{
  "profile": "wrs-radar-practice-sample-1",
  "edition": "2026-10-22.1",
  "checked_on": "2026-10-22",
  "source": "https://worldresearchstate.com/data/ai-special.json",
  "source_sha256": "sha256:c2a34453606797c5f2a3d7d32b481a59a9f0081fdfd06082a81008e011bc27e3",
  "scope": "Frozen public reading sample. Announcement dates are not check dates; no new live news or account test is implied.",
  "items": [
    {
      "id": "ai-radar-small-business-1021",
      "title": "A tiny shop does not need more AI drafts. It needs a usable product page.",
      "published": "2026-10-21",
      "topic": "BUSINESS",
      "summary": "Google is rolling out a small-business hub in Gemini. Start with a three-product writing pack: supplied facts, consistent style and a check before anything reaches a customer.",
      "cost": "The announcement gives no complete tariff for this workflow. Check your account limits and any paid connectors before use. The paper exercise below needs no new subscription or connected account.",
      "sources": [
        {
          "label": "Google: new Gemini tools for small businesses (India publication)",
          "url": "https://blog.google/intl/en-in/products/new-gemini-tools-for-small-business-owners/"
        }
      ],
      "reader": "https://worldresearchstate.com/news/ai-radar-small-business-1021/"
    },
    {
      "id": "ai-radar-cache-costs-1020",
      "title": "Pay more once, pay less later? The arithmetic behind a 12-hour AI cache.",
      "published": "2026-10-20",
      "topic": "TECHNOLOGY",
      "summary": "OpenAI added a longer caching option on 20 October. A reusable beginning can reduce repeat input charges, but the larger upfront write needs enough later reuse to earn its place.",
      "cost": "Official documentation gives total write rates of 1.25 times ordinary input for the default 30-minute lifetime and 2.5 times for 12 hours. Cached reads have model-specific prices; output and tools are additional. Obtain actual rates and usage receipts before a paid test.",
      "sources": [
        {
          "label": "OpenAI API: 20 October cache and 21 October service-tier updates",
          "url": "https://developers.openai.com/api/docs/changelog"
        },
        {
          "label": "OpenAI: cache lifetime, matching and billing definitions",
          "url": "https://developers.openai.com/api/docs/guides/prompt-caching"
        }
      ],
      "reader": "https://worldresearchstate.com/news/ai-radar-cache-costs-1020/"
    },
    {
      "id": "ai-radar-coding-workflow-1020",
      "title": "A coding agent can help set up its workspace. You still choose the job.",
      "published": "2026-10-20",
      "topic": "USE",
      "summary": "Claude Code added guided auto-mode setup on 19 October; its 20 October release fixes a request failure introduced in that release. Following the frontier means following the fixes as well as the launch.",
      "cost": "Release notes are not a price list. Check your existing plan and usage limits before a run. The planning exercise needs only a document and an assistant you already have.",
      "sources": [
        {
          "label": "Claude Code v2.1.304: maintainer release notes",
          "url": "https://github.com/anthropics/claude-code/releases/tag/v2.1.304"
        },
        {
          "label": "Claude Code v2.1.305: follow-up release notes",
          "url": "https://github.com/anthropics/claude-code/releases/tag/v2.1.305"
        }
      ],
      "reader": "https://worldresearchstate.com/news/ai-radar-coding-workflow-1020/"
    },
    {
      "id": "ai-radar-deepseek-search-1017",
      "title": "Your assistant can look things up. Now give it a useful beat.",
      "published": "2026-10-17",
      "topic": "TECHNOLOGY",
      "summary": "DeepSeek has opened its own search API and updated V4.1 Flash. The interesting possibility is an assistant that follows a changing subject, rather than answering from yesterday’s knowledge.",
      "cost": "The guide lists Search and Fetch at CNY 5 per 1,000 billable requests each. It says server-side tool calls through DeepSeek Harness, Claude Code and Codex begin charging at 00:00 Beijing time on 1 November 2026. Model use is separate. Check current billing before connecting.",
      "sources": [
        {
          "label": "DeepSeek: 17 October model and search update (Chinese original)",
          "url": "https://api-docs.deepseek.com/zh-cn/updates/"
        },
        {
          "label": "DeepSeek: Search and Fetch guide (Chinese original)",
          "url": "https://api-docs.deepseek.com/zh-cn/guides/search/"
        }
      ],
      "reader": "https://worldresearchstate.com/news/ai-radar-deepseek-search-1017/"
    },
    {
      "id": "ai-radar-voice-1015",
      "title": "Voice AI is learning when to stop talking. That changes what you can practise.",
      "published": "2026-10-15",
      "topic": "TECHNOLOGY",
      "summary": "OpenAI’s GPT-Live-1.1 update is about continuous conversation, including interruptions and pauses. Think of a practice partner you can interrupt, rather than a text box read aloud.",
      "cost": "Use any voice access already included in your plan for the exercise. This source is not an API price list; no per-minute price or free unlimited allowance is asserted here.",
      "sources": [
        {
          "label": "OpenAI: GPT-Live-1.1 system card",
          "url": "https://deploymentsafety.openai.com/gpt-live-1-1"
        }
      ],
      "reader": "https://worldresearchstate.com/news/ai-radar-voice-1015/"
    },
    {
      "id": "ai-radar-app-tools-1015",
      "title": "The new app builder is also a toolkit. Pick one job before picking models.",
      "published": "2026-10-15",
      "topic": "USE",
      "summary": "Lovable’s October update brings voice, web research, creative media and model integrations into its app-building environment. This is a product integration announcement, not proof that every advertised app already works.",
      "cost": "No complete cost for a finished app is supplied here. Separate building credits, ongoing model/tool use and hosting. A paper prototype of the exercise costs no new service fees.",
      "sources": [
        {
          "label": "Lovable: new AI models and tools in apps",
          "url": "https://lovable.dev/blog/ai-models-and-tools-in-lovable"
        }
      ],
      "reader": "https://worldresearchstate.com/news/ai-radar-app-tools-1015/"
    },
    {
      "id": "ai-radar-growth-tools-1014",
      "title": "AI can build your app. The harder next question is who will come back.",
      "published": "2026-10-14",
      "topic": "BUSINESS",
      "summary": "Lovable is adding growth planning and campaign tools alongside app building. It makes the next stage visible: finding the people whose problem you solve.",
      "cost": "Lovable says planning and creative work consume its credits, while ad spending is billed by Google or Meta. It says campaigns require approval before going live. Check actual billing before any use.",
      "sources": [
        {
          "label": "Lovable: introducing growth tools",
          "url": "https://lovable.dev/blog/introducing-growth-tools"
        }
      ],
      "reader": "https://worldresearchstate.com/news/ai-radar-growth-tools-1014/"
    },
    {
      "id": "ai-radar-independent-evaluators-1015",
      "title": "Who gets to look behind an AI company’s benchmark chart?",
      "published": "2026-10-15",
      "topic": "EVIDENCE",
      "summary": "Anthropic says it is giving a METR team employee-like access for independent evaluation. This is a change in how evidence can be obtained, not a new certificate that a model is safe or correct.",
      "cost": "Reading the announcement is free. It does not offer free model access or an evaluation service to WRS readers.",
      "sources": [
        {
          "label": "Anthropic: an update on independent evaluators",
          "url": "https://www.anthropic.com/news/an-update-on-independent-evaluators"
        }
      ],
      "reader": "https://worldresearchstate.com/news/ai-radar-independent-evaluators-1015/"
    }
  ]
}