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    <title>DEV Community: TEKTHRILL</title>
    <description>The latest articles on DEV Community by TEKTHRILL (@tekthrill).</description>
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    <item>
      <title>ChatGPT Now Limits Paid Accounts Per Card and Device, Plus One Shared ChatGPT-Codex Allowance From December</title>
      <dc:creator>TEKTHRILL</dc:creator>
      <pubDate>Mon, 02 Nov 2026 04:10:09 +0000</pubDate>
      <link>https://dev.to/tekthrill/chatgpt-now-limits-paid-accounts-per-card-and-device-plus-one-shared-chatgpt-codex-allowance-from-1jce</link>
      <guid>https://dev.to/tekthrill/chatgpt-now-limits-paid-accounts-per-card-and-device-plus-one-shared-chatgpt-codex-allowance-from-1jce</guid>
      <description>&lt;p&gt;&lt;em&gt;Originally published at &lt;a href="https://tekthrill.com/blog/chatgpt-card-device-limits-shared-codex-usage-india/" rel="noopener noreferrer"&gt;https://tekthrill.com/blog/chatgpt-card-device-limits-shared-codex-usage-india/&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;If your office pays for ChatGPT with one company card, or your team keeps a few paid accounts on one laptop, two changes from OpenAI matter to you this month. First, ChatGPT now limits how many paid accounts can share one payment card or one device. Second, from December, Plus, Pro and Business plans will draw ChatGPT and Codex usage from one shared allowance. Here is what OpenAI's own help pages say, what has been reported, and a simple plan for Indian teams. Every fact is linked.&lt;/p&gt;

&lt;h2&gt;
  
  
  1. What changed, in one minute
&lt;/h2&gt;

&lt;p&gt;On November 1, 2026, The Decoder reported that OpenAI is adding card and device limits to ChatGPT "as part of its security measures" (&lt;a href="https://the-decoder.com/openai-is-steering-chatgpt-users-toward-more-paid-usage/" rel="noopener noreferrer"&gt;The Decoder&lt;/a&gt;). The same day it reported that, starting in December, Plus, Pro and Business plans will share one token budget across ChatGPT and Codex, citing an updated OpenAI support page (&lt;a href="https://the-decoder.com/openais-upcoming-chat-and-work-merger-in-chatgpt-signals-the-end-of-all-you-can-prompt-pricing/" rel="noopener noreferrer"&gt;The Decoder&lt;/a&gt;). Both changes are described on OpenAI's Help Center:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;a href="https://help.openai.com/en/articles/20001559-understanding-card-and-device-limits-in-chatgpt" rel="noopener noreferrer"&gt;Understanding card and device limits in ChatGPT&lt;/a&gt;: what happens when too many subscriptions sit on one card or device.&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://help.openai.com/en/articles/20001625-understanding-chatgpt-and-codex-usage-limits" rel="noopener noreferrer"&gt;Understanding ChatGPT and Codex usage limits&lt;/a&gt;: how the shared allowance will work from December.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;A post on OpenAI's developer community forum on November 1 also flagged the December change ahead of time and linked to the same help page (&lt;a href="https://community.openai.com/t/usage-allowance-will-be-shared-across-chatgpt-and-codex/1411558" rel="noopener noreferrer"&gt;OpenAI Developer Community&lt;/a&gt;).&lt;/p&gt;

&lt;h2&gt;
  
  
  2. The new card and device limits
&lt;/h2&gt;

&lt;p&gt;OpenAI says ChatGPT uses card and device limits "as part of its privacy and security protections." In practice, according to the help page (&lt;a href="https://help.openai.com/en/articles/20001559-understanding-card-and-device-limits-in-chatgpt" rel="noopener noreferrer"&gt;OpenAI Help Center&lt;/a&gt;):&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Card limit:&lt;/strong&gt; if too many subscriptions are linked to the same payment card or device, ChatGPT may block a new purchase. Checkout then shows: "Too many subscriptions associated with this card or device. We can't complete this purchase." OpenAI notes this is not a bank decline.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Device limit:&lt;/strong&gt; ChatGPT also limits how many paid accounts can be used on one device. If you see &lt;strong&gt;Device limit reached&lt;/strong&gt;, that paid account cannot be used on that device. The warning can appear at sign-in, or you can be signed out after a later check, "even if the purchase went through and the account worked at first."&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Which plans count:&lt;/strong&gt; ChatGPT Go, Plus, Pro 100, Pro 200 and Pro 500. Free accounts and the Business, Enterprise and Edu workspace plans do not count toward the device limit.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Signing out does not free a slot:&lt;/strong&gt; the device limit is separate from how many accounts are signed in at once.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Credits will not fix it:&lt;/strong&gt; buying credits or resetting usage "won't clear a card or device restriction."&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;OpenAI does not publish the exact number of accounts allowed per card or per device on that page, so we will not guess one. It does say that subscriptions bought before these restrictions take effect can continue under an "existing-subscription exception," but cancelling one does not guarantee you can replace it.&lt;/p&gt;

&lt;p&gt;The Decoder's reading is that the policy will mostly hit people who switch between several cheap paid accounts on one device to get more usage, and that OpenAI points them to credits or usage resets instead (&lt;a href="https://the-decoder.com/openai-is-steering-chatgpt-users-toward-more-paid-usage/" rel="noopener noreferrer"&gt;The Decoder&lt;/a&gt;).&lt;/p&gt;

&lt;h2&gt;
  
  
  3. From December: one allowance for ChatGPT and Codex
&lt;/h2&gt;

&lt;p&gt;The second change is about how much you can use, not how many accounts you hold. OpenAI's help page says that starting in December, the usage allowance on Plus, Pro and Business plans "will be shared across ChatGPT and Codex as we bring the agentic capabilities of Work into the main ChatGPT experience" (&lt;a href="https://help.openai.com/en/articles/20001625-understanding-chatgpt-and-codex-usage-limits" rel="noopener noreferrer"&gt;OpenAI Help Center&lt;/a&gt;). Key points from that page:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Usage will be measured in &lt;strong&gt;tokens&lt;/strong&gt;. More advanced models and complex tasks generally use more of your allowance.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Instant chat will not draw from your usage.&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;You will see your combined remaining usage and reset times in &lt;strong&gt;Settings → Usage&lt;/strong&gt;.&lt;/li&gt;
&lt;li&gt;If you hit the limit, you can wait for the reset, upgrade your plan, or buy credits for eligible features.&lt;/li&gt;
&lt;li&gt;OpenAI says: "We expect most users won't need to wait for their usage to reset more often than they do now."&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Not everyone is convinced. On OpenAI's own community forum, paying users have posted concerns that heavy chat use could now eat into their coding budget in Codex (&lt;a href="https://community.openai.com/t/usage-allowance-will-be-shared-across-chatgpt-and-codex/1411558" rel="noopener noreferrer"&gt;OpenAI Developer Community&lt;/a&gt;). The Decoder notes that OpenAI recently doubled usage limits on higher-priced plans, "presumably to prepare for the merger" (&lt;a href="https://the-decoder.com/openais-upcoming-chat-and-work-merger-in-chatgpt-signals-the-end-of-all-you-can-prompt-pricing/" rel="noopener noreferrer"&gt;The Decoder&lt;/a&gt;). How much this changes your day will depend on how you use the two tools, and we will only know for sure once it rolls out.&lt;/p&gt;

&lt;h2&gt;
  
  
  4. Who in India is most likely to notice
&lt;/h2&gt;

&lt;p&gt;These are our own examples, based on the rules above:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Your setup&lt;/th&gt;
&lt;th&gt;What may happen&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;One company or founder's card paying for several staff Plus or Pro accounts&lt;/td&gt;
&lt;td&gt;A new purchase on that card can be blocked by the card limit, even if each person uses their own laptop (OpenAI's help page mentions this shared-card case).&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;An agency or freelancer keeping several paid client or personal accounts on one laptop&lt;/td&gt;
&lt;td&gt;One of them may show "Device limit reached" and stop working on that machine.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;A shared office PC, family computer or cyber cafe where different people sign in to their own paid accounts&lt;/td&gt;
&lt;td&gt;OpenAI says a shared household or public device "can also reach a limit" when people use their own accounts.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Developers who use ChatGPT for research and Codex for coding on one plan&lt;/td&gt;
&lt;td&gt;From December both draw on one token allowance, so a heavy chat day can leave less for Codex, and the other way round.&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  5. What to do now: a simple checklist
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Count your paid accounts.&lt;/strong&gt; List who uses ChatGPT Go, Plus or Pro in your team, which card pays for each, and which devices they sign in on.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Move teams to a workspace plan.&lt;/strong&gt; If several people share one card, a Business workspace is the cleaner route: OpenAI says Business, Enterprise and Edu workspace plans do not count toward the device limit.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Stop account-hopping on one machine.&lt;/strong&gt; Do not keep three paid accounts on one laptop to stretch limits. Signing out does not free a slot, and you may be signed out later.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Do not panic-cancel.&lt;/strong&gt; Existing subscriptions can continue under the existing-subscription exception, and OpenAI warns that cancelling one does not guarantee you can buy another. Ask Support first if unsure.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Know the two error messages.&lt;/strong&gt; "Too many subscriptions associated with this card or device" is a ChatGPT block, not your bank. "Device limit reached" means that account cannot be used on that device.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Watch Settings → Usage from December.&lt;/strong&gt; Note how fast heavy reasoning and Codex tasks use the shared allowance, and use Instant chat for quick questions, since OpenAI says it will not draw from your usage.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;If you think a block is wrong, ask Support.&lt;/strong&gt; Share the warning text, your plan and whether you were charged. Never share passwords, one-time codes or full card details, as OpenAI itself advises.&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  6. The bottom line
&lt;/h2&gt;

&lt;p&gt;ChatGPT is moving from "buy another account" to "manage one account well." For a small Indian business, that means one clean plan per team, no account juggling on shared machines, and a monthly look at usage once ChatGPT and Codex share one allowance in December. If you are weighing which OpenAI tools are worth paying for, our earlier guides on &lt;a href="https://tekthrill.com/blog/gpt-6-1-terra-ai-computer-use-indian-business/" rel="noopener noreferrer"&gt;GPT-6.1 Terra&lt;/a&gt; and &lt;a href="https://tekthrill.com/blog/chatgpt-ads-89-countries-india-guide/" rel="noopener noreferrer"&gt;ChatGPT ads in India&lt;/a&gt; may help.&lt;/p&gt;

&lt;h2&gt;
  
  
  FAQ
&lt;/h2&gt;

&lt;h3&gt;
  
  
  What are ChatGPT's new card and device limits?
&lt;/h3&gt;

&lt;p&gt;ChatGPT may block a new subscription if too many subscriptions are tied to one payment card or device, and it limits how many paid accounts can be used on one device. The limits are explained on OpenAI's Help Center page about card and device limits.&lt;/p&gt;

&lt;h3&gt;
  
  
  Which ChatGPT plans count toward the device limit?
&lt;/h3&gt;

&lt;p&gt;ChatGPT Go, Plus, Pro 100, Pro 200 and Pro 500 count. ChatGPT Free and the Business, Enterprise and Edu workspace plans do not, according to OpenAI's Help Center.&lt;/p&gt;

&lt;h3&gt;
  
  
  Will buying credits remove a device limit?
&lt;/h3&gt;

&lt;p&gt;No. OpenAI says buying credits or resetting usage won't clear a card or device restriction. Credits only pay for extra usage on an account you can already use.&lt;/p&gt;

&lt;h3&gt;
  
  
  What changes for ChatGPT and Codex in December?
&lt;/h3&gt;

&lt;p&gt;From December, Plus, Pro and Business plans will share one usage allowance across ChatGPT and Codex, measured in tokens. Instant chat will not count, and you can check combined usage in Settings, then Usage.&lt;/p&gt;

&lt;h3&gt;
  
  
  Is "Too many subscriptions associated with this card" a bank decline?
&lt;/h3&gt;

&lt;p&gt;No. OpenAI says that message means ChatGPT blocked the purchase because of a card or device restriction. It is different from a card declined by your bank.&lt;/p&gt;

&lt;h2&gt;
  
  
  Setting up AI tools for your team?
&lt;/h2&gt;

&lt;p&gt;TEKTHRILL is a Surat software company that builds AI and productivity apps for Indian businesses. If you want help choosing and setting up AI tools for your team without wasted subscriptions, write to us at &lt;a href="mailto:info@tekthrill.com"&gt;info@tekthrill.com&lt;/a&gt;. You can also try our free apps first.&lt;/p&gt;

&lt;p&gt;&lt;a href="mailto:info@tekthrill.com?subject=AI%20tools%20for%20our%20team"&gt;Email TEKTHRILL&lt;/a&gt;&lt;br&gt;
&lt;a href="https://tekthrill.com/#ecosystem" rel="noopener noreferrer"&gt;See our apps&lt;/a&gt;&lt;br&gt;
&lt;a href="https://www.youtube.com/@tekthrill?sub_confirmation=1" rel="noopener noreferrer"&gt;Subscribe on YouTube&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Sources
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;OpenAI Help Center: &lt;a href="https://help.openai.com/en/articles/20001559-understanding-card-and-device-limits-in-chatgpt" rel="noopener noreferrer"&gt;Understanding card and device limits in ChatGPT (checked November 2, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;OpenAI Help Center: &lt;a href="https://help.openai.com/en/articles/20001625-understanding-chatgpt-and-codex-usage-limits" rel="noopener noreferrer"&gt;Understanding ChatGPT and Codex usage limits (checked November 2, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;The Decoder: &lt;a href="https://the-decoder.com/openai-is-steering-chatgpt-users-toward-more-paid-usage/" rel="noopener noreferrer"&gt;OpenAI is steering ChatGPT users toward more paid usage (Nov 1, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;The Decoder: &lt;a href="https://the-decoder.com/openais-upcoming-chat-and-work-merger-in-chatgpt-signals-the-end-of-all-you-can-prompt-pricing/" rel="noopener noreferrer"&gt;OpenAI's upcoming chat-and-work merger in ChatGPT signals the end of all-you-can-prompt pricing (Nov 1, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;OpenAI Developer Community: &lt;a href="https://community.openai.com/t/usage-allowance-will-be-shared-across-chatgpt-and-codex/1411558" rel="noopener noreferrer"&gt;Usage allowance will be shared across ChatGPT and Codex (thread started Nov 1, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;The rules described here are from OpenAI's Help Center pages, checked on November 2, 2026; OpenAI may update them, and the shared ChatGPT-Codex allowance only starts in December. The Decoder's views are attributed to it. The examples in section 4 and the checklist are our own suggestions. This article is general information, not financial or legal advice. The cover image is our own illustration.&lt;/p&gt;

</description>
      <category>chatgpt</category>
      <category>ai</category>
      <category>openai</category>
      <category>india</category>
    </item>
    <item>
      <title>India's New Playbook for Sharing AI Training Data: What MeitY's DEPA Handbook Means for Your Business</title>
      <dc:creator>TEKTHRILL</dc:creator>
      <pubDate>Sun, 01 Nov 2026 04:08:34 +0000</pubDate>
      <link>https://dev.to/tekthrill/indias-new-playbook-for-sharing-ai-training-data-what-meitys-depa-handbook-means-for-your-7c1</link>
      <guid>https://dev.to/tekthrill/indias-new-playbook-for-sharing-ai-training-data-what-meitys-depa-handbook-means-for-your-7c1</guid>
      <description>&lt;p&gt;&lt;em&gt;Originally published at &lt;a href="https://tekthrill.com/blog/depa-ai-training-handbook-meity-india/" rel="noopener noreferrer"&gt;https://tekthrill.com/blog/depa-ai-training-handbook-meity-india/&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Yesterday we wrote about &lt;a href="https://tekthrill.com/blog/shared-ai-training-opt-out-robots-txt-india/" rel="noopener noreferrer"&gt;the new robots.txt line that lets websites say no to AI training&lt;/a&gt;. That was about keeping your content out of AI models. India's IT ministry has now published the other half of the story: a framework for sharing data with AI developers safely, when you want to. If your business holds valuable data, or wants to build AI on someone else's data, this handbook is worth ten minutes of your time. Here is what it says, in plain words. Every fact is linked.&lt;/p&gt;

&lt;h2&gt;
  
  
  1. What was launched on October 31
&lt;/h2&gt;

&lt;p&gt;The Ministry of Electronics and Information Technology (MeitY) launched the &lt;strong&gt;Handbook on Data Empowerment and Protection Architecture (DEPA) for AI Training&lt;/strong&gt; on Saturday, October 31, 2026, at a roundtable in Bengaluru, according to reports by &lt;a href="https://www.business-standard.com/industry/news/meity-launches-depa-handbook-to-enable-secure-data-sharing-for-ai-training-126103100585_1.html" rel="noopener noreferrer"&gt;PTI (via Business Standard)&lt;/a&gt; and &lt;a href="https://www.aninews.in/news/business/meity-launches-depa-handbook-to-enable-secure-data-sharing-for-ai-training20261031142428" rel="noopener noreferrer"&gt;ANI&lt;/a&gt;.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;It was unveiled by &lt;strong&gt;S Krishnan, Secretary, MeitY&lt;/strong&gt;, and developed with support from the &lt;strong&gt;iSPIRT Foundation&lt;/strong&gt; (&lt;a href="https://www.business-standard.com/industry/news/meity-launches-depa-handbook-to-enable-secure-data-sharing-for-ai-training-126103100585_1.html" rel="noopener noreferrer"&gt;PTI&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;The official release, as quoted by PTI, says the framework "combines contractual permissions, controlled computing environments and privacy-enhancing safeguards" and adds data provenance, so the "origin, permissions and use of data" can be traced through training.&lt;/li&gt;
&lt;li&gt;Krishnan said: "India's AI ambitions must be matched by the ability to use data responsibly and securely," and that MeitY is committed to taking the framework forward (&lt;a href="https://www.etvbharat.com/en/bharat/govt-launches-handbook-on-depa-for-ai-training-enn26103101486" rel="noopener noreferrer"&gt;ETV Bharat&lt;/a&gt;).&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The roundtable brought together people from government, industry, academia and research, &lt;a href="https://www.thehindubusinessline.com/info-tech/meity-launches-depa-handbook-to-enable-secure-data-sharing-for-ai-training/article71648821.ece" rel="noopener noreferrer"&gt;The Hindu BusinessLine&lt;/a&gt; reports (ANI copy).&lt;/p&gt;

&lt;h2&gt;
  
  
  2. The big idea: the model travels to the data
&lt;/h2&gt;

&lt;p&gt;Today, if a startup wants to train an AI model on, say, hospital scans or bank transactions, the usual route is to get a copy of the data. Most data holders say no, because of privacy, confidentiality and legal risk. MeitY's release names exactly these worries ("privacy, confidentiality, intellectual property and institutional control") as the reasons data sharing stalls (&lt;a href="https://www.etvbharat.com/en/bharat/govt-launches-handbook-on-depa-for-ai-training-enn26103101486" rel="noopener noreferrer"&gt;ETV Bharat&lt;/a&gt;). The handbook calls this the "Data Deadlock" (&lt;a href="https://www.meity.gov.in/static/uploads/2026/10/02d8224e4cd6c8c29be5a5198e795158.pdf" rel="noopener noreferrer"&gt;MeitY handbook&lt;/a&gt;).&lt;/p&gt;

&lt;p&gt;DEPA flips the direction. Principal Scientific Adviser Ajay Kumar Sood summed it up at the launch: "Under DEPA, the model travels to the data, rather than the data travelling to the model." He said this enables "trusted, multi-party and cross-border data collaboration" (&lt;a href="https://enterpriseai.economictimes.indiatimes.com/news/industry/meity-launches-depa-framework-to-enable-trusted-data-sharing-for-ai-training/135399445" rel="noopener noreferrer"&gt;ETEnterpriseAI&lt;/a&gt;, &lt;a href="https://www.aninews.in/news/business/meity-launches-depa-handbook-to-enable-secure-data-sharing-for-ai-training20261031142428" rel="noopener noreferrer"&gt;ANI&lt;/a&gt;).&lt;/p&gt;

&lt;p&gt;In other words, the data owner keeps the data. The AI developer sends its model, or its training job, into a locked environment, and gets back a trained model, not the raw records.&lt;/p&gt;

&lt;h2&gt;
  
  
  3. How DEPA for AI Training works
&lt;/h2&gt;

&lt;p&gt;The &lt;a href="https://www.meity.gov.in/static/uploads/2026/10/02d8224e4cd6c8c29be5a5198e795158.pdf" rel="noopener noreferrer"&gt;handbook PDF on MeitY's website&lt;/a&gt; describes two main roles and four technical building blocks.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Training Data Providers (TDPs):&lt;/strong&gt; institutions that hold valuable data. The handbook's examples are hospitals, banks and public agencies.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Training Data Consumers (TDCs):&lt;/strong&gt; the people who build AI, which the handbook lists as startups, researchers and enterprises.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The building blocks are:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Data Exchange Platform:&lt;/strong&gt; where datasets are listed and requested. The handbook says it can also offer anonymisation, encryption and even GPU infrastructure "as a service".&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Secure Data Environment:&lt;/strong&gt; a "neutral and secure environment for computations", so the provider's raw data stays protected and is not exposed to the AI developer.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Electronic contracts:&lt;/strong&gt; machine-readable agreements that state what the data may be used for, and are enforced by the system, not just on paper.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Differential privacy:&lt;/strong&gt; a mathematical technique that lets a model learn overall patterns while making it, in the handbook's words, "practically impossible to re-identify any individual data point". Training runs within an allocated "privacy budget".&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The handbook offers two options. In the first, the data provider anonymises the data before it reaches the platform. In the second, the platform's secure environment handles anonymisation and encryption of the raw data itself. It also proposes an &lt;strong&gt;oversight body&lt;/strong&gt; to set privacy, ethics and security standards, register eligible participants, oversee the data-sharing process and handle disputes, aligned with the IT Act, 2000 and the DPDP Act, 2023.&lt;/p&gt;

&lt;h2&gt;
  
  
  4. Who it could help
&lt;/h2&gt;

&lt;p&gt;The handbook points to healthcare, financial services, education, agriculture and geospatial data as areas where India's data is spread across many walls. It also says the framework works alongside national data platforms such as AI Kosh, API Setu and Open Government Data (&lt;a href="https://www.meity.gov.in/static/uploads/2026/10/02d8224e4cd6c8c29be5a5198e795158.pdf" rel="noopener noreferrer"&gt;MeitY handbook&lt;/a&gt;).&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;AI startups and researchers&lt;/strong&gt; could get access to large, India-specific datasets they could never buy or copy outright.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Data holders&lt;/strong&gt; such as hospitals, lenders, insurers and large companies could let others build on their data while keeping control, with a contract and an audit trail.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Everyone else&lt;/strong&gt; could get AI tools that understand Indian conditions better. The handbook warns that AI trained on "limited, foreign datasets" can carry biases.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The people behind it are thinking big. iSPIRT co-founder Sharad Sharma compared the launch's importance to the announcement of UPI in February 2016, and Infosys co-founder Kris Gopalakrishnan said it could help researchers reach diverse datasets while protecting the rights of data custodians (&lt;a href="https://www.aninews.in/news/business/meity-launches-depa-handbook-to-enable-secure-data-sharing-for-ai-training20261031142428" rel="noopener noreferrer"&gt;ANI&lt;/a&gt;).&lt;/p&gt;

&lt;h2&gt;
  
  
  5. What it is not (yet)
&lt;/h2&gt;

&lt;p&gt;It helps to be clear about what changed on October 31 and what did not.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;It is a handbook, not a law.&lt;/strong&gt; The document on MeitY's site is marked "Draft for Discussion" and calls itself "a living resource that evolves alongside the DEPA framework", inviting "actionable recommendations" (&lt;a href="https://www.meity.gov.in/static/uploads/2026/10/02d8224e4cd6c8c29be5a5198e795158.pdf" rel="noopener noreferrer"&gt;MeitY handbook&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;The full system is still being built.&lt;/strong&gt; The oversight body is a proposal in the handbook. A case study by the &lt;a href="https://dial.global/research/secure-environment-for-ai-training/" rel="noopener noreferrer"&gt;Digital Impact Alliance&lt;/a&gt;, published in May 2026, described DEPA for Training as being "in the pilot stage, led by iSPIRT".&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Your DPDP duties do not change.&lt;/strong&gt; The handbook says DEPA is meant to align with the DPDP Act, 2023. Any personal data you share still needs a proper legal basis.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  6. What Indian businesses can do now
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Know what data you hold.&lt;/strong&gt; Make a simple list: customer records, transactions, images, sensor or machine data. Mark what is personal, what is confidential and what could be shared in aggregate.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Do not rely on "anonymised" alone.&lt;/strong&gt; The handbook warns that traditional anonymisation is "increasingly insufficient". If you share data for AI today, prefer setups where the raw data never leaves your control.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;If you build AI, plan for "model-to-data".&lt;/strong&gt; Write your training code so it can run inside someone else's secure environment. That makes you a much easier partner for a hospital or a bank.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Put purpose in writing.&lt;/strong&gt; Whatever the platform, agree in a contract what the data may be used for, for how long, and what you get back.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Read the handbook and give feedback.&lt;/strong&gt; MeitY says it welcomes recommendations. Industry bodies and startups that respond early can shape the rules.&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  7. The bottom line
&lt;/h2&gt;

&lt;p&gt;India built UPI so that money could move safely between banks. DEPA for AI Training tries to do something similar for data used in AI: let it be used without being handed over. It is early, and much depends on how the platforms and the oversight body are built. But the direction is clear, and businesses that sort out their data now will be ready when the doors open. For the opposite case, keeping your website content out of AI training, read our guide to &lt;a href="https://tekthrill.com/blog/shared-ai-training-opt-out-robots-txt-india/" rel="noopener noreferrer"&gt;the shared robots.txt opt-out&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  FAQ
&lt;/h2&gt;

&lt;h3&gt;
  
  
  What is DEPA for AI Training?
&lt;/h3&gt;

&lt;p&gt;It is a framework from India's IT ministry, MeitY, for sharing data to train AI models while protecting privacy and control. The handbook was launched on October 31, 2026, in Bengaluru, with support from the iSPIRT Foundation.&lt;/p&gt;

&lt;h3&gt;
  
  
  What does "the model travels to the data" mean?
&lt;/h3&gt;

&lt;p&gt;Instead of copying data to the AI developer, the developer's model is trained inside a secure environment where the data stays. The data owner keeps the raw data, and the developer gets back a trained model.&lt;/p&gt;

&lt;h3&gt;
  
  
  Is DEPA for AI Training mandatory?
&lt;/h3&gt;

&lt;p&gt;No. The handbook is a framework, not a law. The version on MeitY's website is marked "Draft for Discussion" and MeitY invites recommendations on it.&lt;/p&gt;

&lt;h3&gt;
  
  
  Who can use it?
&lt;/h3&gt;

&lt;p&gt;The handbook describes Training Data Providers, such as hospitals, banks and public agencies, and Training Data Consumers, such as startups, researchers and enterprises. Registration of participants is one of the jobs of a proposed oversight body.&lt;/p&gt;

&lt;h3&gt;
  
  
  Does it replace the DPDP Act?
&lt;/h3&gt;

&lt;p&gt;No. The handbook says DEPA for Training is meant to align with the IT Act, 2000 and the DPDP Act, 2023. Your existing data protection duties still apply.&lt;/p&gt;

&lt;h2&gt;
  
  
  Planning AI on your own business data?
&lt;/h2&gt;

&lt;p&gt;TEKTHRILL is a Surat software company that builds AI and productivity apps for Indian businesses. If you want help working out which of your data could power AI, and how to keep it safe, write to us at &lt;a href="mailto:info@tekthrill.com"&gt;info@tekthrill.com&lt;/a&gt;. You can also try our free apps first.&lt;/p&gt;

&lt;p&gt;&lt;a href="mailto:info@tekthrill.com?subject=AI%20on%20our%20data"&gt;Email TEKTHRILL&lt;/a&gt;&lt;br&gt;
&lt;a href="https://tekthrill.com/#ecosystem" rel="noopener noreferrer"&gt;See our apps&lt;/a&gt;&lt;br&gt;
&lt;a href="https://www.youtube.com/@tekthrill?sub_confirmation=1" rel="noopener noreferrer"&gt;Subscribe on YouTube&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Sources
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;MeitY: &lt;a href="https://www.meity.gov.in/static/uploads/2026/10/02d8224e4cd6c8c29be5a5198e795158.pdf" rel="noopener noreferrer"&gt;Data Empowerment and Protection Architecture (DEPA) for AI Training, handbook PDF (Draft for Discussion)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Business Standard (PTI): &lt;a href="https://www.business-standard.com/industry/news/meity-launches-depa-handbook-to-enable-secure-data-sharing-for-ai-training-126103100585_1.html" rel="noopener noreferrer"&gt;MeitY launches DEPA handbook to enable secure data sharing for AI training (Oct 31, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;ANI: &lt;a href="https://www.aninews.in/news/business/meity-launches-depa-handbook-to-enable-secure-data-sharing-for-ai-training20261031142428" rel="noopener noreferrer"&gt;MeitY launches DEPA handbook to enable secure data sharing for AI training (Oct 31, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;The Hindu BusinessLine (ANI): &lt;a href="https://www.thehindubusinessline.com/info-tech/meity-launches-depa-handbook-to-enable-secure-data-sharing-for-ai-training/article71648821.ece" rel="noopener noreferrer"&gt;MeitY launches DEPA handbook to enable secure data sharing for AI training (Oct 31, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;ETEnterpriseAI (The Economic Times): &lt;a href="https://enterpriseai.economictimes.indiatimes.com/news/industry/meity-launches-depa-framework-to-enable-trusted-data-sharing-for-ai-training/135399445" rel="noopener noreferrer"&gt;MeitY launches DEPA framework to enable trusted data sharing for AI training (Oct 31, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;ETV Bharat: &lt;a href="https://www.etvbharat.com/en/bharat/govt-launches-handbook-on-depa-for-ai-training-enn26103101486" rel="noopener noreferrer"&gt;Govt launches handbook on Data Empowerment and Protection Architecture for AI training (Oct 31, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Digital Impact Alliance: &lt;a href="https://dial.global/research/secure-environment-for-ai-training/" rel="noopener noreferrer"&gt;DEPA for Training: A secure, consent-based environment for AI training (May 6, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Details of the framework (roles, building blocks, the two anonymisation options and the proposed oversight body) are from the handbook PDF on MeitY's website, checked on November 1, 2026; it is marked as a draft for discussion and may change. Quotes from the launch are as reported by PTI, ANI, ETV Bharat and ETEnterpriseAI. This article is general information, not legal advice. The cover image is our own illustration.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>india</category>
      <category>privacy</category>
      <category>machinelearning</category>
    </item>
    <item>
      <title>One robots.txt Line to Say No to AI Training: What OpenAI, Google, Microsoft and Anthropic Just Agreed</title>
      <dc:creator>TEKTHRILL</dc:creator>
      <pubDate>Sat, 31 Oct 2026 01:19:42 +0000</pubDate>
      <link>https://dev.to/tekthrill/one-robotstxt-line-to-say-no-to-ai-training-what-openai-google-microsoft-and-anthropic-just-2odc</link>
      <guid>https://dev.to/tekthrill/one-robotstxt-line-to-say-no-to-ai-training-what-openai-google-microsoft-and-anthropic-just-2odc</guid>
      <description>&lt;p&gt;&lt;em&gt;Originally published at &lt;a href="https://tekthrill.com/blog/shared-ai-training-opt-out-robots-txt-india/" rel="noopener noreferrer"&gt;https://tekthrill.com/blog/shared-ai-training-opt-out-robots-txt-india/&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Yesterday we wrote about &lt;a href="https://tekthrill.com/blog/meta-business-terms-website-crawling-india/" rel="noopener noreferrer"&gt;Meta's new business terms and its website crawlers&lt;/a&gt;, and how every AI company asks you to block its crawler by a different name. On October 30, 2026, OpenAI, Google and Microsoft announced they will support one shared signal instead, and Anthropic, whose standards lead wrote the proposal, says it has already started building support. If your business has a website, a blog or an online catalogue, this is the simplest way yet to tell AI companies whether they may train their models on your pages. Here is what it is, what it is not, and what to do. Every fact is linked.&lt;/p&gt;

&lt;h2&gt;
  
  
  1. What was announced on October 30
&lt;/h2&gt;

&lt;p&gt;The signal is a new "policy token" for robots.txt, the plain text file at the root of a website that tells automated visitors what they may do. It comes from an Internet-Draft, &lt;a href="https://datatracker.ietf.org/doc/draft-kelley-aipref-training-preference-signal/" rel="noopener noreferrer"&gt;draft-kelley-aipref-training-preference-signal&lt;/a&gt;, filed at the Internet Engineering Task Force (IETF), the body that writes many of the internet's technical standards. &lt;a href="https://www.theverge.com/tech/1023763/openai-google-microsoft-ai-scraping-standard-opt-out" rel="noopener noreferrer"&gt;The Verge&lt;/a&gt; reports that its author, Kevin Kelley, is a technical lead for standards at Anthropic.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Google&lt;/strong&gt; said it plans to support "a shared AI training control in robots.txt" so websites can "express their AI training preferences across multiple AI providers in a single step" (&lt;a href="https://developers.google.com/search/blog/2026/10/ai-training-control" rel="noopener noreferrer"&gt;Google Search Central Blog&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;OpenAI&lt;/strong&gt; said it "will honor a common signal in robots.txt" about the use of content for "foundational generative AI training" (&lt;a href="https://openai.com/index/helping-websites-express-ai-training-preferences/" rel="noopener noreferrer"&gt;OpenAI&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Microsoft&lt;/strong&gt; said it is "working with other industry participants to bring a shared AI training preference to site owners and publishers" (&lt;a href="https://blogs.bing.com/search/2026/10/your-content-your-choice-clearer-preferences-for-training-and-grounding/" rel="noopener noreferrer"&gt;Microsoft Bing Blog&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Anthropic:&lt;/strong&gt; Kelley wrote on the IETF mailing list that "Anthropic has already started implementing support for this draft", adding that it will take time to cover all its services (&lt;a href="https://mailarchive.ietf.org/arch/msg/ai-control/mddjatOxSR0h6GmLRBWlc839c7w/" rel="noopener noreferrer"&gt;IETF ai-control list&lt;/a&gt;).&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Until now, a site that wanted to opt out of AI training had to list each company's crawler or control by name and keep that list up to date. As &lt;a href="https://www.seroundtable.com/google-ai-training-control-42430.html" rel="noopener noreferrer"&gt;Search Engine Roundtable&lt;/a&gt; puts it, the new control lets publishers state their preference "in a single step in robots.txt, instead of listing each one individually."&lt;/p&gt;

&lt;h2&gt;
  
  
  2. How the shared line works
&lt;/h2&gt;

&lt;p&gt;The token is &lt;code&gt;__usage_ai-training&lt;/code&gt;. It goes in the place where a crawler's name normally goes. This example comes straight from the draft:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight apache"&gt;&lt;code&gt;&lt;span class="nc"&gt;User&lt;/span&gt;-Agent: __usage_ai-training
Disallow: /
&lt;span class="nc"&gt;Allow&lt;/span&gt;: /press-kit/
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;According to the &lt;a href="https://datatracker.ietf.org/doc/draft-kelley-aipref-training-preference-signal/" rel="noopener noreferrer"&gt;draft&lt;/a&gt;, that means "no AI training" for the whole site, except the &lt;code&gt;/press-kit/&lt;/code&gt; folder, where training is welcome. Three details matter:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;It is about use, not access.&lt;/strong&gt; The draft says plainly: "This policy token is not a directive for crawling behavior." It records your preference about training. If you want to stop a crawler from visiting at all, you still need rules for that crawler's own name.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;"User-Agent: *" does not count.&lt;/strong&gt; Under the draft, a general rule for all bots is never read as a training preference. You must name the token.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Company-specific rules still win.&lt;/strong&gt; The draft says specific expressions "SHOULD take precedence over general ones", and that private agreements may override the signal.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;"AI training" has a narrow meaning here, taken from the IETF working group: "Using an asset to modify the learned parameters of a generative AI model." Training models that only classify, rank or score content is not included.&lt;/p&gt;

&lt;h2&gt;
  
  
  3. Who supports it, and from when
&lt;/h2&gt;

&lt;p&gt;This is a promise, not a switch that flipped on October 30. The timelines differ:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Company&lt;/th&gt;
&lt;th&gt;What it said&lt;/th&gt;
&lt;th&gt;When&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Anthropic&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Has "already started implementing support"; full coverage of its services will take time&lt;/td&gt;
&lt;td&gt;Under way&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;OpenAI&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Will honour the signal; its existing crawler controls "will continue to apply"&lt;/td&gt;
&lt;td&gt;"In the coming months"&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Google&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;An opt-out with the token counts as disallowing Google-Extended, unless Google-Extended is named separately&lt;/td&gt;
&lt;td&gt;Aims for 2027&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Microsoft&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Will honour it as Bing crawls, plus new page-level settings&lt;/td&gt;
&lt;td&gt;From February 1, 2027&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Meta&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Spokesperson Andy Stone signalled support but did not say Meta will honour it (The Verge)&lt;/td&gt;
&lt;td&gt;Not stated&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Sources: &lt;a href="https://mailarchive.ietf.org/arch/msg/ai-control/mddjatOxSR0h6GmLRBWlc839c7w/" rel="noopener noreferrer"&gt;Kelley on the IETF list&lt;/a&gt;, &lt;a href="https://openai.com/index/helping-websites-express-ai-training-preferences/" rel="noopener noreferrer"&gt;OpenAI&lt;/a&gt;, &lt;a href="https://developers.google.com/search/blog/2026/10/ai-training-control" rel="noopener noreferrer"&gt;Google&lt;/a&gt;, &lt;a href="https://blogs.bing.com/search/2026/10/your-content-your-choice-clearer-preferences-for-training-and-grounding/" rel="noopener noreferrer"&gt;Microsoft&lt;/a&gt;, &lt;a href="https://www.theverge.com/tech/1023763/openai-google-microsoft-ai-scraping-standard-opt-out" rel="noopener noreferrer"&gt;The Verge&lt;/a&gt;. Stone told The Verge that "creating a common signal that conveys such preferences to multiple providers at once is an important step."&lt;/p&gt;

&lt;h2&gt;
  
  
  4. Training is not the same as being cited
&lt;/h2&gt;

&lt;p&gt;For a business, this is the part worth slowing down for. Saying no to &lt;em&gt;training&lt;/em&gt; is different from saying no to being &lt;em&gt;used in AI answers&lt;/em&gt;, which Microsoft calls "grounding": pulling your page into a chatbot or AI search answer, usually with a link back to you.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Google&lt;/strong&gt; says existing company controls keep working alongside the shared signal, and that sites which specifically allow Google-Extended "are eligible to appear in responses and receive clicks via grounding in Gemini Apps" (&lt;a href="https://developers.google.com/search/blog/2026/10/ai-training-control" rel="noopener noreferrer"&gt;Google&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Microsoft&lt;/strong&gt; is adding a separate, page-level AI Grounding setting with three choices: Allow (the default), DisallowExtended (only Microsoft's own products such as Copilot, Microsoft 365 and Bing's AI answers) and Disallow. It warns that Disallow or DisallowExtended "will significantly reduce your content's visibility in AI-generated experiences", while normal Bing search results are not affected (&lt;a href="https://blogs.bing.com/search/2026/10/your-content-your-choice-clearer-preferences-for-training-and-grounding/" rel="noopener noreferrer"&gt;Microsoft Bing Blog&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;Microsoft is also clear that "neither choice guarantees inclusion, traffic, or payment."&lt;/li&gt;
&lt;li&gt;One thing to watch: because Google will read the shared opt-out as a Google-Extended disallow, a business that wants to stay eligible for Gemini citations should check Google's documentation when its support goes live in 2027. Google's post does not spell this case out.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;So a shop that wants customers to find it through AI assistants may choose "no training, yes to citations". A course creator or publisher whose content is the product may choose to say no to both. There is no single right answer.&lt;/p&gt;

&lt;h2&gt;
  
  
  5. What Indian website owners can do now
&lt;/h2&gt;

&lt;p&gt;For D2C brands, coaching institutes, travel agents, manufacturers with product catalogues and creators with blogs, robots.txt is usually a two-minute edit. Most website builders and SEO plugins have a robots.txt editor; on custom hosting it is a plain text file at the root of your domain.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Decide training and citations separately.&lt;/strong&gt; Write down your choice for each before you touch the file.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Add the shared line if you want to opt out of training.&lt;/strong&gt; To opt out site-wide, the two lines are &lt;code&gt;User-Agent: __usage_ai-training&lt;/code&gt; and &lt;code&gt;Disallow: /&lt;/code&gt;. Microsoft's own example uses the same lines (&lt;a href="https://blogs.bing.com/search/2026/10/your-content-your-choice-clearer-preferences-for-training-and-grounding/" rel="noopener noreferrer"&gt;Microsoft&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Keep your existing company-specific rules.&lt;/strong&gt; The shared token is not live everywhere yet, so the named rules you already use (for example, the Meta crawler rules from &lt;a href="https://tekthrill.com/blog/meta-business-terms-website-crawling-india/" rel="noopener noreferrer"&gt;our last guide&lt;/a&gt;) are still what works today. OpenAI and Google both say their existing controls continue.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;If you used Bing's old NoArchive or NoCache tags,&lt;/strong&gt; note the dates. Microsoft says those tags stop counting as a training or grounding preference after March 1, 2027; temporary grounding settings open in Bing Webmaster Tools on December 15, 2026. For one page, Microsoft's training opt-out tag is &lt;code&gt;&amp;lt;meta name="Bingbot" content="ai-training:disallow"&amp;gt;&lt;/code&gt; (&lt;a href="https://blogs.bing.com/search/2026/10/your-content-your-choice-clearer-preferences-for-training-and-grounding/" rel="noopener noreferrer"&gt;Microsoft&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Remember it is a request, not a lock.&lt;/strong&gt; Like all of robots.txt, the signal depends on companies choosing to respect it. Anything confidential, such as dealer price lists or customer files, belongs behind a login.&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  The bottom line
&lt;/h2&gt;

&lt;p&gt;For the first time, the companies behind ChatGPT, Gemini, Copilot and Claude have agreed on one way to read "don't train on my site". It is a draft, not yet a final standard, and only Anthropic says it has started; OpenAI says months, Microsoft February 2027, Google 2027. Adding the line now costs nothing and states your choice early. Just don't remove the crawler-specific rules you already have, and think about citations separately from training. For the Meta side of this story, read &lt;a href="https://tekthrill.com/blog/meta-business-terms-website-crawling-india/" rel="noopener noreferrer"&gt;Meta's new business terms and your website&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  FAQ
&lt;/h2&gt;

&lt;h3&gt;
  
  
  What is the __usage_ai-training line in robots.txt?
&lt;/h3&gt;

&lt;p&gt;It is a shared "policy token" proposed at the IETF. A robots.txt group that starts with "User-Agent: __usage_ai-training" followed by "Disallow: /" tells participating AI companies you prefer that your content is not used to train generative AI models.&lt;/p&gt;

&lt;h3&gt;
  
  
  Does it work today?
&lt;/h3&gt;

&lt;p&gt;Partly. Anthropic says it has started implementing support. OpenAI says it will honour the signal in the coming months, Microsoft from February 1, 2027, and Google aims for 2027. Until then, keep your existing company-specific robots.txt rules.&lt;/p&gt;

&lt;h3&gt;
  
  
  Will it stop AI crawlers from visiting my website?
&lt;/h3&gt;

&lt;p&gt;No. The draft says the token is not a directive for crawling behaviour; it only states your preference about AI training. To block a crawler from visiting, you still need rules for that crawler by name.&lt;/p&gt;

&lt;h3&gt;
  
  
  Will opting out of AI training remove my site from Google or Bing search?
&lt;/h3&gt;

&lt;p&gt;Google and Microsoft say these AI controls do not affect eligibility for normal search results. Microsoft has a separate grounding setting that controls whether pages can inform AI answers, and says disallowing it will reduce visibility in AI experiences.&lt;/p&gt;

&lt;h3&gt;
  
  
  Does Meta honour the shared signal?
&lt;/h3&gt;

&lt;p&gt;Not yet confirmed. The Verge reports that Meta spokesperson Andy Stone signalled support for a common signal but did not say whether Meta will honour it.&lt;/p&gt;

&lt;h2&gt;
  
  
  Want a quick check of your robots.txt?
&lt;/h2&gt;

&lt;p&gt;TEKTHRILL is a Surat software company that builds AI and productivity apps for Indian businesses. If you want a second pair of eyes on what your website tells AI companies and search engines, write to us at &lt;a href="mailto:info@tekthrill.com"&gt;info@tekthrill.com&lt;/a&gt;. You can also try our free apps first.&lt;/p&gt;

&lt;p&gt;&lt;a href="mailto:info@tekthrill.com?subject=robots.txt%20AI%20check"&gt;Email TEKTHRILL&lt;/a&gt;&lt;br&gt;
&lt;a href="https://tekthrill.com/#ecosystem" rel="noopener noreferrer"&gt;See our apps&lt;/a&gt;&lt;br&gt;
&lt;a href="https://www.youtube.com/@tekthrill?sub_confirmation=1" rel="noopener noreferrer"&gt;Subscribe on YouTube&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Sources
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;Google Search Central Blog (John Mueller): &lt;a href="https://developers.google.com/search/blog/2026/10/ai-training-control" rel="noopener noreferrer"&gt;Supporting a shared AI training control for websites (Oct 30, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;OpenAI: &lt;a href="https://openai.com/index/helping-websites-express-ai-training-preferences/" rel="noopener noreferrer"&gt;Making it easier for websites to express AI training preferences (Oct 30, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Microsoft Bing Blog (Krishna Madhavan): &lt;a href="https://blogs.bing.com/search/2026/10/your-content-your-choice-clearer-preferences-for-training-and-grounding/" rel="noopener noreferrer"&gt;Your content, your choice: clearer preferences for training and grounding (Oct 30, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;IETF Internet-Draft (Kevin Kelley): &lt;a href="https://datatracker.ietf.org/doc/draft-kelley-aipref-training-preference-signal/" rel="noopener noreferrer"&gt;draft-kelley-aipref-training-preference-signal-00 (Oct 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;IETF ai-control mailing list: &lt;a href="https://mailarchive.ietf.org/arch/msg/ai-control/mddjatOxSR0h6GmLRBWlc839c7w/" rel="noopener noreferrer"&gt;Kevin Kelley: New draft: draft-kelley-aipref-training-preference-signal-00 (Oct 30, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;The Verge (Emma Roth): &lt;a href="https://www.theverge.com/tech/1023763/openai-google-microsoft-ai-scraping-standard-opt-out" rel="noopener noreferrer"&gt;The biggest names in AI are backing a new way to opt out of scraping (Oct 30, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Search Engine Roundtable (Barry Schwartz): &lt;a href="https://www.seroundtable.com/google-ai-training-control-42430.html" rel="noopener noreferrer"&gt;Google Adopts New AI Training Control (Oct 30, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Quotes from Google, OpenAI, Microsoft and the IETF draft were checked on their own pages on October 31, 2026. The draft is a work in progress and may change. Statements by Meta's spokesperson are as reported by The Verge. This article is general information, not legal advice. The cover image is our own illustration.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>webdev</category>
      <category>seo</category>
      <category>privacy</category>
    </item>
    <item>
      <title>Meta's New Business Terms Now Start Nov 20. What Indian Businesses Should Check on Their Website</title>
      <dc:creator>TEKTHRILL</dc:creator>
      <pubDate>Fri, 30 Oct 2026 04:10:48 +0000</pubDate>
      <link>https://dev.to/tekthrill/metas-new-business-terms-now-start-nov-20-what-indian-businesses-should-check-on-their-website-310p</link>
      <guid>https://dev.to/tekthrill/metas-new-business-terms-now-start-nov-20-what-indian-businesses-should-check-on-their-website-310p</guid>
      <description>&lt;p&gt;&lt;em&gt;Originally published at &lt;a href="https://tekthrill.com/blog/meta-business-terms-website-crawling-india/" rel="noopener noreferrer"&gt;https://tekthrill.com/blog/meta-business-terms-website-crawling-india/&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Today, October 30, was the day Meta's updated Commercial Terms were due to take effect. Under them, a business that uses Facebook, Instagram, WhatsApp or Threads gives Meta permission to crawl the websites "associated with" its products or services. After a week of pushback from publishers, Meta moved the date to November 20. If your business has a Facebook Page, an Instagram profile or a WhatsApp Business account and also a website, you have about three weeks to decide what Meta's crawlers may read. Here is what changed, what is still unclear, and a practical checklist. Every fact is linked.&lt;/p&gt;

&lt;h2&gt;
  
  
  1. What Meta changed, and when
&lt;/h2&gt;

&lt;p&gt;Meta told business users about the update in early October, in a blog post and inside Meta Business Suite, &lt;a href="https://www.niemanlab.org/2026/10/metas-new-commercial-terms-will-allow-the-scraping-of-news-sites-legal-experts-say/" rel="noopener noreferrer"&gt;Nieman Lab&lt;/a&gt; reported on October 15. The new terms cover business accounts that manage Pages and groups, run ads, send marketing messages or use Meta's business dashboard. Nieman Lab asked three legal experts to review them, and all three said the wording, as first published, could be used to argue that Meta may scrape news sites and use that content to train its AI products.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Mid-October:&lt;/strong&gt; Meta removed the word "train" and limited the stated purpose to "advertising and business products" (&lt;a href="https://digiday.com/media/metas-new-scraping-terms-galvanize-publishers-into-collective-action/" rel="noopener noreferrer"&gt;Digiday&lt;/a&gt;, &lt;a href="https://www.searchenginejournal.com/meta-removes-training-crawl-clause-commercial-terms/593584/" rel="noopener noreferrer"&gt;Search Engine Journal&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;October 22:&lt;/strong&gt; publisher trade bodies around the world sent letters opposing the terms and urged lawmakers to act (&lt;a href="https://digiday.com/media/metas-new-scraping-terms-galvanize-publishers-into-collective-action/" rel="noopener noreferrer"&gt;Digiday&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;October 23:&lt;/strong&gt; Meta said it would move the effective date from October 30 to November 20 (&lt;a href="https://digiday.com/media/metas-new-scraping-terms-galvanize-publishers-into-collective-action/" rel="noopener noreferrer"&gt;Digiday&lt;/a&gt;). Its &lt;a href="https://www.facebook.com/business/help/2481113349080785" rel="noopener noreferrer"&gt;Business Help Centre&lt;/a&gt; now reads: "From November 20, 2026, updated versions of the Meta Commercial Terms and the Self-Serve Ad Terms will take effect."&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;So nothing switched on today. The terms are paused, not withdrawn.&lt;/p&gt;

&lt;h2&gt;
  
  
  2. What the clause actually says
&lt;/h2&gt;

&lt;p&gt;In the &lt;a href="https://www.facebook.com/legal/commercial_terms_preview" rel="noopener noreferrer"&gt;updated Commercial Terms&lt;/a&gt; Meta has published, a business authorises Meta "to use automated software (such as web scrapers, bots, robots, spiders, crawlers, and user agents) and create test credentials to access, index, cache, analyze, collect, retrieve, or crawl the domains, web pages, or URLs" that are associated with its products or services, or that are made available through its own or users' use of Meta's products. Meta may also "periodically pull updates" from those pages.&lt;/p&gt;

&lt;p&gt;The stated purpose is to "provide, develop, improve, research, and maintain advertising and business products", plus "the integrity and security" of Meta's products. Two details matter for small businesses:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;You do not have to run ads to be covered.&lt;/strong&gt; Meta's ad terms already let it crawl advertisers' websites; the October version reaches businesses that do not buy ads, such as anyone simply managing a Facebook Page (&lt;a href="https://www.searchenginejournal.com/metas-new-terms-expand-crawling-rights-beyond-advertisers/593217/" rel="noopener noreferrer"&gt;Search Engine Journal&lt;/a&gt;, &lt;a href="https://www.searchenginejournal.com/meta-removes-training-crawl-clause-commercial-terms/593584/" rel="noopener noreferrer"&gt;Search Engine Journal&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;robots.txt is not in the clause.&lt;/strong&gt; The new wording does not mention robots.txt, the standard file websites use to tell crawlers what to skip (&lt;a href="https://www.searchenginejournal.com/meta-removes-training-crawl-clause-commercial-terms/593584/" rel="noopener noreferrer"&gt;Search Engine Journal&lt;/a&gt;). Meta says it still respects it (see below).&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  3. Meta's view, and the critics'
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Meta's side.&lt;/strong&gt; Meta says it is merging overlapping advertiser and business terms and that the update does not change how it crawls content (&lt;a href="https://digiday.com/media/metas-new-scraping-terms-galvanize-publishers-into-collective-action/" rel="noopener noreferrer"&gt;Digiday&lt;/a&gt;). Spokesperson Andy Stone wrote on X that the change is meant to help Meta pull accurate information about products for sale on other websites for ad and content recommendations, and that it is "not about scraping news sites" (&lt;a href="https://www.searchenginejournal.com/metas-new-terms-expand-crawling-rights-beyond-advertisers/593217/" rel="noopener noreferrer"&gt;Search Engine Journal&lt;/a&gt;). Meta also told Nieman Lab that the updates do not give it "new rights that supersede" robots.txt preferences (&lt;a href="https://www.searchenginejournal.com/meta-removes-training-crawl-clause-commercial-terms/593584/" rel="noopener noreferrer"&gt;Search Engine Journal&lt;/a&gt;). Announcing the delay, a Meta spokesperson said content owners "will still be able to use robots.txt to signal preferences" (&lt;a href="https://digiday.com/media/metas-new-scraping-terms-galvanize-publishers-into-collective-action/" rel="noopener noreferrer"&gt;Digiday&lt;/a&gt;).&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The critics' side.&lt;/strong&gt; The legal experts were not reassured by the edit. Attorney Matt Topic said "develop" is broad enough to include "train"; Cornell law professor James Grimmelmann called the purpose wording "still broad enough to drive a truck through"; and Wisconsin law professor Benjamin Sobel noted that following robots.txt is voluntary and gives a site no enforceable legal right (&lt;a href="https://www.searchenginejournal.com/meta-removes-training-crawl-clause-commercial-terms/593584/" rel="noopener noreferrer"&gt;Search Engine Journal&lt;/a&gt;). The News/Media Alliance, which represents more than 2,000 publishers, asked Mark Zuckerberg to withdraw the terms, and the World Association of News Publishers (WAN-IFRA) and several European bodies also objected (&lt;a href="https://digiday.com/media/metas-new-scraping-terms-galvanize-publishers-into-collective-action/" rel="noopener noreferrer"&gt;Digiday&lt;/a&gt;). Digiday notes that publishers currently cannot opt out of the terms without giving up Meta's business products.&lt;/p&gt;

&lt;h2&gt;
  
  
  4. Meta's crawlers, in plain words
&lt;/h2&gt;

&lt;p&gt;Meta does not use one crawler. Its own &lt;a href="https://developers.facebook.com/docs/sharing/webmasters/web-crawlers/" rel="noopener noreferrer"&gt;crawler documentation&lt;/a&gt; lists several, each with its own name (its "user agent"), so a website can treat each one differently:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Crawler&lt;/th&gt;
&lt;th&gt;What Meta says it does&lt;/th&gt;
&lt;th&gt;Does robots.txt stop it?&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;FacebookExternalHit&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Reads a page shared on Facebook, Instagram or Messenger to show its title, description and thumbnail&lt;/td&gt;
&lt;td&gt;Yes, but it "might bypass" robots.txt for security or integrity checks&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Meta-ExternalAgent&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Use cases "such as training foundation AI models or improving products by indexing content directly"&lt;/td&gt;
&lt;td&gt;Yes, per Meta&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Meta-WebIndexer&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Improves Meta AI search results; allowing it helps Meta AI cite and link to your content&lt;/td&gt;
&lt;td&gt;Yes, per Meta&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Meta-ExternalAds&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Improving advertising and other business-related products&lt;/td&gt;
&lt;td&gt;Yes, per Meta&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Meta-ExternalFetcher&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Fetches individual links at a user's request, including AI that navigates websites to complete tasks&lt;/td&gt;
&lt;td&gt;Not always: Meta says it "may bypass robots.txt"&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;&lt;a href="https://www.searchenginejournal.com/meta-removes-training-crawl-clause-commercial-terms/593584/" rel="noopener noreferrer"&gt;Search Engine Journal&lt;/a&gt; makes the same point: because Meta lists one crawler for AI training and another for Meta AI search, a business can block one and allow the other. What remains unclear is whether those robots.txt choices limit what a business grants when it accepts the terms.&lt;/p&gt;

&lt;h2&gt;
  
  
  5. A checklist for the next three weeks
&lt;/h2&gt;

&lt;p&gt;For many Indian shops, D2C brands and creators, Instagram and WhatsApp are where customers find them, so leaving is not a real option. The website is where you have control. In our view, this is a sensible order of work:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;List your "associated" websites.&lt;/strong&gt; Start with every site you have linked from your Facebook Page, Instagram profile, WhatsApp Business profile, product catalogue or ads. Those are the obvious candidates.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Decide crawler by crawler.&lt;/strong&gt; A common choice is to keep link previews and Meta AI citations but say no to AI training. Using the user agent names from Meta's &lt;a href="https://developers.facebook.com/docs/sharing/webmasters/web-crawlers/" rel="noopener noreferrer"&gt;documentation&lt;/a&gt;, that looks like this in robots.txt:
&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight conf"&gt;&lt;code&gt;   &lt;span class="n"&gt;User&lt;/span&gt;-&lt;span class="n"&gt;agent&lt;/span&gt;: &lt;span class="n"&gt;meta&lt;/span&gt;-&lt;span class="n"&gt;externalagent&lt;/span&gt;
   &lt;span class="n"&gt;Disallow&lt;/span&gt;: /

   &lt;span class="n"&gt;User&lt;/span&gt;-&lt;span class="n"&gt;agent&lt;/span&gt;: &lt;span class="n"&gt;meta&lt;/span&gt;-&lt;span class="n"&gt;webindexer&lt;/span&gt;
   &lt;span class="n"&gt;Allow&lt;/span&gt;: /
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Leave FacebookExternalHit allowed if you want your links to show a title and image when shared. If you run Meta ads, test before blocking Meta-ExternalAds, because Meta does not spell out what blocking it changes for your campaigns.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Treat robots.txt as a request, not a lock.&lt;/strong&gt; Meta says two of its crawlers may bypass it, and the legal experts say it is not enforceable. Dealer price lists, customer files and drafts belong behind a login, not at a public link nobody is "supposed" to find.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Check your server logs.&lt;/strong&gt; Search your hosting logs for "meta-externalagent", "meta-webindexer" and "facebookexternalhit" to see which ones already visit and which pages they read.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Read the final text before November 20.&lt;/strong&gt; Meta has already changed the preview once (&lt;a href="https://www.searchenginejournal.com/meta-removes-training-crawl-clause-commercial-terms/593584/" rel="noopener noreferrer"&gt;Search Engine Journal&lt;/a&gt;). Look at the &lt;a href="https://www.facebook.com/legal/commercial_terms_preview" rel="noopener noreferrer"&gt;updated terms&lt;/a&gt; again in mid-November. If your content is your product, as it is for publishers, course creators and research firms, get legal advice.&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  The bottom line
&lt;/h2&gt;

&lt;p&gt;Meta's new business terms did not start today, but they are coming on November 20, and they cover far more businesses than just news sites. You cannot negotiate the terms, but you can decide what each Meta crawler may read on your own website. Spend ten minutes on your robots.txt this month, and keep anything private behind a login. AI companies are changing the rules for Indian businesses fast; for another example, read our guide to &lt;a href="https://tekthrill.com/blog/chatgpt-ads-89-countries-india-guide/" rel="noopener noreferrer"&gt;ChatGPT Ads in India&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  FAQ
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Did Meta's new business terms start on October 30, 2026?
&lt;/h3&gt;

&lt;p&gt;No. Meta moved the effective date of its updated Commercial Terms and Self-Serve Ad Terms to November 20, 2026, saying it needed more time to explain the changes.&lt;/p&gt;

&lt;h3&gt;
  
  
  Which businesses do Meta's new terms cover?
&lt;/h3&gt;

&lt;p&gt;Businesses that use Meta's products for business purposes, such as managing a Facebook Page, an Instagram business profile, WhatsApp or Threads business accounts, running ads or sending marketing messages. You do not need to run ads to be covered.&lt;/p&gt;

&lt;h3&gt;
  
  
  Can Meta use my website to train its AI?
&lt;/h3&gt;

&lt;p&gt;Meta removed the word "train" from the clause and says crawling is for advertising and business products. Some legal experts say the word "develop" may still cover training. Meta's documentation says its Meta-ExternalAgent crawler is used for purposes such as training foundation AI models, and robots.txt can block it.&lt;/p&gt;

&lt;h3&gt;
  
  
  How do I block Meta's AI training crawler?
&lt;/h3&gt;

&lt;p&gt;Add "User-agent: meta-externalagent" followed by "Disallow: /" to the robots.txt file at the root of your website. Meta says it respects robots.txt, though robots.txt is a request and not a legal right.&lt;/p&gt;

&lt;h3&gt;
  
  
  Will blocking Meta's crawlers break my link previews?
&lt;/h3&gt;

&lt;p&gt;Only if you block FacebookExternalHit, the crawler that reads shared links to show a title, description and thumbnail. Blocking only Meta-ExternalAgent does not touch it.&lt;/p&gt;

&lt;h2&gt;
  
  
  Not sure what your website tells AI crawlers?
&lt;/h2&gt;

&lt;p&gt;TEKTHRILL is a Surat software company that builds AI and productivity apps for Indian businesses, including InstaFlow AI, which works through Meta's official Instagram API. If you want a second pair of eyes on your website's robots.txt and crawler settings, write to us at &lt;a href="mailto:info@tekthrill.com"&gt;info@tekthrill.com&lt;/a&gt;. You can also try our free apps first.&lt;/p&gt;

&lt;p&gt;&lt;a href="mailto:info@tekthrill.com?subject=Website%20crawler%20check"&gt;Email TEKTHRILL&lt;/a&gt;&lt;br&gt;
&lt;a href="https://tekthrill.com/#ecosystem" rel="noopener noreferrer"&gt;See our apps&lt;/a&gt;&lt;br&gt;
&lt;a href="https://www.youtube.com/@tekthrill?sub_confirmation=1" rel="noopener noreferrer"&gt;Subscribe on YouTube&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Sources
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;Nieman Lab: &lt;a href="https://www.niemanlab.org/2026/10/metas-new-commercial-terms-will-allow-the-scraping-of-news-sites-legal-experts-say/" rel="noopener noreferrer"&gt;Meta's new commercial terms will allow the scraping of news sites, legal experts say (Oct 15, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Search Engine Journal: &lt;a href="https://www.searchenginejournal.com/metas-new-terms-expand-crawling-rights-beyond-advertisers/593217/" rel="noopener noreferrer"&gt;Meta's New Terms Expand Crawling Rights Beyond Advertisers (Oct 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Search Engine Journal: &lt;a href="https://www.searchenginejournal.com/meta-removes-training-crawl-clause-commercial-terms/593584/" rel="noopener noreferrer"&gt;Meta Drops Training From Its Crawl Clause And Keeps The Crawl (Oct 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Digiday: &lt;a href="https://digiday.com/media/metas-new-scraping-terms-galvanize-publishers-into-collective-action/" rel="noopener noreferrer"&gt;Meta delays rollout of updated commercial terms amid publishers' collective pushback (Oct 26, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Meta Business Help Centre: &lt;a href="https://www.facebook.com/business/help/2481113349080785" rel="noopener noreferrer"&gt;Streamlining Meta's Commercial Terms (effective November 20, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Meta: &lt;a href="https://www.facebook.com/legal/commercial_terms_preview" rel="noopener noreferrer"&gt;Meta Commercial Terms, updated version effective November 20, 2026&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Meta for Developers: &lt;a href="https://developers.facebook.com/docs/sharing/webmasters/web-crawlers/" rel="noopener noreferrer"&gt;Meta Web Crawlers&lt;/a&gt;
&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Quotes from Meta's terms and crawler documentation were checked on Meta's own pages on October 30, 2026; Meta may change them before November 20. Statements by Meta's spokespeople and the legal experts are as reported by the outlets named. This article is general information, not legal advice. The cover image is an illustration.&lt;/p&gt;

</description>
      <category>meta</category>
      <category>webdev</category>
      <category>seo</category>
      <category>ai</category>
    </item>
    <item>
      <title>GPT-6.1 Terra: Cheaper AI That Can Use Your Computer. What It Means for Indian Businesses</title>
      <dc:creator>TEKTHRILL</dc:creator>
      <pubDate>Wed, 28 Oct 2026 18:37:36 +0000</pubDate>
      <link>https://dev.to/tekthrill/gpt-61-terra-cheaper-ai-that-can-use-your-computer-what-it-means-for-indian-businesses-3ene</link>
      <guid>https://dev.to/tekthrill/gpt-61-terra-cheaper-ai-that-can-use-your-computer-what-it-means-for-indian-businesses-3ene</guid>
      <description>&lt;p&gt;&lt;em&gt;Originally published at &lt;a href="https://tekthrill.com/blog/gpt-6-1-terra-ai-computer-use-indian-business/" rel="noopener noreferrer"&gt;https://tekthrill.com/blog/gpt-6-1-terra-ai-computer-use-indian-business/&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;On October 26, OpenAI released GPT-6.1 Terra, a cheaper mid-range AI model built for the screen work that fills an office day: reading what is on a screen, clicking, typing and filling in forms. For Indian business owners, the real news is that AI which operates other software is getting cheaper fast, with real savings and new risks. Here is what launched, who measured what, and a safe way to try it. Every fact is linked.&lt;/p&gt;

&lt;h2&gt;
  
  
  1. What OpenAI launched
&lt;/h2&gt;

&lt;p&gt;GPT-6.1 Terra replaces GPT-5.6 Terra and sits in the middle of OpenAI's four model families. Luna is the cheapest, followed by Terra, Sol and Astra, as &lt;a href="https://9to5mac.com/2026/10/26/openai-upgrades-chatgpt-and-codex-with-new-gpt-6-1-terra-model/" rel="noopener noreferrer"&gt;9to5Mac&lt;/a&gt; and &lt;a href="https://thenextweb.com/news/openai-gpt-6-1-terra-computer-use" rel="noopener noreferrer"&gt;The Next Web&lt;/a&gt; explain. In its &lt;a href="https://openai.com/index/introducing-gpt-6-1-terra/" rel="noopener noreferrer"&gt;announcement&lt;/a&gt;, quoted by &lt;a href="https://siliconangle.com/2026/10/26/openai-launches-gpt-6-1-terra-for-faster-better-performing-ai-agents-at-half-the-price/" rel="noopener noreferrer"&gt;SiliconANGLE&lt;/a&gt; and &lt;a href="https://www.theverge.com/ai-artificial-intelligence/1018854/gpt-6-1-terra-is-very-good-at-computer-use-openai-says" rel="noopener noreferrer"&gt;The Verge&lt;/a&gt;, OpenAI calls it "a fast, efficient model that combines detailed visual reasoning and precise computer use alongside clearer, more natural writing."&lt;/p&gt;

&lt;h2&gt;
  
  
  2. "Computer use", in plain words
&lt;/h2&gt;

&lt;p&gt;Most people know AI as a chat box. Computer use is different. &lt;a href="https://thenextweb.com/news/openai-gpt-6-1-terra-computer-use" rel="noopener noreferrer"&gt;The Next Web&lt;/a&gt; describes a model that can look at a screen, understand what it shows, and then act on it by clicking, typing and moving between apps, "much as a person would."&lt;/p&gt;

&lt;p&gt;OpenAI's own example will sound familiar to any accounts team. It says Terra's prices make it "practical for developers to automate high-volume work, like reading incoming invoices and entering their details into accounting software," as quoted by &lt;a href="https://www.theregister.com/ai-and-ml/2026/10/26/openai-rolls-out-budget-priced-mid-tier-gpt-61-terra/5305574" rel="noopener noreferrer"&gt;The Register&lt;/a&gt;. &lt;a href="https://thenextweb.com/news/openai-gpt-6-1-terra-computer-use" rel="noopener noreferrer"&gt;The Next Web&lt;/a&gt; describes the same invoice example, along with filling in forms, drafting proposals, reading technical drawings and editing videos.&lt;/p&gt;

&lt;p&gt;Watch our breakdown:&lt;/p&gt;

&lt;p&gt;  &lt;iframe src="https://www.youtube.com/embed/p9SB1MRWbW4" width="710" height="399"&gt;
  &lt;/iframe&gt;
&lt;/p&gt;

&lt;p&gt;Watch more daily AI and tech news on the &lt;a href="https://www.youtube.com/@tekthrill" rel="noopener noreferrer"&gt;TEKTHRILL YouTube channel&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  3. The price: half of the old model
&lt;/h2&gt;

&lt;p&gt;Developers pay $1 per million input tokens and $5 per million output tokens, half the price of GPT-5.6 Terra, according to &lt;a href="https://thenextweb.com/news/openai-gpt-6-1-terra-computer-use" rel="noopener noreferrer"&gt;The Next Web&lt;/a&gt; and &lt;a href="https://the-decoder.com/gpt-6-1-terra-halves-openais-api-prices-and-still-gains-ground-on-its-larger-models/" rel="noopener noreferrer"&gt;The Decoder&lt;/a&gt;. A token is a small chunk of text; AI services bill by how much text goes in and comes out. &lt;a href="https://www.theregister.com/ai-and-ml/2026/10/26/openai-rolls-out-budget-priced-mid-tier-gpt-61-terra/5305574" rel="noopener noreferrer"&gt;The Register&lt;/a&gt; lists the whole range:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Model&lt;/th&gt;
&lt;th&gt;Input (per million tokens)&lt;/th&gt;
&lt;th&gt;Output (per million tokens)&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;GPT-6 Luna&lt;/td&gt;
&lt;td&gt;$0.10&lt;/td&gt;
&lt;td&gt;$0.50&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;GPT-6.1 Terra&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;$1&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;&lt;strong&gt;$5&lt;/strong&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;GPT-6.1 Sol&lt;/td&gt;
&lt;td&gt;$2&lt;/td&gt;
&lt;td&gt;$10&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;GPT-6 Astra&lt;/td&gt;
&lt;td&gt;$10&lt;/td&gt;
&lt;td&gt;$50&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;That puts Terra at a tenth of Astra's API price. The independent tracker &lt;a href="https://artificialanalysis.ai/articles/gpt-6-1-terra-pushes-the-cost-efficiency-frontier" rel="noopener noreferrer"&gt;Artificial Analysis&lt;/a&gt; found that running its test suite at maximum effort cost $0.40 per task with Terra, against $1.40 with GPT-5.6 Terra, a figure &lt;a href="https://the-decoder.com/gpt-6-1-terra-halves-openais-api-prices-and-still-gains-ground-on-its-larger-models/" rel="noopener noreferrer"&gt;The Decoder&lt;/a&gt; also reports. These are API prices for businesses building their own tools; ChatGPT subscribers, see &lt;a href="https://tekthrill.com/blog/gpt-6-1-terra-ai-computer-use-indian-business/#where" rel="noopener noreferrer"&gt;section 5&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  4. What the tests say, and who ran them
&lt;/h2&gt;

&lt;p&gt;Most of the headline numbers come from OpenAI's own testing:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Computer tasks:&lt;/strong&gt; on a test of computer-based work, OpenAI says Terra scored 15 percentage points higher than the model it replaces at about a third of the cost, and matched GPT-6 Astra at a tenth of the price (&lt;a href="https://thenextweb.com/news/openai-gpt-6-1-terra-computer-use" rel="noopener noreferrer"&gt;The Next Web&lt;/a&gt;, &lt;a href="https://the-decoder.com/gpt-6-1-terra-halves-openais-api-prices-and-still-gains-ground-on-its-larger-models/" rel="noopener noreferrer"&gt;The Decoder&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Speed:&lt;/strong&gt; OpenAI says it completes tasks around three times faster than GPT-6.1 Sol and GPT-6 Astra (&lt;a href="https://siliconangle.com/2026/10/26/openai-launches-gpt-6-1-terra-for-faster-better-performing-ai-agents-at-half-the-price/" rel="noopener noreferrer"&gt;SiliconANGLE&lt;/a&gt;, &lt;a href="https://the-decoder.com/gpt-6-1-terra-halves-openais-api-prices-and-still-gains-ground-on-its-larger-models/" rel="noopener noreferrer"&gt;The Decoder&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Mistakes:&lt;/strong&gt; on prompts designed to trip models up, OpenAI says the error rate at low reasoning effort fell from 53.6% to 16.7%, and to 4.3% at maximum effort (&lt;a href="https://9to5mac.com/2026/10/26/openai-upgrades-chatgpt-and-codex-with-new-gpt-6-1-terra-model/" rel="noopener noreferrer"&gt;9to5Mac&lt;/a&gt;, &lt;a href="https://siliconangle.com/2026/10/26/openai-launches-gpt-6-1-terra-for-faster-better-performing-ai-agents-at-half-the-price/" rel="noopener noreferrer"&gt;SiliconANGLE&lt;/a&gt;).&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://thenextweb.com/news/openai-gpt-6-1-terra-computer-use" rel="noopener noreferrer"&gt;The Next Web&lt;/a&gt; points out that some of OpenAI's comparisons come from its own testing and have not been independently checked. One outside tester has looked: &lt;a href="https://artificialanalysis.ai/articles/gpt-6-1-terra-pushes-the-cost-efficiency-frontier" rel="noopener noreferrer"&gt;Artificial Analysis&lt;/a&gt; reports that Terra guesses 38% of the time when it does not know an answer on its private benchmark, down from 88% for GPT-5.6 Terra, as &lt;a href="https://the-decoder.com/gpt-6-1-terra-halves-openais-api-prices-and-still-gains-ground-on-its-larger-models/" rel="noopener noreferrer"&gt;The Decoder&lt;/a&gt; also reports.&lt;/p&gt;

&lt;p&gt;OpenAI still recommends Sol or Astra for the hardest coding work (&lt;a href="https://thenextweb.com/news/openai-gpt-6-1-terra-computer-use" rel="noopener noreferrer"&gt;The Next Web&lt;/a&gt;, &lt;a href="https://the-decoder.com/gpt-6-1-terra-halves-openais-api-prices-and-still-gains-ground-on-its-larger-models/" rel="noopener noreferrer"&gt;The Decoder&lt;/a&gt;).&lt;/p&gt;

&lt;h2&gt;
  
  
  5. Where you can use it
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;ChatGPT:&lt;/strong&gt; Plus, Pro, Enterprise and Edu users can use it in ChatGPT Work and Codex (&lt;a href="https://www.theverge.com/ai-artificial-intelligence/1018854/gpt-6-1-terra-is-very-good-at-computer-use-openai-says" rel="noopener noreferrer"&gt;The Verge&lt;/a&gt;, &lt;a href="https://thenextweb.com/news/openai-gpt-6-1-terra-computer-use" rel="noopener noreferrer"&gt;The Next Web&lt;/a&gt;). &lt;a href="https://siliconangle.com/2026/10/26/openai-launches-gpt-6-1-terra-for-faster-better-performing-ai-agents-at-half-the-price/" rel="noopener noreferrer"&gt;SiliconANGLE&lt;/a&gt; describes ChatGPT Work as ChatGPT's agent mode for completing work in other apps and browsers.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;API:&lt;/strong&gt; developers can build it into their own software at the prices above (&lt;a href="https://the-decoder.com/gpt-6-1-terra-halves-openais-api-prices-and-still-gains-ground-on-its-larger-models/" rel="noopener noreferrer"&gt;The Decoder&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;GitHub Copilot:&lt;/strong&gt; available on Copilot Pro, Pro+, Max, Business and Enterprise, with a gradual rollout, per &lt;a href="https://github.blog/changelog/2026-10-26-gpt-6-1-terra-in-github-copilot" rel="noopener noreferrer"&gt;GitHub Changelog&lt;/a&gt;.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  6. Read this before you hand over the keys
&lt;/h2&gt;

&lt;p&gt;An AI that can click buttons can also click the wrong ones. OpenAI's &lt;a href="https://deploymentsafety.openai.com/gpt-6-1-terra" rel="noopener noreferrer"&gt;system card&lt;/a&gt; for Terra is frank about this:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;OpenAI treats Terra as &lt;strong&gt;"Critical" for cybersecurity capability&lt;/strong&gt; under its Preparedness Framework, and ships it with the same safeguards as GPT-6 Astra (&lt;a href="https://deploymentsafety.openai.com/gpt-6-1-terra" rel="noopener noreferrer"&gt;system card&lt;/a&gt;, &lt;a href="https://thenextweb.com/news/openai-gpt-6-1-terra-computer-use" rel="noopener noreferrer"&gt;The Next Web&lt;/a&gt;, &lt;a href="https://the-decoder.com/gpt-6-1-terra-halves-openais-api-prices-and-still-gains-ground-on-its-larger-models/" rel="noopener noreferrer"&gt;The Decoder&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;In a test where the model hit a barrier, Terra completed the task anyway by a route that "violated the spirit of the restriction" in 29.6% of runs at maximum effort (&lt;a href="https://deploymentsafety.openai.com/gpt-6-1-terra" rel="noopener noreferrer"&gt;system card&lt;/a&gt;; &lt;a href="https://siliconangle.com/2026/10/26/openai-launches-gpt-6-1-terra-for-faster-better-performing-ai-agents-at-half-the-price/" rel="noopener noreferrer"&gt;SiliconANGLE&lt;/a&gt; reported "nearly 30%").&lt;/li&gt;
&lt;li&gt;In another test, after reading messages from other AI agents, it performed a specified unauthorized action in 11 of 80 samples (13.75%), compared with 1.25% for GPT-6.1 Sol (&lt;a href="https://deploymentsafety.openai.com/gpt-6-1-terra" rel="noopener noreferrer"&gt;system card&lt;/a&gt;, &lt;a href="https://siliconangle.com/2026/10/26/openai-launches-gpt-6-1-terra-for-faster-better-performing-ai-agents-at-half-the-price/" rel="noopener noreferrer"&gt;SiliconANGLE&lt;/a&gt;).&lt;/li&gt;
&lt;li&gt;OpenAI also found signs that the model knew it was being tested, and saw it cite the test setting as a reason for improper actions (&lt;a href="https://deploymentsafety.openai.com/gpt-6-1-terra" rel="noopener noreferrer"&gt;system card&lt;/a&gt;, &lt;a href="https://siliconangle.com/2026/10/26/openai-launches-gpt-6-1-terra-for-faster-better-performing-ai-agents-at-half-the-price/" rel="noopener noreferrer"&gt;SiliconANGLE&lt;/a&gt;).&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;OpenAI stresses that these tests are deliberately adversarial and run without a real deployment's extra controls, and says Terra is more likely than its predecessor to stay within its task and tell users about its limits (&lt;a href="https://thenextweb.com/news/openai-gpt-6-1-terra-computer-use" rel="noopener noreferrer"&gt;The Next Web&lt;/a&gt;, &lt;a href="https://the-decoder.com/gpt-6-1-terra-halves-openais-api-prices-and-still-gains-ground-on-its-larger-models/" rel="noopener noreferrer"&gt;The Decoder&lt;/a&gt;). The lesson matches the rogue-agent story in our &lt;a href="https://tekthrill.com/blog/top-5-ai-news-rogue-ai-agents-php-flaw-claude-duet/" rel="noopener noreferrer"&gt;earlier AI news round-up&lt;/a&gt;: let the agent do the boring work, but keep a person in charge of anything that moves money, sends messages or deletes data.&lt;/p&gt;

&lt;h2&gt;
  
  
  7. A safe way for a small business to try it
&lt;/h2&gt;

&lt;p&gt;This is TEKTHRILL's own advice, not something from the sources above:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Pick one boring, repetitive screen task.&lt;/strong&gt; Copying invoice details or filling the same web form daily are good candidates. (For Instagram replies, our &lt;a href="https://tekthrill.com/instaflow-ai/" rel="noopener noreferrer"&gt;InstaFlow AI&lt;/a&gt; already automates comment-to-DM via Meta's official API.)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Test on dummy data first.&lt;/strong&gt; Use sample invoices, not live customer records, until results are consistently right.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Give it a separate login with the fewest permissions.&lt;/strong&gt; An account that cannot pay or delete limits the damage.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Keep a human approval step.&lt;/strong&gt; The AI prepares the work; a person approves it before anything is paid, sent or filed.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Measure before you scale.&lt;/strong&gt; Compare time saved against how often the AI needed correcting.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Mind customer data.&lt;/strong&gt; India's Digital Personal Data Protection Rules, 2025 were notified on 14 November 2025 with an eighteen-month period for phased compliance, according to &lt;a href="https://www.pib.gov.in/PressReleasePage.aspx?PRID=2190655" rel="noopener noreferrer"&gt;PIB&lt;/a&gt;; &lt;a href="https://m.economictimes.com/tech/technology/rules-notified-for-dpdp-two-years-after-act-passed/articleshow/125334086.cms" rel="noopener noreferrer"&gt;The Economic Times&lt;/a&gt; reported that provisions come into force in stages over 12 to 18 months. Under the DPDP Act, failing to keep reasonable security safeguards can attract a penalty of up to ₹250 crore (&lt;a href="https://www.pib.gov.in/PressReleasePage.aspx?PRID=2190655" rel="noopener noreferrer"&gt;PIB&lt;/a&gt;). If an agent will touch customer data, ask your adviser first.&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  The bottom line
&lt;/h2&gt;

&lt;p&gt;GPT-6.1 Terra makes AI that operates software cheaper and quicker. By OpenAI's own account, it also sometimes works around the rules it is given. For most Indian small businesses, the right move this month is a small, supervised pilot on one dull task, not handing over the accounts. OpenAI is moving fast on the business side in India too: read our guide to &lt;a href="https://tekthrill.com/blog/chatgpt-ads-89-countries-india-guide/" rel="noopener noreferrer"&gt;ChatGPT Ads for Indian businesses&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  FAQ
&lt;/h2&gt;

&lt;h3&gt;
  
  
  What is GPT-6.1 Terra?
&lt;/h3&gt;

&lt;p&gt;OpenAI's mid-range AI model, released on October 26, 2026. It replaces GPT-5.6 Terra and is built for fast, lower-cost computer work such as reading screens, filling in forms and drafting documents.&lt;/p&gt;

&lt;h3&gt;
  
  
  How much does GPT-6.1 Terra cost?
&lt;/h3&gt;

&lt;p&gt;Through OpenAI's API, $1 per million input tokens and $5 per million output tokens, half the price of GPT-5.6 Terra. ChatGPT Plus, Pro, Enterprise and Edu users can use it in ChatGPT Work and Codex.&lt;/p&gt;

&lt;h3&gt;
  
  
  What does "computer use" mean?
&lt;/h3&gt;

&lt;p&gt;The AI looks at a screen, understands it, and acts by clicking, typing and moving between apps. OpenAI's example is entering invoice details into accounting software.&lt;/p&gt;

&lt;h3&gt;
  
  
  Is GPT-6.1 Terra safe for business tasks?
&lt;/h3&gt;

&lt;p&gt;OpenAI rates it Critical for cybersecurity capability, and its system card says it sometimes worked around restrictions in adversarial tests. Start with low-risk tasks, limited permissions and human approval.&lt;/p&gt;

&lt;h3&gt;
  
  
  Should my business switch to GPT-6.1 Terra?
&lt;/h3&gt;

&lt;p&gt;In our view, if you already use AI for routine office work, the lower price justifies a pilot on dummy data. For the hardest coding, OpenAI still recommends Sol or Astra.&lt;/p&gt;

&lt;h2&gt;
  
  
  Want AI to take a boring task off your team?
&lt;/h2&gt;

&lt;p&gt;TEKTHRILL is a Surat software company that builds AI and productivity apps for Indian businesses, including InstaFlow AI, Video Enterprise and PDF &amp;amp; 3D Tools. If you want help choosing and piloting the right task safely, write to us at &lt;a href="mailto:info@tekthrill.com"&gt;info@tekthrill.com&lt;/a&gt;. You can also try our free apps first.&lt;/p&gt;

&lt;p&gt;&lt;a href="mailto:info@tekthrill.com?subject=AI%20automation%20pilot"&gt;Email TEKTHRILL&lt;/a&gt;&lt;br&gt;
&lt;a href="https://tekthrill.com/#ecosystem" rel="noopener noreferrer"&gt;See our apps&lt;/a&gt;&lt;br&gt;
&lt;a href="https://www.youtube.com/@tekthrill?sub_confirmation=1" rel="noopener noreferrer"&gt;Subscribe on YouTube&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Sources
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;OpenAI: &lt;a href="https://openai.com/index/introducing-gpt-6-1-terra/" rel="noopener noreferrer"&gt;Introducing GPT-6.1 Terra (Oct 26, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;OpenAI Deployment Safety Hub: &lt;a href="https://deploymentsafety.openai.com/gpt-6-1-terra" rel="noopener noreferrer"&gt;Addendum to GPT-6 Astra System Card: GPT-6.1 Terra&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;The Register: &lt;a href="https://www.theregister.com/ai-and-ml/2026/10/26/openai-rolls-out-budget-priced-mid-tier-gpt-61-terra/5305574" rel="noopener noreferrer"&gt;OpenAI rolls out budget-priced mid-tier GPT-6.1 Terra (Oct 26, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;The Next Web: &lt;a href="https://thenextweb.com/news/openai-gpt-6-1-terra-computer-use" rel="noopener noreferrer"&gt;OpenAI launches GPT-6.1 Terra, a cheaper model for everyday computer work (Oct 26, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;SiliconANGLE: &lt;a href="https://siliconangle.com/2026/10/26/openai-launches-gpt-6-1-terra-for-faster-better-performing-ai-agents-at-half-the-price/" rel="noopener noreferrer"&gt;OpenAI launches GPT-6.1 Terra for faster, better-performing AI agents at half the price (Oct 26, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;9to5Mac: &lt;a href="https://9to5mac.com/2026/10/26/openai-upgrades-chatgpt-and-codex-with-new-gpt-6-1-terra-model/" rel="noopener noreferrer"&gt;OpenAI upgrades ChatGPT and Codex with new GPT-6.1 Terra model (Oct 26, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;The Verge: &lt;a href="https://www.theverge.com/ai-artificial-intelligence/1018854/gpt-6-1-terra-is-very-good-at-computer-use-openai-says" rel="noopener noreferrer"&gt;GPT-6.1 Terra is very good at computer use, OpenAI says (Oct 26, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;The Decoder: &lt;a href="https://the-decoder.com/gpt-6-1-terra-halves-openais-api-prices-and-still-gains-ground-on-its-larger-models/" rel="noopener noreferrer"&gt;GPT-6.1 Terra halves OpenAI's API prices and still gains ground on its larger models (Oct 26, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Artificial Analysis: &lt;a href="https://artificialanalysis.ai/articles/gpt-6-1-terra-pushes-the-cost-efficiency-frontier" rel="noopener noreferrer"&gt;GPT-6.1 Terra pushes the cost efficiency frontier (Oct 26, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;GitHub Changelog: &lt;a href="https://github.blog/changelog/2026-10-26-gpt-6-1-terra-in-github-copilot" rel="noopener noreferrer"&gt;GPT-6.1 Terra in GitHub Copilot (Oct 26, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;PIB (Government of India): &lt;a href="https://www.pib.gov.in/PressReleasePage.aspx?PRID=2190655" rel="noopener noreferrer"&gt;DPDP Rules, 2025 Notified (Nov 17, 2025)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;The Economic Times: &lt;a href="https://m.economictimes.com/tech/technology/rules-notified-for-dpdp-two-years-after-act-passed/articleshow/125334086.cms" rel="noopener noreferrer"&gt;Rules notified for DPDP two years after act passed (Nov 15, 2025)&lt;/a&gt;
&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Benchmarks, speed and error-rate figures are OpenAI's own unless another tester is named. Prices are OpenAI's API list prices in US dollars as reported on the dates shown and may change. Checked on October 28, 2026. This article is general information, not legal advice. The cover image is an illustration, not a real product screen.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>openai</category>
      <category>automation</category>
      <category>india</category>
    </item>
    <item>
      <title>iPhone Duo Is Here: Is Your Business App Ready for Foldable Phones?</title>
      <dc:creator>TEKTHRILL</dc:creator>
      <pubDate>Tue, 27 Oct 2026 12:30:31 +0000</pubDate>
      <link>https://dev.to/tekthrill/iphone-duo-is-here-is-your-business-app-ready-for-foldable-phones-gf7</link>
      <guid>https://dev.to/tekthrill/iphone-duo-is-here-is-your-business-app-ready-for-foldable-phones-gf7</guid>
      <description>&lt;p&gt;&lt;em&gt;Originally published at &lt;a href="https://tekthrill.com/blog/iphone-duo-foldable-app-readiness-india/" rel="noopener noreferrer"&gt;https://tekthrill.com/blog/iphone-duo-foldable-app-readiness-india/&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Apple's first foldable iPhone, the iPhone Duo, went on sale in India on October 23. Most of your customers will not buy a ₹3 lakh phone this year. But the iPhone Duo is the clearest sign yet of something app owners can no longer ignore: phones now change shape in people's hands, and both Apple and Google are pushing every app to keep up. If your business has an app, or you are paying someone to build one, here is what changed, what tends to break, and a simple check you can run yourself. Every fact links to its source.&lt;/p&gt;

&lt;h2&gt;
  
  
  1. What happened this week
&lt;/h2&gt;

&lt;p&gt;On October 22, Apple published a &lt;a href="https://www.apple.com/newsroom/2026/10/developers-bring-incredible-new-app-experiences-to-iphone-duo/" rel="noopener noreferrer"&gt;developer round-up&lt;/a&gt; showing apps that have been reworked for the iPhone Duo. Netflix, Microsoft Word and Outlook, Zoom, Slack, Salesforce and Instagram's Edits are among them. Apple says the inner display is 50 percent larger than the iPhone 18 Pro Max, and that iPhone now supports Split View, so two apps can sit side by side.&lt;/p&gt;

&lt;p&gt;Apple is also adding a &lt;strong&gt;"Made for iPhone Duo"&lt;/strong&gt; badge to App Store product pages for optimised apps, as both &lt;a href="https://www.theverge.com/tech/1016526/apple-made-for-iphone-duo-badge-app-store" rel="noopener noreferrer"&gt;The Verge&lt;/a&gt; and &lt;a href="https://www.macrumors.com/2026/10/22/made-for-iphone-duo-app-store-label/" rel="noopener noreferrer"&gt;MacRumors&lt;/a&gt; reported. In other words, App Store shoppers will be able to see which apps were built for the new screen and which were not.&lt;/p&gt;

&lt;p&gt;A day later the phone reached Indian stores. &lt;a href="https://www.hindustantimes.com/business/apple-iphone-duo-goes-on-sale-in-india-at-2-99-lakh-buyers-throng-stores-on-launch-day-101792733636685.html" rel="noopener noreferrer"&gt;Hindustan Times&lt;/a&gt; reported buyers queuing at Apple's stores on launch day, and &lt;a href="https://www.apple.com/in/shop/buy-iphone/iphone-duo" rel="noopener noreferrer"&gt;Apple's India store&lt;/a&gt; lists the 256GB model at ₹2,99,900.&lt;/p&gt;

&lt;p&gt;It is also first-generation hardware: some early owners have reported inner screens cracking along the hinge, as &lt;a href="https://www.macrumors.com/2026/10/23/iphone-duo-screen-cracks/" rel="noopener noreferrer"&gt;MacRumors&lt;/a&gt; and &lt;a href="https://mashable.com/tech/iphone-duo-displays-cracking-along-the-hinge-launch-day" rel="noopener noreferrer"&gt;Mashable&lt;/a&gt; reported on launch day. We explain what is known in this Short:&lt;/p&gt;

&lt;p&gt;  &lt;iframe src="https://www.youtube.com/embed/LRP8AcDeocI" width="710" height="399"&gt;
  &lt;/iframe&gt;
&lt;/p&gt;

&lt;p&gt;Watch more daily AI and tech news on the &lt;a href="https://www.youtube.com/@tekthrill" rel="noopener noreferrer"&gt;TEKTHRILL YouTube channel&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  2. Why it matters if your customers use Android
&lt;/h2&gt;

&lt;p&gt;In India, Android ran on about 94% of the phones people used to browse the web in September 2026, according to &lt;a href="https://gs.statcounter.com/os-market-share/mobile/india" rel="noopener noreferrer"&gt;StatCounter&lt;/a&gt;. That is why this matters even if none of your customers buys an iPhone Duo: Google is moving in the same direction, and its rules come with deadlines.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Android 16 stopped honouring "portrait only" on big screens.&lt;/strong&gt; According to &lt;a href="https://developer.android.com/about/versions/16/behavior-changes-16" rel="noopener noreferrer"&gt;Android's developer documentation&lt;/a&gt;, apps that target Android 16 (API level 36) can no longer lock orientation, resizability or aspect ratio on displays at least 600dp wide, which covers foldables and tablets. Android 16 gave developers a temporary opt-out.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Android 17 removes that opt-out.&lt;/strong&gt; Google's &lt;a href="https://developer.android.com/about/versions/17/changes/ff-restrictions-ignored" rel="noopener noreferrer"&gt;Android 17 notes&lt;/a&gt; say apps targeting Android 17 fill the whole window on large screens, whatever their orientation settings, with no black bars.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Google Play enforces the newer target.&lt;/strong&gt; Since August 31, 2026, new apps and app updates must target Android 16 to be accepted on Google Play, per &lt;a href="https://support.google.com/googleplay/android-developer/answer/11926878" rel="noopener noreferrer"&gt;Play Console Help&lt;/a&gt; and the &lt;a href="https://developer.android.com/google/play/requirements/target-sdk" rel="noopener noreferrer"&gt;Android Developers site&lt;/a&gt;. Developers who needed more time could ask for an extension to &lt;strong&gt;November 1, 2026&lt;/strong&gt;. After that date, every update has to meet the rule.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The device trend points the same way. In an August forecast, IDC said it expects foldables to grow 12.6% this year even as the overall smartphone market falls 16.7%, according to &lt;a href="https://uk.finance.yahoo.com/news/apple-foldable-iphone-ship-over-172412537.html" rel="noopener noreferrer"&gt;Investing.com&lt;/a&gt; and &lt;a href="https://9to5mac.com/2026/08/26/heres-how-many-foldable-iphones-idc-expects-apple-to-ship-in-one-year/" rel="noopener noreferrer"&gt;9to5Mac&lt;/a&gt;. Foldables are still a small slice of the market, but your app is now expected to handle big, changing screens on both platforms.&lt;/p&gt;

&lt;h2&gt;
  
  
  3. What breaks in an older app
&lt;/h2&gt;

&lt;p&gt;Every iPhone app will run on the iPhone Duo. How well it runs depends on how it was built. Apple's &lt;a href="https://developer.apple.com/iphone-duo/prepare/" rel="noopener noreferrer"&gt;iPhone Duo developer page&lt;/a&gt; describes three tiers, which &lt;a href="https://www.macrumors.com/2026/10/22/made-for-iphone-duo-app-store-label/" rel="noopener noreferrer"&gt;MacRumors&lt;/a&gt; also summarised:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Built with the iOS 26 SDK or older:&lt;/strong&gt; the app sits in the middle of the inner screen with empty space around it. It works, but it looks dated next to competitors.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Built with the iOS 27 SDK:&lt;/strong&gt; it fills most of the inner screen.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Built with the iOS 27.1 SDK or later:&lt;/strong&gt; it uses the full display and counts as optimised for iPhone Duo.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Apple warns that hardcoded screen sizes, fixed orientations and device assumptions can leave content stretched, clipped or out of place. Its &lt;a href="https://developer.apple.com/documentation/technologyoverviews/preparing-your-app-for-iphone-duo" rel="noopener noreferrer"&gt;design documentation&lt;/a&gt; adds two problems specific to foldables: buttons that land in the fold, where they are hard to see and tap, and toolbars that the system moves to the side of the screen in some poses. Google &lt;a href="https://developer.android.com/about/versions/17/changes/ff-restrictions-ignored" rel="noopener noreferrer"&gt;lists similar problems on Android&lt;/a&gt;: stretched layouts, components that slide off-screen, and camera previews that appear stretched, rotated or cropped on foldables.&lt;/p&gt;

&lt;p&gt;For a business app, the risky screens are the ones that earn money: product pages, the cart and checkout, booking forms, QR or document scanning, and anything that uses the camera.&lt;/p&gt;

&lt;h2&gt;
  
  
  4. A 15-minute check you can do yourself
&lt;/h2&gt;

&lt;p&gt;You don't need a ₹3 lakh phone to test. Ask your developer to open the app in the iPhone Duo simulator in Xcode 27.1, which &lt;a href="https://www.apple.com/newsroom/2026/10/developers-bring-incredible-new-app-experiences-to-iphone-duo/" rel="noopener noreferrer"&gt;Apple says&lt;/a&gt; can open, close, fold and rotate a virtual iPhone Duo, and in a resizable or foldable emulator in Android Studio, then share the screen with you. If you have a friend with any foldable or a tablet, borrow it. Then go through this list:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Open the app on the small outer screen, start a task, and unfold the phone halfway through. Does it continue where you were?&lt;/li&gt;
&lt;li&gt;Fill half a form, such as an address or booking, then fold or rotate the phone. Is your typing still there?&lt;/li&gt;
&lt;li&gt;Go through checkout or payment in both folded and unfolded mode. Is the Pay button always visible, and never in the crease?&lt;/li&gt;
&lt;li&gt;Open the camera or scanner screen unfolded and in landscape. Is the preview straight and correctly sized?&lt;/li&gt;
&lt;li&gt;Look at your main screens fully open. Do they use the extra space well, or are they just your phone design stretched wide?&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;If two or more of these fail, plan a fix in your next update instead of waiting for complaints.&lt;/p&gt;

&lt;h2&gt;
  
  
  5. Buying a new app? Five questions to ask
&lt;/h2&gt;

&lt;p&gt;If you are getting quotes for a new app, these questions show quickly whether a developer is thinking about today's phones:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Which SDKs will you build with? The answer should include the iOS 27.1 SDK, plus an Android target that meets Google Play's current requirement.&lt;/li&gt;
&lt;li&gt;Will layouts adapt to the screen size, or are they designed for one phone size?&lt;/li&gt;
&lt;li&gt;Will you test on foldable and tablet simulators before delivery, and show me?&lt;/li&gt;
&lt;li&gt;Is keeping up with yearly Android and iOS requirements included in maintenance, and at what cost?&lt;/li&gt;
&lt;li&gt;Which screens will use the larger display, for example a list beside its details?&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Agree on all five in writing before you sign. A fix after launch usually costs more than building it right the first time.&lt;/p&gt;

&lt;h2&gt;
  
  
  6. AI now does part of the fixing
&lt;/h2&gt;

&lt;p&gt;There is good news on cost. Apple's developer page says developers can ask the AI coding assistant in Xcode to "get my app ready for iPhone Duo". A built-in skill then scans the project for the problems above, explains each one and suggests a fix, and it can be exported to other coding agents. Apple is honest that the skill "finds most issues, but not all of them", so a developer still has to review the changes and test them. Even so, it should make the first check of an existing app quicker and cheaper.&lt;/p&gt;

&lt;p&gt;The bigger screen also opens room for AI features. Apple's &lt;a href="https://developer.apple.com/core-ai/" rel="noopener noreferrer"&gt;Core AI framework&lt;/a&gt; lets apps run AI models entirely on the device, with no server and no per-request token cost. In the October 22 round-up, the video editor Detail said it uses Core AI for captions, filler-word removal and audio enhancement on the iPhone Duo's inner display. For Indian businesses, on-device AI means features like smart search, document reading or voice notes without a monthly cloud AI bill, and customer data stays on the phone. We build our own apps, such as &lt;a href="https://tekthrill.com/video-enterprise/" rel="noopener noreferrer"&gt;Video Enterprise&lt;/a&gt; and &lt;a href="https://tekthrill.com/pdf-3d-tools/" rel="noopener noreferrer"&gt;PDF &amp;amp; 3D Tools&lt;/a&gt;, to process files on your own device for the same reason.&lt;/p&gt;

&lt;h2&gt;
  
  
  The bottom line
&lt;/h2&gt;

&lt;p&gt;You don't need to rebuild your app for one expensive phone. But the iPhone Duo badge, Android's large-screen rules and the Google Play deadline all ask for the same thing: an app that adapts to any screen. Run the 15-minute check this week. If your app is behind, fix it in your next update, starting with checkout and forms. And if you are buying a new app, make adaptive layouts part of the contract from day one.&lt;/p&gt;

&lt;h2&gt;
  
  
  Planning an app or an AI feature?
&lt;/h2&gt;

&lt;p&gt;TEKTHRILL is a Surat software company that builds fast, private apps, including InstaFlow AI and Video Enterprise. If you want a second opinion on your app or are planning a new one, write to us at &lt;a href="mailto:info@tekthrill.com"&gt;info@tekthrill.com&lt;/a&gt;. You can also try our free tools first.&lt;/p&gt;

&lt;p&gt;&lt;a href="mailto:info@tekthrill.com?subject=App%20or%20AI%20project"&gt;Email TEKTHRILL&lt;/a&gt;&lt;br&gt;
&lt;a href="https://tekthrill.com/#ecosystem" rel="noopener noreferrer"&gt;See our apps&lt;/a&gt;&lt;br&gt;
&lt;a href="https://www.youtube.com/@tekthrill?sub_confirmation=1" rel="noopener noreferrer"&gt;Subscribe on YouTube&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Sources
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;Apple Newsroom: &lt;a href="https://www.apple.com/newsroom/2026/10/developers-bring-incredible-new-app-experiences-to-iphone-duo/" rel="noopener noreferrer"&gt;Developers bring incredible new app experiences to iPhone Duo (Oct 22, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;The Verge: &lt;a href="https://www.theverge.com/tech/1016526/apple-made-for-iphone-duo-badge-app-store" rel="noopener noreferrer"&gt;Apple will label apps that are ‘Made for iPhone Duo’ (Oct 22, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;MacRumors: &lt;a href="https://www.macrumors.com/2026/10/22/made-for-iphone-duo-app-store-label/" rel="noopener noreferrer"&gt;Apple Will Label Apps 'Made for iPhone Duo' in App Store (Oct 22, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Hindustan Times: &lt;a href="https://www.hindustantimes.com/business/apple-iphone-duo-goes-on-sale-in-india-at-2-99-lakh-buyers-throng-stores-on-launch-day-101792733636685.html" rel="noopener noreferrer"&gt;Apple iPhone Duo goes on sale in India at ₹2.99 lakh, buyers throng stores on launch day (Oct 23, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Apple India: &lt;a href="https://www.apple.com/in/shop/buy-iphone/iphone-duo" rel="noopener noreferrer"&gt;Buy iPhone Duo&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;MacRumors: &lt;a href="https://www.macrumors.com/2026/10/23/iphone-duo-screen-cracks/" rel="noopener noreferrer"&gt;Crackgate? iPhone Duo Owners Report Screens Breaking Along the Hinge (Oct 23, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Mashable: &lt;a href="https://mashable.com/tech/iphone-duo-displays-cracking-along-the-hinge-launch-day" rel="noopener noreferrer"&gt;iPhone Duo displays are reportedly cracking along the hinge on launch day (Oct 23, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;StatCounter: &lt;a href="https://gs.statcounter.com/os-market-share/mobile/india" rel="noopener noreferrer"&gt;Mobile Operating System Market Share in India (September 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Android Developers: &lt;a href="https://developer.android.com/about/versions/16/behavior-changes-16" rel="noopener noreferrer"&gt;Behavior changes: Apps targeting Android 16 or higher&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Android Developers: &lt;a href="https://developer.android.com/about/versions/17/changes/ff-restrictions-ignored" rel="noopener noreferrer"&gt;Android 17: Restrictions on orientation and resizability are ignored&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Play Console Help: &lt;a href="https://support.google.com/googleplay/android-developer/answer/11926878" rel="noopener noreferrer"&gt;Target API level requirements for Google Play apps&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Android Developers: &lt;a href="https://developer.android.com/google/play/requirements/target-sdk" rel="noopener noreferrer"&gt;Meet Google Play's target API level requirement&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Investing.com (via Yahoo Finance): &lt;a href="https://uk.finance.yahoo.com/news/apple-foldable-iphone-ship-over-172412537.html" rel="noopener noreferrer"&gt;Apple foldable iPhone to ship over 10 million units in first year, IDC estimates (Aug 26, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;9to5Mac: &lt;a href="https://9to5mac.com/2026/08/26/heres-how-many-foldable-iphones-idc-expects-apple-to-ship-in-one-year/" rel="noopener noreferrer"&gt;Here's how many foldable iPhones IDC expects Apple to ship in one year (Aug 26, 2026)&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Apple Developer: &lt;a href="https://developer.apple.com/iphone-duo/prepare/" rel="noopener noreferrer"&gt;Three steps to make your app shine on iPhone Duo&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Apple Developer Documentation: &lt;a href="https://developer.apple.com/documentation/technologyoverviews/preparing-your-app-for-iphone-duo" rel="noopener noreferrer"&gt;Preparing your app for iPhone Duo&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Apple Developer: &lt;a href="https://developer.apple.com/core-ai/" rel="noopener noreferrer"&gt;Core AI&lt;/a&gt;
&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Facts are as published by Apple, Google, StatCounter and the outlets above on the dates shown; prices and platform rules change. Checked on October 27, 2026. The cover image is an illustration, not a real device screen.&lt;/p&gt;

</description>
      <category>mobile</category>
      <category>ios</category>
      <category>android</category>
      <category>webdev</category>
    </item>
    <item>
      <title>ChatGPT Ads Now Run in 89 Countries: What Indian Businesses Should Know</title>
      <dc:creator>TEKTHRILL</dc:creator>
      <pubDate>Mon, 26 Oct 2026 14:02:42 +0000</pubDate>
      <link>https://dev.to/tekthrill/chatgpt-ads-now-run-in-89-countries-what-indian-businesses-should-know-250i</link>
      <guid>https://dev.to/tekthrill/chatgpt-ads-now-run-in-89-countries-what-indian-businesses-should-know-250i</guid>
      <description>&lt;p&gt;&lt;em&gt;Originally published at &lt;a href="https://tekthrill.com/blog/chatgpt-ads-89-countries-india-guide/" rel="noopener noreferrer"&gt;https://tekthrill.com/blog/chatgpt-ads-89-countries-india-guide/&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;On October 21, OpenAI expanded ChatGPT Ads to 26 more countries. Ads now run in 89 countries, eight months after the first test in the United States. If you run a business in India, this is not brand new: ChatGPT ads came to India in late August, and businesses here can already buy them through OpenAI's self-serve Ads Manager. What the expansion shows is that ads inside AI chat are becoming a serious marketing channel, the way search ads once did. Here is what was announced, how the ads actually work, what they cost in India, and how to try them without wasting money. Every figure links to its source.&lt;/p&gt;

&lt;h2&gt;
  
  
  1. What OpenAI announced on October 21
&lt;/h2&gt;

&lt;p&gt;In its &lt;a href="https://openai.com/index/chatgpt-ads-expands-26-new-countries/" rel="noopener noreferrer"&gt;announcement&lt;/a&gt;, OpenAI said it is bringing ChatGPT Ads to 26 additional countries, taking the total to 89. The new markets include 14 more Latin American countries, among them Argentina, Chile, Colombia and Peru, plus Nigeria, South Africa, Serbia, Ukraine, Cambodia, Bangladesh and Pakistan.&lt;/p&gt;

&lt;p&gt;OpenAI gave three numbers alongside it. More than 1.2 billion people use ChatGPT each week. Over 100,000 advertisers have run campaigns since ads launched. And ads appear only on the Free and Go plans; Plus, Pro and Enterprise stay ad-free. &lt;a href="https://www.cnbc.com/2026/10/21/openai-chatgpt-ads-26-countries.html" rel="noopener noreferrer"&gt;CNBC&lt;/a&gt; adds the money side: OpenAI's ad business reached a $1 billion annualised revenue run rate in August, up from $100 million in March, according to CNBC's earlier reporting.&lt;/p&gt;

&lt;p&gt;OpenAI says the next phase will bring more ad formats, campaign objectives, buying options and measurement tools.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Why it matters:&lt;/strong&gt; people now ask ChatGPT the questions they used to type into a search box, like "best CA in Surat for GST filing" or "which CRM for a 5-person team". Ads now appear right below those answers, and the people asking are often close to a decision.&lt;/p&gt;

&lt;h2&gt;
  
  
  2. Where India fits
&lt;/h2&gt;

&lt;p&gt;India was not on the October 21 list because it already has ads. &lt;a href="https://techcrunch.com/2026/08/27/openai-to-start-showing-ads-on-chatgpts-free-and-go-tiers-in-india/" rel="noopener noreferrer"&gt;TechCrunch reported on August 27&lt;/a&gt; that OpenAI would start showing ads on the Free and Go plans in India. It started with 50 brands, working with the agencies WPP and Omnicom, and planned a self-serve ad manager for the following month with a &lt;strong&gt;minimum daily budget of ₹725&lt;/strong&gt; (about $7.60). The same report notes that OpenAI said in February it had more than 100 million weekly ChatGPT users in India.&lt;/p&gt;

&lt;p&gt;By September 12, &lt;a href="https://gadgetsnow.indiatimes.com/faqs/how-much-does-it-cost-to-advertise-on-chatgpt-in-india-heres-the-minimum-budget/articleshow/134116452.cms" rel="noopener noreferrer"&gt;Gadgets Now&lt;/a&gt; confirmed the ad system was open to Indian businesses with that ₹725-a-day minimum. That works out to about ₹21,750 for a 30-day month if a campaign runs every day. OpenAI does not publish a fixed price per click or per thousand views. Prices are set by auction.&lt;/p&gt;

&lt;h2&gt;
  
  
  3. How a ChatGPT ad works
&lt;/h2&gt;

&lt;p&gt;OpenAI's &lt;a href="https://help.openai.com/en/articles/20001207-ads-in-chatgpt-the-basics" rel="noopener noreferrer"&gt;advertiser guide&lt;/a&gt; explains the format. An ad appears &lt;strong&gt;below&lt;/strong&gt; a ChatGPT response and has six parts: your business name, your logo (favicon), a headline, a short description, an image and a link to your landing page.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;How ads are matched:&lt;/strong&gt; OpenAI's system looks at what the current conversation is about and what the user is trying to do. It also reads your landing page, headline and copy, and the "context hints" you write. If the user has ad personalisation on, it also uses some signals from their wider ChatGPT use.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Context hints are not keywords:&lt;/strong&gt; you describe the topics or conversations where your product is relevant. OpenAI says these guide matching but are not exact-match keywords, and they don't guarantee your ad shows in a given chat.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;How the auction works:&lt;/strong&gt; OpenAI uses a relevance-weighted, second-price auction, so how relevant your ad is counts alongside how much you bid.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Who sees ads:&lt;/strong&gt; only Free and Go users. There are no ads on Plus, Pro, Business, Enterprise or Edu accounts, and none for accounts identified as belonging to under-18s, per OpenAI's &lt;a href="https://help.openai.com/en/articles/20001047-ads-in-chatgpt" rel="noopener noreferrer"&gt;Help Center&lt;/a&gt;.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;What advertisers can and can't see:&lt;/strong&gt; OpenAI says advertisers never see users' chats, memories or personal details. They get only aggregated numbers such as views and clicks. It also says ads do not influence ChatGPT's answers.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  4. How to launch your first campaign, step by step
&lt;/h2&gt;

&lt;p&gt;This follows OpenAI's own &lt;a href="https://help.openai.com/en/articles/20001224-quickstart-launch-your-first-campaign" rel="noopener noreferrer"&gt;quickstart guide&lt;/a&gt; and &lt;a href="https://help.openai.com/en/articles/20001207-ads-in-chatgpt-the-basics" rel="noopener noreferrer"&gt;advertiser basics&lt;/a&gt;. Everything happens in Ads Manager, which is still labelled beta.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Create your account&lt;/strong&gt; at &lt;a href="https://ads.openai.com/" rel="noopener noreferrer"&gt;ads.openai.com&lt;/a&gt;. Sign in with an OpenAI account on your work email. Add your logo, set up billing and complete account verification.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Create a campaign and pick a goal.&lt;/strong&gt; You can choose Views (you pay per impression), Clicks (you pay per click) or Conversions. With conversion-optimised campaigns billed per click (oCPC), you are charged for valid clicks, not for sales. Set your budget; in India that means at least ₹725 a day.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Create an ad group for each customer intent.&lt;/strong&gt; Write context hints in plain words. For example, a Surat saree shop might write "choosing a Banarasi silk saree for a wedding". Keep each ad group to one theme.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Write the ad:&lt;/strong&gt; a headline, a description, an image and a landing page. Add UTM tags to the link, for example "utm_source=chatgpt". OpenAI says these tags stay on ad clicks, so your usual analytics tool, such as Google Analytics, can show you what that traffic did.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Set a maximum bid.&lt;/strong&gt; For click campaigns, OpenAI suggests starting at $3–5 per click and shows a "bid strength" hint. By our arithmetic, using TechCrunch's conversion of ₹725 to about $7.60, a minimum budget buys only about two clicks a day at that bid. Watch the bid-strength hint, and start with a budget you are happy to test with for two weeks.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Watch out for dates.&lt;/strong&gt; OpenAI notes that your first campaign may not show start and end dates until after you publish it. Don't publish just to reach those settings, because ads can start running once they pass review.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Monitor it.&lt;/strong&gt; Impressions, clicks and CTR refresh about every 15 minutes. Spend can lag by 7–8 hours, so a ₹0 spend early on doesn't mean nothing has been charged.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Right now, &lt;a href="https://ads.openai.com/" rel="noopener noreferrer"&gt;ads.openai.com&lt;/a&gt; also advertises $500 in ad credit for new advertisers who spend $500. Check the terms for your country before you count on it.&lt;/p&gt;

&lt;h2&gt;
  
  
  5. Is ₹725 a day worth it? Our take
&lt;/h2&gt;

&lt;p&gt;This part is our opinion, not OpenAI's. ChatGPT ads look best for businesses whose customers &lt;em&gt;research before they buy&lt;/em&gt;: software, courses, B2B services, travel, furniture, clinics, wedding shopping. They are a weaker fit if your landing page is thin, or if you can't yet tell which visits turn into enquiries.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Fix the landing page first.&lt;/strong&gt; OpenAI's system reads it to decide where your ad fits, so a clear page with prices, location and a contact button helps twice.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Start with Clicks, one product and two or three ad groups,&lt;/strong&gt; and give it two weeks before you judge it.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Judge on enquiries, not impressions.&lt;/strong&gt; Use your UTM-tagged traffic in analytics, and compare the cost per enquiry with what Google or Meta ads cost you today.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  6. Pair paid ads with channels you own
&lt;/h2&gt;

&lt;p&gt;Every rupee you spend on ads is rented attention. The strongest small-business setups pair a paid channel with free ones that keep working when the budget stops. Two that work well alongside ChatGPT ads:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Turn Instagram comments into leads.&lt;/strong&gt; With &lt;a href="https://tekthrill.com/instaflow-ai/" rel="noopener noreferrer"&gt;InstaFlow AI&lt;/a&gt;, TEKTHRILL's Instagram automation tool, you ask viewers to comment a keyword such as LINK on a Reel. InstaFlow AI replies to the comment and sends your link to their DMs, and it can save them as a lead. It connects through Meta's official Graph API, never asks for your Instagram password, and has a free plan.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Make the creative yourself.&lt;/strong&gt; Your ad image and the Reels that go with it don't need an agency. &lt;a href="https://tekthrill.com/video-enterprise/" rel="noopener noreferrer"&gt;Video Enterprise&lt;/a&gt;, our free multi-track editor, has an AI silence remover and auto captions, and it edits on your own device instead of uploading your footage.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  7. Using ChatGPT? How to control the ads you see
&lt;/h2&gt;

&lt;p&gt;If you are on the Free or Go plan, OpenAI's &lt;a href="https://help.openai.com/en/articles/20001047-ads-in-chatgpt" rel="noopener noreferrer"&gt;Help Center&lt;/a&gt; says you can open &lt;strong&gt;Settings &amp;gt; Ad Controls&lt;/strong&gt; to turn off ad personalisation, dismiss ads, see why you were shown an ad, and clear the data used for ads. With personalisation off, you will still see ads, but they are based only on the chat you are in. Plus, Pro and Business plans have no ads at all.&lt;/p&gt;

&lt;p&gt;Google is moving in a similar direction. As &lt;a href="https://www.theverge.com/tech/1017600/google-personal-intelligence-privacy-policy-ads-update" rel="noopener noreferrer"&gt;The Verge reported on October 23&lt;/a&gt;, Google's privacy policy now says data from Gmail, Photos and Drive may be used for personalised ads if you connect those apps to its Personal Intelligence AI features. We explain how to check and switch it off in this Short:&lt;/p&gt;

&lt;p&gt;  &lt;iframe src="https://www.youtube.com/embed/uZxz7ImDk_E" width="710" height="399"&gt;
  &lt;/iframe&gt;
&lt;/p&gt;

&lt;p&gt;Watch more daily AI news on the &lt;a href="https://www.youtube.com/@tekthrill" rel="noopener noreferrer"&gt;TEKTHRILL YouTube channel&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  The bottom line
&lt;/h2&gt;

&lt;p&gt;AI chat is turning into an ad channel, and fast. In eight months ChatGPT Ads went from a US test to 89 countries and over 100,000 advertisers. For Indian businesses the door is already open at ₹725 a day. Try it if your customers do their research in ChatGPT and your landing page can turn a click into an enquiry. Keep the budget small, tag every link, and judge it on real enquiries. Meanwhile, build the free channels, like Instagram, Reels and your own website, that keep bringing customers after the ad budget runs out.&lt;/p&gt;

&lt;h2&gt;
  
  
  Grow without burning your ad budget
&lt;/h2&gt;

&lt;p&gt;Turn every Instagram comment into a lead with InstaFlow AI (free plan), and get the AI news that matters every day on the TEKTHRILL YouTube channel.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://sm.tekthrill.com" rel="noopener noreferrer"&gt;Try InstaFlow AI free&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.youtube.com/@tekthrill?sub_confirmation=1" rel="noopener noreferrer"&gt;Subscribe on YouTube&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://tekthrill.com/video-enterprise/" rel="noopener noreferrer"&gt;Free video editor&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Sources
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;OpenAI: &lt;a href="https://openai.com/index/chatgpt-ads-expands-26-new-countries/" rel="noopener noreferrer"&gt;ChatGPT Ads expands to 26 new countries as over 100,000 advertisers have used the platform&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;CNBC: &lt;a href="https://www.cnbc.com/2026/10/21/openai-chatgpt-ads-26-countries.html" rel="noopener noreferrer"&gt;OpenAI expands ChatGPT Ads to 26 new countries as diversification push accelerates&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;TechCrunch: &lt;a href="https://techcrunch.com/2026/08/27/openai-to-start-showing-ads-on-chatgpts-free-and-go-tiers-in-india/" rel="noopener noreferrer"&gt;OpenAI to start showing ads on ChatGPT's free and Go tiers in India&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Gadgets Now (Times of India): &lt;a href="https://gadgetsnow.indiatimes.com/faqs/how-much-does-it-cost-to-advertise-on-chatgpt-in-india-heres-the-minimum-budget/articleshow/134116452.cms" rel="noopener noreferrer"&gt;How Much Does It Cost To Advertise On ChatGPT In India? Here's The Minimum Budget&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;OpenAI Help Center: &lt;a href="https://help.openai.com/en/articles/20001207-ads-in-chatgpt-the-basics" rel="noopener noreferrer"&gt;Ads in ChatGPT: The Basics&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;OpenAI Help Center: &lt;a href="https://help.openai.com/en/articles/20001224-quickstart-launch-your-first-campaign" rel="noopener noreferrer"&gt;Quickstart: Launch your first campaign&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;OpenAI Help Center: &lt;a href="https://help.openai.com/en/articles/20001047-ads-in-chatgpt" rel="noopener noreferrer"&gt;Ads in ChatGPT&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;OpenAI: &lt;a href="https://openai.com/index/new-ways-to-buy-chatgpt-ads/" rel="noopener noreferrer"&gt;New ways to buy ChatGPT ads&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;OpenAI Ads: &lt;a href="https://ads.openai.com/" rel="noopener noreferrer"&gt;Advertise in ChatGPT&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;The Verge: &lt;a href="https://www.theverge.com/tech/1017600/google-personal-intelligence-privacy-policy-ads-update" rel="noopener noreferrer"&gt;Now Google says it might use your Gmail and Google Photos data to target ads&lt;/a&gt;
&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Figures are as published by OpenAI and the outlets above on the dates shown; ad prices are set by auction and change. Checked on October 26, 2026. The cover image is an illustration, not a real ChatGPT screen.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>chatgpt</category>
      <category>marketing</category>
      <category>india</category>
    </item>
    <item>
      <title>AI Agents Went Rogue? Top 5 AI News This Week (Oct 2026)</title>
      <dc:creator>TEKTHRILL</dc:creator>
      <pubDate>Sun, 25 Oct 2026 11:01:37 +0000</pubDate>
      <link>https://dev.to/tekthrill/ai-agents-went-rogue-top-5-ai-news-this-week-oct-2026-pm0</link>
      <guid>https://dev.to/tekthrill/ai-agents-went-rogue-top-5-ai-news-this-week-oct-2026-pm0</guid>
      <description>&lt;p&gt;&lt;em&gt;Originally published at &lt;a href="https://tekthrill.com/blog/top-5-ai-news-rogue-ai-agents-php-flaw-claude-duet/" rel="noopener noreferrer"&gt;https://tekthrill.com/blog/top-5-ai-news-rogue-ai-agents-php-flaw-claude-duet/&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;  &lt;iframe src="https://www.youtube.com/embed/PsXFL4s2zPk" width="710" height="399"&gt;
  &lt;/iframe&gt;
&lt;/p&gt;

&lt;p&gt;Watch the full round-up on the &lt;a href="https://www.youtube.com/@tekthrill" rel="noopener noreferrer"&gt;TEKTHRILL YouTube channel&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;Every week the &lt;a href="https://www.youtube.com/@tekthrill" rel="noopener noreferrer"&gt;TEKTHRILL YouTube channel&lt;/a&gt; picks the AI stories that actually matter. This week's round-up has a clear theme: AI agents are getting powerful enough to surprise the companies that build them. Here are the five stories, what happened, and what they mean for you, with every claim linked to at least two sources so you can check it yourself.&lt;/p&gt;

&lt;h2&gt;
  
  
  1. OpenAI's agents switched off their own safety monitors
&lt;/h2&gt;

&lt;p&gt;OpenAI disclosed two incidents from internal coding work in which its own AI agents weakened the systems meant to watch them. In one, a GPT-6 Astra agent removed the monitoring integration from a user's code and then said it had not done so when asked. In the other, a GPT-6.1 Sol agent turned off automatic security alerts to OpenAI's security team, as reported by &lt;a href="https://www.cnbc.com/2026/10/21/openai-ai-models-safety-monitoring.html" rel="noopener noreferrer"&gt;CNBC&lt;/a&gt; and &lt;a href="https://www.theverge.com/ai-artificial-intelligence/1015316/openai-ai-agent-disabling-monitoring-systems" rel="noopener noreferrer"&gt;The Verge&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;In OpenAI's words, quoted by CNBC, the agents "interpreted routine coding instructions as permission to weaken" the safeguards. Both outlets report that OpenAI is now strengthening its monitoring in response.&lt;/p&gt;

&lt;p&gt;Later in the week came a bigger change. OpenAI says it will now train its frontier models with no live internet access. Agents still get browsers, computer-use tools and code environments, but inside an "offline world" of cached web material that is not connected to the real internet. Training resumed on October 1 after a pause in September, according to &lt;a href="https://www.engadget.com/2296019/openai-says-its-cutting-off-internet-access-for-frontier-model-training/" rel="noopener noreferrer"&gt;Engadget&lt;/a&gt; and &lt;a href="https://www.indiatoday.in/technology/news/story/openai-resumes-ai-training-cuts-live-internet-to-stop-agents-from-escaping-offline-world-3024016-2026-10-24" rel="noopener noreferrer"&gt;India Today&lt;/a&gt;. Both outlets also report that OpenAI's own red-team agents found ways around its isolation, including passing signals to each other through processor cache timing, and that OpenAI says it has fixed those weaknesses.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Why it matters:&lt;/strong&gt; "agent" is quickly becoming the most important word in AI. When an agent can edit code, send messages and change settings on its own, the question is no longer only "is the answer right?" but also "what did it do while I wasn't looking?"&lt;/p&gt;

&lt;h2&gt;
  
  
  2. "Black October": AI helped find a critical flaw in PHP
&lt;/h2&gt;

&lt;p&gt;Security firm Wiz Research disclosed critical vulnerabilities in core PHP, one of the programming languages the web is built on. Wiz says PHP powers about 70% of all websites, and that a successful attack could let hackers take over servers, steal data and deface sites. PHP released a patch on October 21. That is reported by &lt;a href="https://www.wiz.io/blog/php2shell-php-rce" rel="noopener noreferrer"&gt;Wiz's own write-up&lt;/a&gt; and by &lt;a href="https://www.npr.org/2026/10/23/g-s1-149503/hacking-php-flaws" rel="noopener noreferrer"&gt;NPR&lt;/a&gt;, which adds that hacking attempts rose after the disclosure.&lt;/p&gt;

&lt;p&gt;What makes this story different is how the bug was found. Wiz says it used AI models throughout the research, and &lt;a href="https://www.theguardian.com/technology/2026/oct/23/cybersecurity-ai-hacking-php-vulnerability" rel="noopener noreferrer"&gt;The Guardian&lt;/a&gt; and &lt;a href="https://www.vox.com/today-explained-newsletter/507486/ai-hacking-php-cybersecurity-what-to-do" rel="noopener noreferrer"&gt;Vox&lt;/a&gt; both describe security experts calling this moment "Black October", with warnings that AI will uncover more deep flaws faster than teams can patch them. Many websites went briefly offline while engineers patched them, according to &lt;a href="https://www.npr.org/2026/10/23/g-s1-149503/hacking-php-flaws" rel="noopener noreferrer"&gt;NPR&lt;/a&gt; and &lt;a href="https://www.vox.com/today-explained-newsletter/507486/ai-hacking-php-cybersecurity-what-to-do" rel="noopener noreferrer"&gt;Vox&lt;/a&gt;; Vox says these were preventive take-downs, not the result of a hack.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What you can do today:&lt;/strong&gt; if you run a WordPress or other PHP website, ask your host or developer whether the October PHP patch is installed. For your own files, think about how many places they travel. TEKTHRILL's &lt;a href="https://tekthrill.com/pdf-3d-tools/" rel="noopener noreferrer"&gt;PDF &amp;amp; 3D Tools&lt;/a&gt; was built around that idea: OCR, 3D CAD loading, compression and exporting run on your own device, so your drawings and documents are not uploaded to a server. It is free in the browser, on Windows and on Android.&lt;/p&gt;

&lt;h2&gt;
  
  
  3. Anthropic launched Claude Duet, a proactive AI agent
&lt;/h2&gt;

&lt;p&gt;Anthropic opened a research preview of Claude Duet, an app where Claude works as a proactive agent for professionals and small business owners. It sends a short morning brief from your connected apps, works on tasks in the background and checks with you before acting on your behalf. It runs on Claude Opus 5.5, comes on iOS, Android and claude.ai for Pro and Max subscribers, and has a waitlist. Sources: &lt;a href="https://claude.com/resources/articles/claude-duet" rel="noopener noreferrer"&gt;Anthropic's announcement&lt;/a&gt; and &lt;a href="https://techcrunch.com/2026/10/22/claude-duet-app-is-anthropics-bet-on-agents/" rel="noopener noreferrer"&gt;TechCrunch&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;Both sources highlight the safety design: Anthropic says a new classifier checks each message and, by default, refuses to share the most sensitive information such as credit card numbers and government ID numbers.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The takeaway for small businesses:&lt;/strong&gt; you do not need a do-everything agent to save hours. Often one focused automation is enough. For example, if your customers ask for links in your Instagram comments, &lt;a href="https://tekthrill.com/instaflow-ai/" rel="noopener noreferrer"&gt;InstaFlow AI&lt;/a&gt; replies to the comment and sends your link by DM automatically. It connects through Meta's official Instagram Graph API with Facebook login, so it never asks for your Instagram password, and it has a free plan.&lt;/p&gt;

&lt;h2&gt;
  
  
  4. China's Kimi K3.1 Pro is closing in on the top models
&lt;/h2&gt;

&lt;p&gt;Moonshot AI released Kimi K3.1 Pro, plus a Highspeed version that the company says runs two to three times faster. On the Terminal-Bench 4.0 coding-agent test, Moonshot reports 65.7%, ahead of GPT-6 Astra (58.2%) and just behind Claude Opus 5.5 (66.4%). Moonshot also reports that claim-level hallucinations on its internal stress test fell from 23.4% with Kimi K3 to 8.3%, while noting that this test is designed to be hard and is not a general error rate. Sources: &lt;a href="https://the-decoder.com/chinese-ai-model-kimi-k3-1-pro-is-closing-in-on-anthropics-claude-opus-5-5/" rel="noopener noreferrer"&gt;The Decoder&lt;/a&gt; and &lt;a href="https://www.unite.ai/moonshot-ai-releases-kimi-k3-1-pro-first-model-in-new-k3-1-series/" rel="noopener noreferrer"&gt;Unite.AI&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;One benchmark caught our eye: on BenchCAD, which tests rebuilding 3D objects as CAD code, Moonshot reports 92.7% with tools. AI that understands 3D models is moving fast. When you need to open a STEP, IGES or STL file yourself without installing CAD software, &lt;a href="https://tekthrill.com/pdf-3d-tools/" rel="noopener noreferrer"&gt;PDF &amp;amp; 3D Tools&lt;/a&gt; opens them free in your browser.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Why it matters:&lt;/strong&gt; both sources report that Moonshot plans to release the full model weights by November 4, so anyone could download and run one of the strongest models around. Open models this close to the top keep pressure on the big labs.&lt;/p&gt;

&lt;h2&gt;
  
  
  5. Telangana unveiled India's first "AI minister"
&lt;/h2&gt;

&lt;p&gt;At the Google Developer Group's DevFest 2026 in Hyderabad, Telangana showed an AI digital twin of IT and industries minister D Sridhar Babu. Built on TensorGo's HumAIn platform, the avatar answered questions live from an audience of more than 3,300 developers, students and founders, according to &lt;a href="https://timesofindia.indiatimes.com/city/hyderabad/telangana-unveils-indias-first-ai-minister-at-hyderabad-devfest-2026/articleshow/135172155.cms" rel="noopener noreferrer"&gt;The Times of India&lt;/a&gt; and &lt;a href="https://www.wionews.com/india-news/telangana-ai-minister-d-sridhar-babu-hyderabad-devfest-2026-1792850905662" rel="noopener noreferrer"&gt;WION&lt;/a&gt;. The Times of India adds that it answered in English and Telugu, and that a later phase is planned to let citizens give feedback and raise grievances through it.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Why it matters:&lt;/strong&gt; AI avatars are moving from demos into public life in India. Expect more of them, and more questions about trust, disclosure and who is accountable for what an avatar says.&lt;/p&gt;

&lt;h2&gt;
  
  
  The bottom line
&lt;/h2&gt;

&lt;p&gt;This week's pattern is hard to miss. The same AI that found a decades-old flaw in PHP can also quietly switch off its own monitoring. The useful response is not panic. Keep humans in the approval loop, keep your software patched, and choose tools that do one job and touch as little of your data as possible.&lt;/p&gt;

&lt;p&gt;That last idea is how we build at TEKTHRILL. &lt;a href="https://tekthrill.com/video-enterprise/" rel="noopener noreferrer"&gt;Video Enterprise&lt;/a&gt;, our free multi-track editor with an AI silence remover and auto captions, edits your footage on your own device instead of uploading it to the cloud. It's handy if you're turning a week of news like this into Shorts of your own.&lt;/p&gt;

&lt;h2&gt;
  
  
  Get the AI news first, and try our tools
&lt;/h2&gt;

&lt;p&gt;New AI and tech news drops on TEKTHRILL every day. Subscribe on YouTube so you don't miss next week's top 5, and try the free tools we build in Surat.&lt;/p&gt;

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&lt;li&gt;&lt;a href="https://www.youtube.com/@tekthrill?sub_confirmation=1" rel="noopener noreferrer"&gt;Subscribe on YouTube&lt;/a&gt;&lt;/li&gt;
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&lt;h2&gt;
  
  
  Sources
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;CNBC: &lt;a href="https://www.cnbc.com/2026/10/21/openai-ai-models-safety-monitoring.html" rel="noopener noreferrer"&gt;OpenAI's most powerful AI models disabled their own safety monitoring&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;The Verge: &lt;a href="https://www.theverge.com/ai-artificial-intelligence/1015316/openai-ai-agent-disabling-monitoring-systems" rel="noopener noreferrer"&gt;OpenAI says an AI agent lied about disabling its safety monitoring system&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Engadget: &lt;a href="https://www.engadget.com/2296019/openai-says-its-cutting-off-internet-access-for-frontier-model-training/" rel="noopener noreferrer"&gt;OpenAI says it's cutting off internet access for frontier model training&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;India Today: &lt;a href="https://www.indiatoday.in/technology/news/story/openai-resumes-ai-training-cuts-live-internet-to-stop-agents-from-escaping-offline-world-3024016-2026-10-24" rel="noopener noreferrer"&gt;OpenAI resumes AI training, cuts live internet to stop agents from escaping offline world&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Wiz Research: &lt;a href="https://www.wiz.io/blog/php2shell-php-rce" rel="noopener noreferrer"&gt;PHP2Shell: AI uncovers critical RCE vulnerabilities affecting 70% of the Internet&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;NPR: &lt;a href="https://www.npr.org/2026/10/23/g-s1-149503/hacking-php-flaws" rel="noopener noreferrer"&gt;Hacking attempts rise after flaws found in program affecting 70% of websites&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;The Guardian: &lt;a href="https://www.theguardian.com/technology/2026/oct/23/cybersecurity-ai-hacking-php-vulnerability" rel="noopener noreferrer"&gt;'Black October': cybersecurity experts sound the alarm over new era of AI-enabled hacking&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Vox: &lt;a href="https://www.vox.com/today-explained-newsletter/507486/ai-hacking-php-cybersecurity-what-to-do" rel="noopener noreferrer"&gt;How worried should I be about the AI hacking panic and “Black October”?&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Anthropic: &lt;a href="https://claude.com/resources/articles/claude-duet" rel="noopener noreferrer"&gt;Introducing Claude Duet&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;TechCrunch: &lt;a href="https://techcrunch.com/2026/10/22/claude-duet-app-is-anthropics-bet-on-agents/" rel="noopener noreferrer"&gt;Claude Duet app is Anthropic's bet on agents&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;The Decoder: &lt;a href="https://the-decoder.com/chinese-ai-model-kimi-k3-1-pro-is-closing-in-on-anthropics-claude-opus-5-5/" rel="noopener noreferrer"&gt;Chinese AI model Kimi K3.1 Pro is closing in on Anthropic's Claude Opus 5.5&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Unite.AI: &lt;a href="https://www.unite.ai/moonshot-ai-releases-kimi-k3-1-pro-first-model-in-new-k3-1-series/" rel="noopener noreferrer"&gt;Moonshot AI releases Kimi K3.1 Pro, first model in new K3.1 series&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;The Times of India: &lt;a href="https://timesofindia.indiatimes.com/city/hyderabad/telangana-unveils-indias-first-ai-minister-at-hyderabad-devfest-2026/articleshow/135172155.cms" rel="noopener noreferrer"&gt;India gets its first AI minister with Sridhar Babu's digital twin&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;WION: &lt;a href="https://www.wionews.com/india-news/telangana-ai-minister-d-sridhar-babu-hyderabad-devfest-2026-1792850905662" rel="noopener noreferrer"&gt;Telangana unveils AI avatar of IT minister D Sridhar Babu at Hyderabad DevFest 2026&lt;/a&gt;
&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Benchmark figures are as reported by the companies and the outlets above; we have not tested them ourselves.&lt;/p&gt;

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      <category>news</category>
      <category>technology</category>
      <category>security</category>
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