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“Flesh and Breath” – The Appeal of Delegating to AI and its Limits

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“flesh And Breath” – The Appeal Of Delegating To Ai And Its Limits

At the airport for an early flight, returning home after a speaking engagement, I was having a moment, feeling “tweepy” (my new word for tiredness that makes me weepy) as I stood in line to order breakfast. The trip had been a busy several days on top of a difficult year. The woman taking my order looked directly at me, smiled, and wished me a nice day. Her words were not remarkable but delivered with such utter sincerity, with light in her eyes, that they touched me just enough to lift my spirits. After eating I returned to the counter to thank her for making a difference. This may seem like an insignificant moment, but most of life is a series of small moments punctuated by a few big ones, some stupendous, others shattering. In a year heavy with crushing moments I’ve gained appreciation for the gifts of kindness, and this small exchange shone a light for me on why they matter, what I want to delegate to AI, and what remains uniquely human.

In my last commentary I argued that AI lacks what I call the 3C’s: context, collaboration and conscience. The challenges I’ve faced in the last year have reinforced the importance of two additional fundamentally human capabilities AI lacks: connection and compassion. As appetite for AI continues to grow at an astonishing pace, navigating the boundaries of what to delegate to AI and what to preserve for humans is essential.

The Appeal of Delegating to AI

AI is a tool designed by humans to do things it can do better or we cannot or do not want to do. Automation powered by AI takes over tedious grunt work involved in areas like supply chain procurement, with chatbots negotiating routine contracts with suppliers, saving money and freeing up time for professionals to handle more complex deals.

AI thrives on large volumes of data, so it can scale far beyond our cognitive capacity to crunch through reams of information quickly and synthesize the results. Googling now often places a generative AI result at the top of the page, a single answer from searching and summarizing the most relevant information. It can find and learn from patterns in big data sets to make predictions, such as when a machine is likely to fail in a factory, which external signals will most impact a demand forecast, or what actual lead times for parts will be.

AI has potential to reduce bias, since people can make inconsistent and subjective decisions based on personal opinions, so there is promise for its application in areas like hiring, lending, and medical diagnosis. But these same areas of AI promise also show risk. Since bias is primarily a problem of the underlying data reflecting existing human bias, efforts must be made to leverage AI’s strengths and mitigate its pitfalls. AI fairness is thorny, but I am hopeful that combining human and AI strengths for some of these decisions can make them more consistent and objective.

In addition to these applications of AI’s strengths, it doesn’t get tired (or weepy), irritable, bored or overwhelmed. On a different trip during another tweepy moment, exacerbated by a cascading series of flight cancellations and reroutings preventing me from getting home that night, I had to make a decision between a variety of unattractive flight and hotel options. I would have loved to simply delegate to AI finding me a room and getting me home.

The appeal of delegating to AI is borne out by data. The US National Bureau of Economic Research reported last month that Generative AI is already on track to outpace the speed of adoption of the internet and PCs. ARK Investment Management found that every four months the cost of operating AI models drops by half, beating the famous Moore’s Law on chip costs by a factor of 4-6 times. New research by Morgan Stanley finds that 50% of AI projects are delivering and 40% exceeding expected ROI. In short, delegating to AI is moving fast and making an impact.

Never Delegate Understanding – the Limits of AI

Charles and Ray Eames designed some of the most iconic furniture of the 20th century through a deep study of an object’s purpose, a process that led to their famous adage, “Never delegate understanding.” Their philosophy was grounded in foregoing assumptions about how things worked in favor of learning for themselves. We delegate understanding when we expect tools and technology to solve all our problems and surrender our own expertise. As researchers have found, we still don’t fully understand the boundaries of AI’s capabilities, a phenomenon they call the jagged technological frontier. Their experiments showed how blind trust in AI’s results was a delegation of understanding that actually led to a 19% dip in performance.

The problem is that as dazzling as generative AI can be, it doesn’t “understand,” it is a probabalistic sentence completion machine. It responds to queries based on AI models, not comprehension. Language has structure and rules, but human emotion is far less predictable. AI techniques like sentiment analysis can identify the emotions in language to provide insights for certain purposes like customer service or targeted marketing, but these methods don’t achieve true emotional intelligence, they only barely scratch the realm of human feelings, which defy rationality.

The Importance of “Flesh and Breath”

My father spent the last year and a half of his life in a skilled nursing facility, and while visiting him I was saddened to observe so many elder adults languishing alone, because research is clear that we are wired for connection. This exposure piqued my interest in so-called social or care robots that can mimic pet therapy, visit residents, facilitate social interactions, offer tailored suggestions for healthy behaviors like exercise, and more. While I in no way see these devices as substitutes for humans, I’m open to anything that might plug the dike of what former US Surgeon General has called “an epidemic of loneliness.”

And yet I understand the response of a friend who spent many years working with the elderly – she is adamant that stemming loneliness requires “flesh and breath,” not electronic devices. Her reaction points to the limits of AI – given enough data, it can analyze facial expressions and voices to detect emotions and even respond, but it doesn’t understand, because it doesn’t feel. And the ability to feel, in spite of the inevitable heartache, is what fuels connection and compassion.

The Power of Compassion and Connection

My circumstances over the last year forced me to discuss very personal details with strangers as well as colleagues. The kindness I’ve received in response has been astounding. People I hardly knew checked in to ask how I was doing. A colleague on maternity leave sent regular doses of baby photos. One man I know professionally but have never even met in person offered to host me at his house in New Hampshire so I could hike, knowing it is both a hobby and solace. My compassion cup has been overflowing.

When I opened to the door to my own experience, people walked in to share their own stories of heartbreaking challenges, some past, some present. I heard tales of fire, death of a parent, loss of work, sexual assault, mental illness, addiction, degenerative disease. People shared understanding of my pain and a common message that I will make it, no matter how hard it may seem now. They didn’t delegate understanding but created it by listening, greeting me with compassion, and walking alongside me in sharing their own stories, creating connection we can’t delegate to AI.

Call centers are heavily studied in part because of the abundance of data, and one area of research is how to improve customer service through analyzing emotions callers express in order to offer employees guidance in responding more effectively. I’m all for anything that can make these calls better, but the reason my small moment in the airport warmed my heart is because this woman’s customer service was exemplary, not based on a script but borne of authenticity and compassion, brimming over and creating connection. AI is impressive in its abilities to help manage crew schedules, design optimal flight paths, detect plane safety issues, predict parts needed for maintenance and reduce emissions from fuel, but in my tweepy airport moment I was grateful for compassion and connection delivered via flesh and breath.

A significant challenge with AI today is hyperinflated expectations that bring the risk of another AI winter – a phenomenon that has beset the field before, when disappointments in progress chill both interest and funding.

Polly Mitchell-Guthrie

The post “Flesh and Breath” – The Appeal of Delegating to AI and its Limits 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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