[
  {
    "date": "2026-11-15",
    "generatedAt": "2026-11-15T06:00:02.018438+00:00",
    "title": "AI Brief · 15.11.2026",
    "intro": "There are no new, previously uncovered stories in the selected period. The archive remains available.",
    "stories": [],
    "collection": {
      "provider": "none",
      "failedSources": [],
      "sourcesOK": 6
    }
  },
  {
    "date": "2026-11-14",
    "generatedAt": "2026-11-14T06:05:11.225852+00:00",
    "title": "AI Brief · 14.11.2026",
    "intro": "A selection from RSS sources. Original titles and excerpts are shown; AI summaries are disabled.",
    "stories": [
      {
        "title": "Build a Robot Pick-and-Place Simulation with SimReady Assets",
        "category": "Tools",
        "published": "2026-11-13",
        "summary": "Original source excerpt (no AI summary): The source does not provide an excerpt; open the article.",
        "why": "An article from Hugging Face about tools. The content has not been independently verified.",
        "try": "Read the original source and assess its relevance to your environment.",
        "sources": [
          {
            "title": "Hugging Face",
            "url": "https://huggingface.co/blog/nvidia/simready-assets-robot-pick-and-place"
          }
        ]
      },
      {
        "title": "Introducing ChatGPT Wallet",
        "category": "News",
        "published": "2026-11-13",
        "summary": "Original source excerpt (no AI summary): Introducing ChatGPT Wallet, a secure way for agents in ChatGPT Work, Codex, and dots to complete purchases with user approval and existing card protections.",
        "why": "An article from OpenAI about news. The content has not been independently verified.",
        "try": "Read the original source and assess its relevance to your environment.",
        "sources": [
          {
            "title": "OpenAI",
            "url": "https://openai.com/index/introducing-chatgpt-wallet"
          }
        ]
      },
      {
        "title": "Build once, run on any agent: A practical guide to agent skills",
        "category": "Software",
        "published": "2026-11-12",
        "summary": "Original source excerpt (no AI summary): Agent skills capture repeatable engineering work in files teams can review and reuse, while tools, project context, and permissions remain specific to the host that runs them. The post Build once, run on any agent: A practical guide to agent skills appeared first on The GitHub Blog .",
        "why": "An article from GitHub about software. The content has not been independently verified.",
        "try": "Read the original source and assess its relevance to your environment.",
        "sources": [
          {
            "title": "GitHub",
            "url": "https://github.blog/ai-and-ml/github-copilot/build-once-run-on-any-agent-a-practical-guide-to-agent-skills/"
          }
        ]
      },
      {
        "title": "The future of work is built by everyone",
        "category": "Practices",
        "published": "2026-11-12",
        "summary": "Original source excerpt (no AI summary): Building automation is getting easier fast. So why keep it locked inside one team? A follow-up on what replaces the central automation team, and what n8n is learning as it opens building up to everyone.",
        "why": "An article from n8n about practices. The content has not been independently verified.",
        "try": "Read the original source and assess its relevance to your environment.",
        "sources": [
          {
            "title": "n8n",
            "url": "https://blog.n8n.io/the-future-of-work-is-built-by-everyone/"
          }
        ]
      },
      {
        "title": "XYBench: Helping with the problem behind the question",
        "category": "Tools",
        "published": "2026-11-13",
        "summary": "Original source excerpt (no AI summary): The source does not provide an excerpt; open the article.",
        "why": "An article from Hugging Face about tools. The content has not been independently verified.",
        "try": "Read the original source and assess its relevance to your environment.",
        "sources": [
          {
            "title": "Hugging Face",
            "url": "https://huggingface.co/blog/allenai/xybench"
          }
        ]
      },
      {
        "title": "Shield helps technicians hand off legacy portal work with OpenAI",
        "category": "News",
        "published": "2026-11-13",
        "summary": "Original source excerpt (no AI summary): Shield uses OpenAI to help IT technicians hand off work in legacy portals. Its Forge agents navigate systems so technicians can focus on issues needing their judgment.",
        "why": "An article from OpenAI about news. The content has not been independently verified.",
        "try": "Read the original source and assess its relevance to your environment.",
        "sources": [
          {
            "title": "OpenAI",
            "url": "https://openai.com/business/customer-stories/shield"
          }
        ]
      },
      {
        "title": "llama.cpp v1.0.0 : A stronger foundation for the local AI ecosystem",
        "category": "Tools",
        "published": "2026-11-13",
        "summary": "Original source excerpt (no AI summary): The source does not provide an excerpt; open the article.",
        "why": "An article from Hugging Face about tools. The content has not been independently verified.",
        "try": "Read the original source and assess its relevance to your environment.",
        "sources": [
          {
            "title": "Hugging Face",
            "url": "https://huggingface.co/blog/ggml-org/llama-cpp-v1"
          }
        ]
      },
      {
        "title": "How Amplitude ships product improvements in 1–2 days with OpenAI",
        "category": "News",
        "published": "2026-11-12",
        "summary": "Original source excerpt (no AI summary): Built primarily on OpenAI models, Amplitude’s proactive product agent, Wave, identifies what to build, helps teams ship changes with coding agents, and measures the impact.",
        "why": "An article from OpenAI about news. The content has not been independently verified.",
        "try": "Read the original source and assess its relevance to your environment.",
        "sources": [
          {
            "title": "OpenAI",
            "url": "https://openai.com/business/customer-stories/amplitude"
          }
        ]
      }
    ],
    "collection": {
      "provider": "none",
      "failedSources": [],
      "sourcesOK": 6
    }
  },
  {
    "date": "2026-11-13",
    "generatedAt": "2026-11-13T21:10:00Z",
    "title": "AI is getting things done. How can you make it part of your day?",
    "intro": "Our first brief brings together highlights from today and the past few days: new coding models, more reliable automation, and practical smart home ideas. Six topics worth your time.",
    "stories": [
      {
        "category": "Tools",
        "title": "Gemini 4 Hydrogen arrives in GitHub Copilot",
        "published": "2026-11-13",
        "summary": "GitHub announced general availability of Google's new Flash model in Copilot. It focuses on fast agentic coding, tool use, and multistep tasks. The rollout is gradual, so the model may not appear in every account yet.",
        "why": "You get another option for everyday tasks directly in your development environment. Claims about improved instruction following come from the vendor; testing it on your own code is the most useful comparison.",
        "try": "Give your current model and Hydrogen the same small bug fix. Compare passing tests, the number of revisions, and actual cost before changing your default model.",
        "sources": [
          {
            "title": "GitHub · Gemini 4 Hydrogen in GitHub Copilot",
            "url": "https://github.blog/changelog/2026-11-13-gemini-4-hydrogen-in-github-copilot/"
          }
        ]
      },
      {
        "category": "Tools",
        "title": "Claude Fable 5.2: another candidate for demanding technical tasks",
        "published": "2026-11-09",
        "summary": "Anthropic introduced Fable 5.2 and Mythos 5.2 with improvements in coding, reasoning, and vision. The company says they share an underlying model, while Mythos has a separate access process for verified cybersecurity and biomedical organizations.",
        "why": "An interesting option for a complex migration or a stubborn bug. Results from internal demonstrations and benchmarks do not guarantee success in your project.",
        "try": "Choose an isolated module with clear tests. Ask for a migration plan, implement it on a separate branch, and review the diff. This is an editorial suggestion for an experiment.",
        "sources": [
          {
            "title": "Anthropic · Claude Fable 5.2 and Mythos 5.2",
            "url": "https://www.anthropic.com/claude-fable-and-mythos-5-2"
          }
        ]
      },
      {
        "category": "Software",
        "title": "n8n adds API key rate limits and safer retries",
        "published": "2026-11-13",
        "summary": "n8n describes public API rate limits per key, with separate limits for reads and writes. When a limit is reached, the client receives a 429 response and Retry-After. The feature is available from 2.47.0, while idempotency keys are available from 2.45.0; rate limiting is off by default.",
        "why": "An AI workflow processing many items can easily send too many requests. Limits and controlled retries reduce the risk of one automation blocking the others.",
        "try": "Add batching and wait according to Retry-After in your AI workflow. For POST requests, use a supported Idempotency-Key so retries do not create duplicate records.",
        "sources": [
          {
            "title": "n8n · Public API rate limits",
            "url": "https://blog.n8n.io/new-in-n8n-public-api-rate-limits-that-keep-every-team-on-your-instance-running/"
          }
        ]
      },
      {
        "category": "Practices",
        "title": "A lesson from Control Room: agents need a central stop mechanism",
        "published": "2026-11-09",
        "summary": "OpenAI describes an internal system for tracking and stopping research AI workloads. Authorization is checked at model execution time, rather than only in each agent's code. This is an infrastructure practice, not an installable product.",
        "why": "For long-running automations, it helps to see which jobs are active and stop further actions from one place.",
        "try": "Editorial idea for work: add a job ID, a step limit, and a central stop flag to your own agent. Check them before each external action and keep a log of the results.",
        "sources": [
          {
            "title": "OpenAI · Control Room",
            "url": "https://openai.com/index/control-room/"
          }
        ]
      },
      {
        "category": "Smart Home",
        "title": "Home Assistant 2026.11 makes home integrations more accessible",
        "published": "2026-11-04",
        "summary": "The November release includes a Marketplace based on HACS, support for Matter cameras and LoRaWAN, and new ways to trace why an automation started. This is context from earlier in the month, not news from the past 24 hours.",
        "why": "Easier integration setup and troubleshooting provide a useful foundation for an AI assistant at home. The Marketplace itself does not automatically turn devices into an AI system.",
        "try": "Editorial idea for home: collect temperatures and daily energy consumption, then have AI produce a short report highlighting unusual readings. Start with read-only access and notifications, then assess which actions are worth automating.",
        "sources": [
          {
            "title": "Home Assistant · 2026.11 release notes",
            "url": "https://www.home-assistant.io/blog/2026/11/04/release-202611/"
          }
        ]
      },
      {
        "category": "News",
        "title": "ChatGPT Wallet shows where agent-assisted shopping is heading",
        "published": "2026-11-13",
        "summary": "OpenAI announced Wallet for agent payments using tokens instead of actual card details. Initial access is through dots for adult ChatGPT Pro users in the US with eligible US-issued cards. Each purchase requires review and approval.",
        "why": "This points to the development of automated shopping. Bulgaria is not included in the announced initial availability.",
        "try": "Local prototype idea: an agent monitors prices and availability of supplies, prepares a comparison, and sends you a purchase suggestion. You can assess the value using ordinary notifications first.",
        "sources": [
          {
            "title": "OpenAI · Introducing ChatGPT Wallet",
            "url": "https://openai.com/index/introducing-chatgpt-wallet/"
          }
        ]
      }
    ]
  }
]
