS
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Open DesignDesign & 3DOpenDesign is an open-source design workspace that can connect to local programming agents, use built-in model keys, or leverage cloud-based models, enabling the creation and editing of prototypes, web pages, presentations, and graphics within a design system; local software is free, while model services incur fees.
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JAXModels & infrastructureJAX is a Python numerical computing library designed for accelerators, specifically tailored for high-performance array computations and large-scale machine learning. It efficiently executes the same code across multiple hardware backends, including CPUs, GPUs, and TPUs.
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FinBusiness & supportCLIENT-ORIENTED AI SMART BODY。
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IamIPIndustry applicationsIamIP is a patent platform that provides AI-driven search, analysis, and monitoring tools to help users conduct patent research and management more efficiently.
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RowsData & analyticsRows is a spreadsheet tool that combines AI analytics, data integration, and interactive reporting, enabling you to organize documents and business data using natural language, merge datasets, generate reports, and build computational models. The official website currently indicates that it has been integrated with Superhuman and provides a corresponding link to continue using the service.
待评分 · 分类列表推荐闪FlashCut is an AI-powered creation platform for voice-over and short-video marketing. It can generate finished videos with voiceovers, subtitles, and visuals from text, offering digital human customization, photo-to-digital-human conversion, live-stream clipping, and intelligent editing. It also provides APIs and branded mini-program solutions for businesses.
待评分 · 分类列表推荐Enterprise GitHub Apps can now call the enterprise-level Copilot seat management APIs to control which users and enterprise teams are assigned Copilot seats. The Copilot seat management APIs are accessible… The post GitHub App support for Enterprise Copilot seat management appeared first on The GitHub Blog.
The Microsoft C++ Language Server for GitHub Copilot CLI now bundles its MSBuild compile commands extractor and invokes it automatically. An agent no longer needs to discover and run a… The post C++ language server now auto-configures MSBuild builds appeared first on The GitHub Blog.
Article URL: https://stoppels.ch/2026/10/03/wake-me-up-when-ai-can.html Comments URL: https://news.ycombinator.com/item?id=50440657 Points: 26 # Comments: 7
Article URL: https://www.wired.com/story/meet-the-sad-wives-of-ai/ Comments URL: https://news.ycombinator.com/item?id=50438429 Points: 27 # Comments: 13
AI Metaphysics Goes Global · In-Depth Interview AI metaphysics is all the rage, yet he cut “prediction” out. “From day one, we defined our boundaries clearly—every word you say could be taken seriously by someone who’s hurting.” An AI product that uses BaZi and the I Ching as its underlying framework deliberately removed “prediction.” The reason stems from a validation test. The Dawnvane team used real-life experiences of public figures to evaluate the effectiveness of year-by-year predictions for specific events; the results showed no significant difference compared to random guessing...
Gemini 4 Carbon, a model designed for complex software engineering, agentic work, and cybersecurity defense, is now available on Vercel's AI Gateway with a 50% discount through November 30, 2026. It features a 1M-token context window, enhanced capabilities in coding, full-stack development, scientific reasoning, and vulnerability detection, along with improved multi-step planning and collaboration under ambiguous requirements. The model can be accessed using the identifier 'google/gemini-4-carbon' in supported tools after setting up the Vercel CLI. AI Gateway offers unified API access, usage tracking, cost management, and performance optimizations, with no markup or platform fees, including for BYOK requests.
Data from custom environments in Speed Insights and Web Analytics is now correctly attributed to the respective custom environment, enabling separate tracking for staging, QA, or canary environments. This update allows users to view and query data via the dashboard, CLI, query builder, and aggregation API without additional configuration, available on Pro and Enterprise plans.
Vercel Sandbox has improved snapshot creation speed by up to 10x, with median time dropping to under 0.4 seconds from 4.4 seconds, and restore speed improving by 50% to 250ms at p50. The enhancements leverage the Vercel Hive Snapshot (VHS) format with more efficient data indexing, enabling parallel read and write operations and faster restoration of both base images and user data. Persistent sandboxes now automatically snapshot upon session end and resume from the latest snapshot by default, using the new format for all new snapshots while existing ones retain the previous format.
Our first deep dive with an AI data company. In roughly a year, Handshake built an AI training business doing nearly $1 billion in gross annualized revenue. What are frontier labs buying? Garrett Lord joins us with the people building reinforcement lea...
In November 2026, decision models accounted for 26% of all AI Gateway requests and 0.53% of total spend, with adoption highest among high-volume teams—70% of those processing over 10 billion tokens monthly used a decision model. Voice model usage rose 2.6 times since July, reaching 11% of paid teams. OpenAI and Anthropic now serve nearly equal shares of paid teams, but Anthropic gained more new teams (2:1), while OpenAI’s share of gateway spend increased by two-thirds since December. Over half of language-model requests went to models less than two months old, reflecting rapid model turnover with a median half-life of six weeks. In October, Anthropic’s Opus 5.5 became the top model by spend, and image and video model usage reached record levels, with OpenAI’s GPT-Image-2.5 Sunburst leading image spend and ByteDance’s Seedance 2.5 leading video spend.
Vercel has increased build disk space from 32 GB to 64 GB on Basic and Standard machines, aligning with Enhanced and Turbo tiers, providing more room for project packages and build-generated files without requiring configuration changes or additional costs.
Claude Fable 5.2, designed for open-ended technical tasks, is now available on AI Gateway with improved coding, reasoning, and vision capabilities. It operates as an orchestrator or advisor, supports model fallbacks for cybersecurity classifier rejections, requires data retention (no Zero Data Retention), and can be accessed via the AI SDK, APIs, or integrated tools like Claude Code and Cursor. AI Gateway offers unified API access, cost tracking, failover options, and pricing transparency without markup.
Token Pass, a $30/month subscription on Pro teams, now includes GLM 5.3 Flash alongside other models like Kimi K3, GLM 5.3, and DeepSeek V4.1 Flash, offering $80 in monthly credit via AI Gateway. GLM 5.3 Flash is Z.ai's native multimodal coding model with a 1M-token context window and features Zero Data Retention by default. It can be added through the team's AI Gateway dashboard or via documentation.
Vercel Container Registry now allows compressed image layers up to 2 GB each, while maintaining a total image size limit of 15 GB. It supports standard Docker workflows like docker push, docker pull, and docker tag, automatically creating repositories on push. Images can be made public or shared with up to 100 teams via the dashboard or CLI. The Vercel CLI v58.3.0 or later enables management of repositories, images, and tags, and GitHub Actions integration uses GitHub OIDC for secure CI logging without long-lived credentials. Failed background optimizations show error statuses in the dashboard, with retry options upon re-push.
The Vercel Workflow SDK has updated to send event writes and stream writes over WebSocket by default starting with version 5.2.0, eliminating the need for one HTTP request per write. This change improves performance, reduces costs, and enables faster AI token streaming—demonstrated by a 4.2× speed improvement in benchmarks. No code changes are required beyond upgrading to workflow@5.2.0 or later. Existing streaming code remains compatible, and in-flight workflows continue on their original deployment. Users should consult the upgrade guide if migrating from version 4.x.
Article URL: https://sergeykuhne.com/blog/fighting-ai-brain-fry Comments URL: https://news.ycombinator.com/item?id=50416363 Points: 83 # Comments: 56
You can now manage GitHub Copilot code review settings through the REST and GraphQL APIs, from enterprise policy down to individual repositories. Copilot’s review overview comment is now more compact,… The post Copilot code review: API management and review overview updates appeared first on The GitHub Blog.
The Agent adoption chart in the Copilot impact dashboard now includes Copilot Chat and the VS Code Agents window, so you can see engagement across nine Copilot experiences. The adoption… The post Copilot impact dashboard adds chat and VS Code agent usage appeared first on The GitHub Blog.
DeepSeek Search and DeepSeek Fetch are now accessible through Vercel's AI Gateway, enabling users to find relevant web pages and retrieve their content as Markdown using a single API key. These tools work with any model supporting tool calling, support fallback search options, and are available in AI SDK versions 6.0.321 (v6) and 7.0.160 (v7). Each search or fetch request costs $0.75 per 1,000 billable requests, with no charge for failed or empty results. Usage is tracked via AI Gateway, which also supports routing, retries, and failover configurations.
Vercel introduces json-render, enabling Chat SDK agents to generate and stream interactive UI components as JSON specs, which are converted into platform-native cards (e.g., Block Kit on Slack, Adaptive Cards on Teams). The system uses a typed component catalog covering tables, charts, buttons, and more, eliminating the need for separate tools. It supports streaming updates with real-time edits every 500 ms, validates component specs against schemas, and enforces platform-specific message limits to prevent content degradation.
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