Current Position
Professor Rodney H. Adams at the School of Engineering and Chair of MS&E Department
Intersection with the Project
Overview
Professor Pamela Hinds has a direct relationship with the agricultural chatbot project due to her expertise in the impact of emerging technologies on teams and human collaboration, with recent research specifically focused on technology in farm environments. Her studies on the transition from “inert entities” technology to “relational agents” that maintain and coordinate social relationships form the basis for the proposal that the chatbot acts as an automated executive secretary. Hinds’ research provides the theoretical foundation to understand how technological agents (such as AI or robots) can regulate central processes and assume coordination tasks that previously relied solely on human interaction and memory.
”Generative AI, Emerging Technology, and Organizing: Towards a theory of progressive encapsulation” (2024)
This article proposes that Generative Artificial Intelligence (AI Gen) should not be viewed merely as an isolated tool but through a relational perspective, focusing on the functions it performs and how relationships between people and organizations evolve with its use. The central term is “progressive encapsulation”, which describes the AI’s ability to learn, adapt, and internalize organizational functions within a “black box,” making processes invisible to users as the system gains autonomy.
Adoption via Relational Interface
- “Instead of studying technologies as stand-alone objects, they encourage us to ‘focus on the relations through which technologies are constituted and through which they interact with other processes and entities around them’.” *“Instead of studying technologies as stand-alone objects, they encourage us to ‘instead focus on the relations through which technologies are constituted and through which they interact with other processes and entities around them’.”
- Intersection: The project uses WhatsApp as an interface of “extreme familiarity” so that AI constitutes itself as a relational agent integrated into the natural routine of rural producers, facilitating adoption by a public with low tolerance for complex software.
Automation of Informal Coordination
- “By monitoring messaging patterns between organization members… such systems may increasingly enter the domain of informal coordination, hitherto reserved for human interaction.” “By monitoring messaging patterns between organization members… such systems may increasingly enter the domain of informal coordination, hitherto reserved for human interaction.”
- Intersection: The chatbot uses advanced audio processing to capture informal field coordination (voice commands on urgent demands) and transform it into formal schedules, assuming a secretary role that organizes productive routines.
Encapsulation of Administrative Management
- “AI typically capsulizes in a way that cannot be observed or recreated—so we can study relations and functions as input and as output, but the process for getting there is opaque (black box).” “the AI typically capsulizes in a way that cannot be observed or recreated—so we can study relations and functions as input and as output, but the process for getting there is opaque (black box).”
- Intersection: The project’s “Continuous Learning Engine” exemplifies this encapsulation by collecting data on expenses and routes to suggest optimizations; the complexity of financial analysis is “encapsulated” by AI, delivering only strategic results (cash flow reports) to producers.
”Using Robots to Moderate Team Conflict: The Case of Repairing Violations” (2015)
This research explores how technological agents (robots) can positively influence team dynamics by intervening in social processes. The main concept is “repair”, defined as behaviors aimed at restoring the negative impact that a violating behavior or process failure has on a relationship or task.
Process Regulation and Failure Mitigation
- “Our results provide support for the idea that robots can aid team functioning by regulating core team processes such as conflict.” “Overall, our results provide support for the idea that robots can aid team functioning by regulating core team processes such as conflict.”
- Intersection: The chatbot aids in the agricultural “team” functioning by regulating management processes, mitigating the “chronic forgetting” of producers that causes financial losses. The bot acts as a proactive regulator of field operations.
Alert System as Repair Mechanism
- “Given that repairs by people reduce negative spirals… we expect that a robot responding to a negative trigger with a repair will prevent negative affect from escalating.” “Given that repairs by people reduce negative spirals and that people show a tendency to respond to robot behavior in a similar way as they do to human behavior, we expect that a robot responding to a negative trigger with a repair will prevent negative affect from escalating.”
- Intersection: The “High Priority Alerts” (message followed by a phone call in 5 minutes) function as the “repair” described by Hinds. The system intervenes in the “negative trigger” of unread messages, preventing memory failure from escalating to real financial loss.
Full Papers
Pamela Hinds - Generative AI, Emerging Technology, and Organizing Towards a theory of progressive encapsulation.pdf Pamela Hinds - Using Robots to Moderate Team Conflict The Case ofRepairing Violations.pdf