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AI Risks Include Data Poisoning and Model Corruption

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Ai Risks Include Data Poisoning And Model Corruption

Ted Krantz, CEO of Interos

Interos, a company providing supply chain resilience and risk management software, emailed me to say that there was a supply chain risk everyone seemed to be ignoring – AI-related risks.

Companies use risk management software, like the Interos solution, to monitor and analyze supplier risk events in real time. These are big data platforms that monitor news sources and assorted databases from governments, financial institutions, ESG NGOs, and other sources to detect when an adverse event has occurred or may be about to occur.

It is well known that ChatGPT can hallucinate. Almost all supply chain software companies are talking about how they are incorporating generative AI into their solutions and how this could improve user interfaces. Most argue that when the UI is trained with the company’s own data, the risk of hallucination is small.

But what Interos is talking about is different. Not just the risk of generative AI hallucinations but the risks associated with all forms of AI. The AI-related risks include data poisoning and model corruption. These, Interos argues, pose significant challenges for organizations integrating AI into their operations. They are right, I don’t hear anyone else discussing this risk.

I interviewed Ted Krantz, the new CEO of Interos, to learn more. Mr. Krantz argues that with Cloud-based architecture, componentized software, and embedded analytics, there are significant flows of information across ERP and supply chain platforms. That information comes from inside the platform applications and increasingly from outside sources, like Interos. These platforms need high-fidelity signals that can be trusted.

The life cycle path of the data, Mr. Krantz continued, includes an input stage, the model, and the output. All three of those checkpoints have challenges and opportunities.

Garbage In, Garbage Out

Garbage in, garbage out refers to the data integrity problem on the input side. Solutions, particularly solutions that leverage public data like risk management applications, are very reliant upon the quality of the signal. Is the information from these websites factual? Is it fictional? “So, there’s a corruption component at the input level that all of us have to struggle through.” This is true whether it’s generative AI application or more traditional forms of artificial intelligence.

Some algorithms can help clean data. These can be simple logic that detects if it is a zip code field; there should be five digits. If the zip is only four numbers long, then it is wrong. Or data cleaning tools can suggest that both “P&G” and “Proctor & Gamble” probably refer to the same company.

However, numerous other input errors can occur, particularly surrounding something as complex as a global supply chain. But, Mr. Krantz continues, “This gets really complicated, really fast.” Interos provides risk scoring across six different types of risks. “Each one of those independent risk factors has individual, unique variables that can require manual intervention and scrubbing to adjust for and correct. There could be changes on the regulatory front. For example, over 15,000 companies were added to the US restricted entities list in 2023 and 2024.

Or perhaps a piece of legislation’s go-live date is delayed, which changes the scoring. “It’s a hornet’s nest of literally countless potential corruptions at the input level that you’re constantly adjusting to. So, the primary point here is that for the foreseeable future, we need a team that is constantly checking the data.” The team, the CEO explains, is constantly “banging” on the system to try to detect errors as well as interacting with customers who think some of the scores may be wrong. “This is endless. It’s a beast. People don’t just get replaced here. They actually get put in more strategic positions.”

AI Model Corruption

The AI models can also become corrupt. “The complexity at the model level is the orchestration of the private signals, the company signals, what signals are superseding by others, and getting that calibration correct.” For Interos, the AI model calculates the Interos risk score on a 0 to 100 scale. There are green, yellow, and red indicators, and maps and monitoring capabilities attached to the scores.

At the model level, one set of issues surrounds how that score is framed. “What are the variable weightings associated with that score?” How much weight should be given to each variable that makes up the score? “Much like at the input level, we need a team around this that constantly calibrates how the score should be calculated.” And like at the input level, ongoing collaboration with clients is necessary to ensure that the scoring mechanism is accurate. There is always a “human in the loop. If anyone’s saying that they don’t have that, they’re just not being truthful.” For example, online news items can generate event data. But to create real-time maps surrounding that risk often requires humans to tune the algorithm.

Whatever score is generated, “customers are naturally going to challenge that score.” We have to have a way for us to frame the integrity of the I score that is strictly an unbiased industry purview based on the data that we see.” For example, a customer might see a cyber risk score of 70. Sophisticated customers seek to understand how that score was generated and argue that if the score were calibrated differently, their score would be higher. And that customer might be right. There has to be an element of collaboration around the risk model.

One thing Interos is working toward is giving the customer the ability to weigh the parameters themselves. For example, a supplier’s risk score might be based partly on the FICO creditworthiness score generated by the Fair Issac company. In the future, Interos customers may decide to give that variable either more or less weight.

Interos’s CEO points out that the risk models have different levels of complexity. Some of the data, like FICO scores, is “quasi-historical.” In some cases, like predicting storm paths and which suppliers might be impacted, it is a real-time prediction. For more complex models, Interos needs to move more slowly before allowing customers to change the parameters.

AI Outputs Can Be Corrupt

Finally, AI outputs can be corrupted. One risk here is the potential loss of intellectual property. This is the idea that a hacker or malign government might be able to find an entry point to a company’s application and view, corrupt, or lock up the data. All enterprise software suppliers need robust cybersecurity in place.

Interos just published a report called 5 Supply Chain Predictions You Need to Know in 2025. Interos predicts that traditional cyber attacks – malware, ransomware, phishing, etc. – will continue in 2025, but they warn that we need to be on the lookout for more disruptions to the physical infrastructure that is foundational to our digital world. Geopolitics rivalries underpin the potential for significant cyber disruptions to the hardware and software we depend on to make our world go round. Increasingly, enterprise applications run on Public Clouds. An attack that takes down a public cloud platform does not just affect one company; it affects numerous companies.

The post AI Risks Include Data Poisoning and Model Corruption appeared first on Logistics Viewpoints.

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Federal Industrial Partnerships and Supply Chain Realignment Under the Trump Administration: Pharmaceuticals, Semiconductors, Critical Minerals, and Energy

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Federal Industrial Partnerships And Supply Chain Realignment Under The Trump Administration: Pharmaceuticals, Semiconductors, Critical Minerals, And Energy

In the months leading up to the 2026 midterm elections, the Trump administration has launched a broad initiative to negotiate agreements with companies across as many as thirty industries. According to reporting from Reuters and other outlets, these deals involve a range of mechanisms, including tariff relief, equity stakes, revenue guarantees, and regulatory adjustments.

The purpose of the initiative, according to administration officials, is to strengthen U.S. national and economic security by encouraging companies to expand production domestically, reduce reliance on China, and ensure the availability of critical products.

For logistics and supply chain leaders, this represents a significant change in the relationship between government and industry. Federal agencies are no longer simply regulators or supporters of infrastructure. They are becoming active participants in corporate strategy, investment, and supply chain design.

Structure of the Deals

The administration’s approach is not uniform. Each agreement varies depending on the sector and company involved. Examples include:

Pharmaceuticals: Eli Lilly was asked to expand insulin production, Pfizer was pressed to increase output of its cancer and cholesterol drugs, and AstraZeneca was encouraged to establish a new U.S. headquarters. In exchange, companies have been offered tariff relief or regulatory flexibility.
Semiconductors: A portion of grants provided under the CHIPS Act has been converted into equity stakes, including a reported 10 percent stake in Intel.
Critical Minerals: The Department of Defense took a 15 percent stake in MP Materials, secured a floor price for future government purchases, and facilitated a $500 million supply agreement between MP Materials and Apple for rare earth magnets.
Energy: The Department of Energy has asked companies such as Lithium Americas for equity stakes in exchange for federal loans supporting domestic mining and battery production.

The unifying theme is the use of federal leverage, such as tariffs, financing programs, or regulatory approvals, to secure commitments from private companies that align with stated national security objectives.

Agencies as Dealmakers

What distinguishes this initiative is the scale of inter-agency involvement. The White House has described the approach as “whole of government.”

The Department of Health and Human Services is leading negotiations in pharmaceuticals.
The Department of Commerce, under Secretary Howard Lutnick, has overseen transactions in steel, semiconductors, and industrial manufacturing.
The Department of Energy is linking financing programs to equity arrangements in energy and mining.
The Pentagon has led negotiations with defense contractors and suppliers of critical minerals.

Senior officials, including White House Chief of Staff Susie Wiles and supply chain coordinator David Copley, are directly involved in negotiations. The presence of Wall Street dealmakers, such as Michael Grimes (formerly of Morgan Stanley) and David Shapiro (formerly of Wachtell, Lipton, Rosen & Katz), illustrates the administration’s transactional orientation.

Financing Mechanisms

The administration is using multiple sources of capital to finance these arrangements:

International Development Finance Corporation (DFC): Originally designed to support development projects abroad, the DFC has proposed expanding its budget authority from $60 billion to $250 billion. If approved by Congress, it would fund projects in infrastructure, energy, and critical supply chains within the U.S.
Investment Accelerator (Commerce Department): Seeded by $550 billion pledged by Japan as part of a bilateral trade agreement, this entity will direct capital into U.S. strategic sectors, serving as a replacement for an earlier proposal to establish a sovereign wealth fund.
Existing Programs: Agencies are repurposing funds from programs such as the CHIPS Act and Department of Energy loan guarantees, often converting grants into equity holdings.

Together, these mechanisms represent one of the largest coordinated federal interventions in U.S. industrial and supply chain development in recent decades.

Implications for Supply Chains

The administration’s policies carry several direct consequences for logistics and supply chain management.

1. Reshoring of Manufacturing

Many of the deals include explicit requirements for expanded U.S. production. This will increase demand for domestic transportation, warehousing, and distribution capacity. It also implies higher utilization of U.S. ports and intermodal corridors, as inputs shift from finished imports to raw materials and intermediate goods requiring processing inside the United States.

2. Critical Minerals and Energy Security

The focus on rare earths, lithium, and other inputs for advanced manufacturing indicates a restructuring of upstream supply chains. Logistics providers should expect increased flows from domestic mining regions, such as Nevada’s Thacker Pass lithium project, to processing and manufacturing centers. This represents a shift away from reliance on Asian supply hubs, particularly China.

3. Government as Stakeholder

Equity stakes and long-term purchase agreements create a different operating environment. Logistics providers serving these industries may find demand more stable due to government-backed contracts. However, these arrangements may also impose compliance requirements and reduce flexibility in adjusting supply networks.

4. Public-Private Coordination

Federal involvement in freight and industrial infrastructure financing could accelerate long-delayed projects. Rail expansion, port upgrades, and domestic warehouse capacity may benefit from this investment. Companies positioned to partner on these projects may see long-term opportunities.

Risks and Concerns

Several risks accompany this shift:

Policy Reversal: Executives have expressed concern that a future administration could unwind or renegotiate these deals. Supply chains built around government-backed agreements may face uncertainty if political priorities shift.
Equity Demands: Some companies are wary of ceding ownership stakes to the federal government. This creates hesitation in sectors where ownership control and investor confidence are sensitive.
Market Distortions: Critics argue that selecting which companies receive government support could disadvantage firms excluded from the arrangements, altering competitive dynamics within industries.
Implementation Capacity: The scale of proposed financing, particularly the expansion of the DFC, requires congressional approval and capable management. Delays or political opposition could slow execution.

Policy-to-Supply-Chain Impact Table

Policy Mechanism
Industry Example
Government Action
Supply Chain Impact

Tariff Relief
Pharmaceuticals (Pfizer, Eli Lilly)
Tariff exemptions in exchange for expanded U.S. production
Increases demand for domestic warehousing, distribution, and cold-chain logistics for added output

Equity Stakes
Intel (10% stake), MP Materials (15% stake)
Federal ownership through converted grants or Defense Production Act
Creates long-term stability in supply flows, but may add compliance requirements for logistics providers

Purchase Guarantees
MP Materials with Apple
Pentagon set floor prices, Apple committed to $500M supply contract
Locks in demand for rare earth shipments, increasing domestic transport flows from mining to manufacturing

Federal Loans Linked to Equity
Lithium Americas (DOE loan, 5–10% stake requested)
Loan support tied to partial government ownership
Supports new mining and battery projects, creating future logistics demand for raw materials and finished batteries

Investment Accelerator Funding
Commerce Department
$550B in financing, partly funded by Japan, allocated to U.S. manufacturing and freight infrastructure
Potential expansion of ports, intermodal rail, and distribution centers, reducing bottlenecks in supply chains

Expanded DFC Financing
Multiple critical industries
Proposed budget growth from $60B to $250B for U.S. supply chains and infrastructure
Large-scale capital for freight corridors, warehouses, and strategic materials, enabling reshoring of production

Case Examples

MP Materials

The rare earth mining company received federal backing through a 15 percent Pentagon stake, floor pricing commitments, and a supply agreement with Apple. This illustrates the administration’s template: equity participation, purchase guarantees, and private-sector co-investment.

Intel

The conversion of CHIPS Act funding into a 10 percent federal equity stake in Intel highlights the new approach to semiconductor supply chain security. By tying financial support to ownership, the government ensures both accountability and a direct role in strategic sectors.

Lithium Americas

A Department of Energy loan of $2.26 billion, paired with negotiations for a 5 to 10 percent federal equity stake, demonstrates how energy supply chains, particularly those tied to electric vehicles and batteries, are being secured through mixed financing and ownership arrangements.

Long-Term Outlook

The administration’s strategy marks a departure from the traditional U.S. model of private-sector–led industrial development. Instead, it resembles coordinated industrial policies pursued in other economies, though with American characteristics.

For supply chain professionals, this means that:

Government will play a larger role in shaping sourcing, production, and distribution decisions.
Access to federal financing and contracts will become a key factor in strategic planning.
Logistics infrastructure may receive substantial investment, creating new opportunities for providers.
Companies must assess political as well as market risks when designing long-term supply chains.

The Trump administration’s pre-midterm industrial deals reflect a significant realignment of government and industry roles in the United States. By leveraging tariffs, financing programs, and direct equity stakes, the federal government is reshaping supply chains across pharmaceuticals, energy, critical minerals, and freight.

The initiative is intended to secure domestic production, reduce reliance on China, and ensure access to strategic inputs. For logistics leaders, the result will be increased reshoring activity, new demand for domestic infrastructure, and closer integration of supply chains with federal priorities.

At the same time, risks remain. The durability of these arrangements depends on political continuity, effective implementation, and the willingness of companies to partner with government under new terms.

In this evolving environment, logistics and supply chain professionals will need to monitor policy developments as closely as they do market trends. Supply chains are no longer shaped solely by efficiency and cost considerations. They are now integral to the nation’s industrial strategy.

The post Federal Industrial Partnerships and Supply Chain Realignment Under the Trump Administration: Pharmaceuticals, Semiconductors, Critical Minerals, and Energy appeared first on Logistics Viewpoints.

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Supply Chain and Logistics News Sept 29 – Oct 2nd 2025

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Supply Chain And Logistics News Sept 29 – Oct 2nd 2025

This week in supply chain news, major companies are demonstrating a mix of strategic adaptations and responses to global pressures. ExxonMobil and Kinaxis are collaborating to develop a next-generation supply chain management solution specifically for the complex oil and gas industry, aiming to increase resilience and provide comprehensive visibility. In a push for network efficiency, FedEx has launched a new direct cargo flight between Dublin, Ireland, and Indianapolis, Indiana, bypassing congested coastal hubs to reduce transit times. The pharmaceutical sector is also focused on resilience, with Eli Lilly and Amgen announcing significant U.S. manufacturing investments to bring critical drug production back to North America. Conversely, General Mills is restructuring its supply chain by closing three manufacturing plants in Missouri as a cost-saving measure in response to changing consumer spending habits. Finally, the U.S. government is imposing new tariffs on imported wood products and furniture, effective October 14, 2025, in a move to address what it identifies as a threat to the domestic industry and supply chain security.

The News of the Week:

ExxonMobil and Kinaxis are Developing a Next-Generation Supply Chain Management Solution for Oil and Gas

The oil and gas industry supply chain is one of the most complex in the world. It involves myriad complex production assets both onshore and offshore, transporting highly volatile products around the globe through pipelines, tank farms, ports, ships, rail, and truck. The end product could be gasoline, petrochemicals, natural gas, hydrogen, or any of hundreds of products from asphalt to motor oil. Disruptions to the oil and gas supply chain can have serious consequences for end users. The industry needs more comprehensive supply chain solutions that increase resilience, provide complete visibility across all aspects of the supply chain, and enable swift responses to business challenges and opportunities. Kinaxis and Exxon are collaborating to digitalize various sectors of Exxon’s business. They aim to leverage Kinaxis’s Maestro software to enhance planning and decision-making processes. Through this collaboration, the two companies aim to share solutions tailored to the oil and gas industry, which currently lacks supply chain management solutions that cater to their specific needs.

FedEx Expands Global Air Network with New Dublin- Indianapolis Route

In an effort to shorten transit times and strengthen its international network, FedEx has launched a new direct cargo flight between Dublin, Ireland, and Indianapolis, Indiana. The new four-day-a-week service bypasses traditional, more congested coastal gateways, which is expected to reduce shipping times by a full day for goods moving between Ireland and the U.S. Midwest. This strategic expansion is a response to the growing trade between the two regions and demonstrates how major carriers are adapting their networks to create more direct and efficient routes to meet evolving customer demands.

Eli Lily and Amgen Announce Massive U.S. Manufacturing Investments

In a major push for domestic drug production, pharmaceutical giants Eli Lilly and Amgen have announced huge investments in new U.S. manufacturing facilities. Eli Lilly is planning a new $6.5 billion factory in Houston, while Amgen is expanding its Puerto Rico plant with a $650 million investment. These moves are a direct response to the global supply chain vulnerabilities exposed in recent years and represent a significant effort to boost the resilience of the U.S. pharmaceutical supply chain. The investments aim to bring critical drug production back to North America, creating jobs and reducing reliance on overseas manufacturing.

General Mills is Closing Three Manufacturing Plants in Missouri

General Mills is closing three manufacturing plants in Missouri—a pizza crust facility in St. Charles and two pet food locations in Joplin—as part of a multiyear supply chain restructuring effort. The company expects to incur $82 million in restructuring charges, including asset write-offs and severance costs. This action is part of a broader trend among food and beverage companies to implement cost-saving measures in response to consumer spending pullbacks. The closures follow previous organizational actions by General Mills, such as job cuts and the closure of its innovation unit, and are intended to improve the company’s competitiveness.

US to Begin Furniture, Wood Import Tariffs on Oct. 14

New tariffs on imported wood products, including furniture, will take effect on October 14, 2025, following a Section 232 national security investigation. The initial duties will be 10% on softwood lumber and 25% on upholstered furniture, kitchen cabinets, and vanities. On January 1, the tariff rates are scheduled to increase to 30% for upholstered furniture and 50% for kitchen cabinets and vanities. The executive order provides for lower tariff caps for imports from specific trading partners, such as the U.K., Japan, and the European Union. These new tariffs are intended to address what the administration has identified as a threat to domestic industry and supply chain security.

Song of the week:

The post Supply Chain and Logistics News Sept 29 – Oct 2nd 2025 appeared first on Logistics Viewpoints.

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Call for Speakers: Ready to Drive Real Change in Intelligent Operations and Resilient Supply Chains – ARC Industry Forum 2025

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Call For Speakers: Ready To Drive Real Change In Intelligent Operations And Resilient Supply Chains – Arc Industry Forum 2025

Call for Speakers – ARC Industry Forum 2025

The ARC Industry Forum is the premier event where operations, supply chain, and technology leaders gather to shape the future of intelligent and resilient enterprises. In 2025, supply chains face unprecedented disruption, but also unmatched opportunity. We are seeking speakers—executives, practitioners, and innovators—who can share strategies, frameworks, and real-world experiences to inspire and guide their peers.

Sample Session Themes

To help illustrate the types of topics we feature, here are a few recent examples:

The New Frontier of Operations and Supply Chain: AI, Resilience, and Intelligence – Exploring how AI, analytics, automation, and connected intelligence converge to deliver agility and resilience.
Building Resilient Supply Chains in the Age of Shifting Geopolitics – Addressing the regulatory, tariff, and policy challenges facing global supply networks.
Unlocking the Power of Knowledge Transfer in Enterprise Systems – Showcasing best practices to fully leverage enterprise and knowledge management systems.

These examples are only a sample of the many tracks available. Additional sessions will cover digital transformation, sustainability, cybersecurity, workforce strategies, and other timely topics.

Submission Guidelines

We invite proposals that highlight real-world case studies, practical lessons, and strategic frameworks. Presentations should be vendor-neutral, educational, and tailored for an audience of senior executives and practitioners.

If you are interested in speaking, please submit:

A proposed session title and abstract (150–250 words)
Key takeaways for attendees
Speaker bio and organizational role

To submit a proposal, or simply for more information, contact us now

The post Call for Speakers: Ready to Drive Real Change in Intelligent Operations and Resilient Supply Chains – ARC Industry Forum 2025 appeared first on Logistics Viewpoints.

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