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MCP servers: Lure of sharing your data with AI, and a likely security nightmare

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After generative AI, large language models, multi-modal intelligence, artificial general intelligence, and agentic AI, the artificial intelligence (AI) space is beginning to write another chapter. The phraseology we must wrap our heads around, and you’ll increasingly hear about this, is MCP, or Model Context Protocol. It is supposed to solve an integration bottleneck, one that would allow AI systems to interact with external data sources and tools. But is this insulated against security risks, while handling personal data?

(Clockwise from left) Canva’s deep research connector in ChatGPT, MS illustrates workings of MCP servers & 11ai voice assistant. (Official images)

It may have gone under the radar, but AI company Anthropic first mooted the idea of a singular connection language for AI assistants with other apps and systems users access, late last year — dubbed the “USB-C for AI”. Claude Sonnet 3.5 is their first model, adept at building MCP implementations for connecting AI with datasets, as a user may want to.

Indian fintech Zerodha launched an MCP integration with Anthropic’s Claude. Among the things it can do is curate portfolio insights, plan trades, backtest investment strategies, and generate personal finance dashboards. For users who aren’t proficient with the workings of the stock market, these insights may prove useful.

“MCPs are a new way for AI systems to interact with real-world services like trading accounts,” says Nithin Kamath, Founder and CEO of Zerodha, pointing out all the functionality is free to access.

Globally, companies are rushing to build MCP integrations, and there’s a core rationale for this sudden momentum. “AI agents and assistants have become indispensable creative partners, yet current workflows require users to manually add context or references, creating complexity,” explains Anwar Haneef, GM and Head of Ecosystem at Canva.

11Labs, which has built the 11ai personal voice assistant, has bolted on MCP connections with platforms including Perplexity and Slack. Autonomous coding agent Cline too can combine MCP servers from Perplexity and others, to create research workflows.

Amazon Web Services or AWS, in a technical document, explains MCP is an open standard that creates a universal language for AI systems to communicate with external data sources, tools, and services. Conceptually, MCP functions as a universal translator, enabling seamless dialogue between language models and the diverse systems, they say.

Also Read: Apple Music at 10, India’s 5G trajectory, Canva’s AI tools, and Adobe’s camera

For users, this may open up a scenario where AI tools may be able to connect with different platforms, and thereby, a single window workflow approach, instead of manually copying data between applications or switching between multiple tools to complete tasks.

Take for example Canva, which becomes the first company to launch its deep research connector with OpenAI’s ChatGPT, and thereby give users access to designs and content created in Canva via their ChatGPT conversations. This will include Canva Docs and presentations as well.

The advantage? Summarising reports or documents, asking AI to analyse data, and for a more contextual conversation. AI will be able to use these tools to create content depending on what a user asks. “This is a major step in our vision to make the complex simple and build an all-in-one AI workflow that’s secure and accessible to all,” adds Haneef.

OpenAI announced MCP support earlier, says popular remote MCP servers include Cloudflare, HubSpot, Intercom, PayPal, Plaid, Shopify, Stripe, and Twilio, all encompassing various consumer and enterprise focused domains.

Microsoft has made substantial investments in MCP infrastructure, integrating the protocol with Azure OpenAI Services to allow GPT models to interact with external services and fetch live data. The company has released multiple MCP servers.

Anthropic, though an early mover, has had to change the approach to offering MCP to developers. The result, released a few days ago, are the new Desktop Extensions, to simplify MCP installations. “We kept hearing the same feedback: installation was too complex. Users needed developer tools, had to manually edit configuration files, and often got stuck on dependency issues,” the company says, in a statement.

Developers will need help with the integration. AWS has released their open-source AWS Serverless MCP Server, a tool that combines AI assistance with streamlined development, to help developers build modern applications.

Unchartered territory?

Risks, particularly with how a user’s data is being shared between two distinct digital entities, are something tech companies must remain cognisant of. As Kailash Nadh, Zerodha’s Chief Technology Officer explains, “Strictly from a user perspective, it feels liberating to be able to access services outside of their walled gardens and bloated UIs riddled with dark patterns. It moves a considerable amount of control from service providers to users, but at the same time, it concentrates decision-making and mediation in the hands of AI blackboxes.”

He is yet to find an answer to what happens in case of errors and failures with real-world implications, tracing accountability and the inevitable regulatory questions. “Whether the long-term implications of MCP’s viral, cross-cutting spread will be net positive or not, is unclear to me,” he adds.

AI security expert Simon Wilson is worried about users going overboard in “mixing and matching MCP Servers”. Particularly concerning is the attack method, called prompt injection.

“Any time you combine access to private data, exposure to untrusted content and the ability to externally communicate an attacker can trick the system into stealing your data,” he explains, in a Mastodon post. He points to the core of this approach, labelling it a “lethal trifecta” — access to private data, exposure to untrusted content and an ability to communicate externally.

“Be careful with which custom MCP servers you add to your ChatGPT workspace. Currently, we only support deep research with custom MCP servers in ChatGPT, meaning the only tools intended to be available within the remote MCP servers are search and document retrieval. However, risks still apply even with this narrow scope,” OpenAI warns developers, in a technical note.

Microsoft too has noted specific risks around misconfigured authorisation logic in MCP servers leading to sensitive data exposure and authentication tokens being stolen, which can then be used to impersonate and access resources inappropriately.



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Can AI run a successful vending business? An AI startup tested it out

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Because AI isn’t (yet) able to physically restock the machine, the AI model could email company employees who handled such tasks. Beyond that, however, the AI model, dubbed Claudius for the experiment, was tasked with many of the responsibilities of a traditional operator, including selecting and maintaining inventory, setting prices and maximizing profit.

The upshot: “If Anthropic were deciding today to expand into the in-office vending market, we would not hire Claudius,” the company wrote in its blog.

The experiment showed that while the AI model was effective at tasks such as identifying suppliers, adapting to users’ requests and “jailbreak resistance,” as Anthropic employees tried to trick Claudius into stock sensitive items, Claudius failed as a convenience service operator because it ignored profitable opportunities, instructed customers to make payments at a Venmo address it had imagined (instead of the one created), sold products at a loss, offered excessive discounts and mismanaged inventory.

Although version one of Project Vend wasn’t successful at the bottom line, Anthropic predicts that AI middle managers will come to pass. “It’s worth remembering that the AI won’t have to be perfect to be adopted; it will just have to be competitive with human performance at a lower cost in some cases,” the company wrote in its blog.

Read the full story here.



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Suntory Global Spirits chooses Globant to build a Commercial Insights AI Agent and unlock Business Intelligence at Scale

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Suntory Global Spirits chooses Globant to build a Commercial Insights AI Agent and unlock Business Intelligence at Scale

Suntory Global Spirits chooses Globant to build a Commercial Insights AI Agent and unlock Business Intelligence at Scale

PR Newswire

NEW YORK, July 7, 2025


  • Globant is partnering with Suntory Global Spirits to build a generative AI-powered Commercial Insights Agent
  • With the Agent, Suntory Global Spirits employees can access data insights and self-service intelligence, speeding up decision-making across product development, marketing, sales and strategy

NEW YORK, July 7, 2025 /PRNewswire/ — Globant (NYSE: GLOB), a digitally native company focused on reinventing businesses through innovative technology solutions, today announced a reinvention partnership with Suntory Global Spirits, the world leader in premium spirits, to build and deploy a generative AI-powered Commercial Insights Agent. By compressing days of work into seconds and supporting real-time decision-making for sales, marketing, and strategy, Globant’s Commercial Insights Agent is transforming operations for the beverage company.



The AI-powered agent can interpret complex business questions across dashboards, reports, and unstructured documentation for Suntory Global Spirits, eliminating the need for manual insight requests. By automating insight retrieval, the Commercial Insights Agent reduces operating costs tied to traditional business intelligence workflows and significantly reduces time-to-action. What once required multiple cycles of back-and-forth between business and analytics teams can now be executed on demand, freeing up employees to focus on higher-value strategic tasks.

“Our work with Suntory Global Spirits exemplifies how visionary companies can harness the power of agentic and generative AI to fundamentally transform the way they operate,” said Santiago Noziglia, Retail, CPG and Automotive AI Studio CEO at Globant. “The Commercial Insights Agent is more than a productivity tool; it’s a strategic enabler that redefines how teams access knowledge, make decisions, and unlock growth. Together, we’re pushing the boundaries of what’s possible when building an AI-powered enterprise.”

Additional benefits of the Commercial Insights Agent include:

  • Self-serve decision support at scale: Teams at Suntory Global Spirits, especially across marketing, sales and product management, can independently access data insights, ask questions, or generate reports without bottlenecks or dependencies on other teams.
  • Contextual recommendations powered by GenAI: The Commercial Insights Agent is trained on internal data to provide contextual GenAI recommendations that speed up decision-making.
  • AI Agent foundation: The Commercial Insights Agent is just the beginning for Suntory Global Spirits, which can now use the agent as a template for new use cases across brand planning, commercial forecasting and innovation pipelines.

To learn more about Globant’s AI-powered tools, visit https://www.globant.com/enterprise-ai.

About Globant

At Globant, we create the digitally-native products that people love. We bridge the gap between businesses and consumers through technology and creativity, leveraging our expertise in AI. We dare to digitally transform organizations and strive to delight their customers.

  • We have more than 31,100 employees and are present in 36 countries across 5 continents, working for companies like Google, Electronic Arts, and Santander, among others.
  • We were named a Worldwide Leader in AI Services (2023) and a Worldwide Leader in Media Consultation, Integration, and Business Operations Cloud Service Providers (2024) by IDC MarketScape report.
  • We are the fastest-growing IT brand and the 5th strongest IT brand globally (2024), according to Brand Finance.
  • We were featured as a business case study at Harvard, MIT, and Stanford.
  • We are active members of The Green Software Foundation (GSF) and the Cybersecurity Tech Accord.

Contact: pr@globant.com
Sign up to get first dibs on press news and updates.
For more information, visit www.globant.com.



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SOURCE GLOBANT


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AI Company Buys Bitcoin Miner in $9 Billion Deal to Expand Data Power

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AI cloud provider CoreWeave announced it will acquire bitcoin mining firm Core Scientific in an all-stock transaction valued at approximately $9 billion, according to Reuters.

As AI workloads continue to surge, energy-hungry data centers have become a crucial asset. Firms like CoreWeave, which began as a crypto miner and later transitioned into AI infrastructure, are aggressively expanding their access to power and physical computing capacity. Per Reuters, the acquisition will give CoreWeave control of Core Scientific’s 1.3 gigawatts of contracted power and its development pipeline, a major boost in the race to scale AI operations.

Under the terms of the deal, Core Scientific shareholders will receive 0.1235 shares of newly issued CoreWeave stock for each Core Scientific share they hold. The offer values Core Scientific at $20.40 per share—a 66% premium over the stock’s price before deal discussions became public in late June, Reuters noted.

Despite the premium, Core Scientific’s stock dropped 22% in early trading Monday, while CoreWeave, which is backed by Nvidia, saw its shares decline 4.5%.

Related: Binance Advises Governments on Crypto Rules and Digital Asset Reserves

The acquisition is expected to help CoreWeave reduce more than $10 billion in projected future lease expenses tied to current site agreements over the next 12 years. The move not only expands CoreWeave’s energy footprint but also signals a broader trend of bitcoin miners diversifying into AI to remain viable in a rapidly shifting tech landscape.

“This acquisition accelerates our strategy to deploy AI and HPC (high-performance computing) workloads at scale,” said CoreWeave CEO Michael Intrator, in a statement released alongside the announcement.

Industry analysts see the transaction as a potential inflection point. Gautam Chhugani of Bernstein told Reuters the deal could become a blueprint for other miners looking to reposition themselves in the AI economy. Power access, he emphasized, remains the chief bottleneck for the expansion of AI-focused data centers.

Founded in 2017 as an Ethereum mining operation, CoreWeave exited the crypto mining business following Ethereum’s 2022 shift to a proof-of-stake model, which dramatically reduced miner incentives. Since then, the company has grown rapidly, with revenue surging more than eightfold last year, per its IPO filing.

Source: Reuters



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