Transforming The Theory Of Constraints To The Agent-Based Development And Implementation Model For Today’s AI

Posted on January 23, 2025

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Holly S Glennon
, your comment reminded me of the following Procurement Insights post from this past fall – https://bit.ly/3BgUVyy

The numbers and case studies suggest that unless we adopt a human-led agent-based development and implementation model, the generational failure rates of previous technology breakthroughs will continue or even increase in the AI era and beyond.

To create some additional context, here is an excerpt from a 2008 post:

What is interesting is that the basic principles of TOC, which are centered on a Convergency-Consistency-Respect axiom, actually touch on the periphery of the foundational elements of an agent-based model in which the synchronization of seemingly disparate elements are a reflection of the real-world processes that defines the organization.  The reverse if you will of the TOC’s five step program.*

With all due respect to the late Dr. Eliyahu Goldratt using the agent-based model, the Theory Of Constraints five-step program should actually start at Step 5 and then progress backward through steps 4, 3, 2, and 1.

UNDERSTANDING THE ORIGINAL ORDER OF THE TOC FIVE STEPS

The Theory of Constraints (TOC) Five-Step Process, also known as the Five Focusing Steps, is a systematic approach developed by Dr. Eliyahu Goldratt to identify and address the most critical limiting factors (constraints) within a system to improve performance. The core principle of TOC is that every system has at least one constraint that determines its overall output, and by optimizing that constraint, significant improvements can be achieved.


The Five-Step Process of TOC:

Step 1: Identify the Constraint

  • The first step is to find the bottleneck or the factor that limits the system’s ability to achieve its goal.
  • In a business context, the constraint could be:
    • A production bottleneck in manufacturing.
    • A slow supplier in procurement.
    • A skill shortage in human resources.
    • A technology limitation in IT systems.
  • Example: If customer orders are delayed because a particular machine in production has the lowest capacity, that machine is the constraint.

Step 2: Exploit the Constraint

  • Once identified, the next step is to maximize the utilization of the constraint without additional investment.
  • This means ensuring the constraint is operating at its highest efficiency by eliminating waste and improving processes around it.
  • Actions may include:
    • Reducing downtime.
    • Prioritizing work that goes through the constraint.
    • Ensuring high-quality inputs to prevent rework.
  • Example: If a slow approval process is the constraint in procurement, optimizing workflows, reducing paperwork, or automating approvals can help.

Step 3: Subordinate Everything Else to the Constraint

  • Adjust and align all other processes to support the performance of the identified constraint, ensuring nothing interferes with its efficiency.
  • This step ensures that other parts of the system do not overload or create unnecessary work that overwhelms the constraint.
  • Actions may include:
    • Synchronizing workflows with the constraint.
    • Changing scheduling priorities.
    • Adjusting resource allocation to complement the constraint.
  • Example: If a slow supplier is the constraint, adjusting production schedules to align with delivery times can prevent excess inventory buildup.

Step 4: Elevate the Constraint

  • If the constraint is still limiting the system after exploitation and subordination, then it must be upgraded or expanded.
  • This step may involve investments in additional resources or significant process improvements.
  • Actions may include:
    • Hiring more staff.
    • Investing in new technology or equipment.
    • Expanding supplier partnerships.
  • Example: If a specific manufacturing machine is a constraint and cannot meet demand, purchasing an additional machine might be necessary.

Step 5: Repeat the Process (Go Back to Step 1)

  • Once the current constraint is resolved, a new one will likely emerge elsewhere in the system. Continuous improvement requires repeating the process.
  • The goal is to maintain an ongoing cycle of identifying and addressing constraints to enhance overall efficiency.
  • Example: After addressing a production bottleneck, the new constraint might shift to logistics or distribution.

Benefits of the Five-Step TOC Process

  • Increased Efficiency: Focuses on maximizing throughput with existing resources.
  • Cost-Effective: Initial improvements can be made without large investments.
  • Continuous Improvement: Encourages a proactive approach to process optimization.
  • Improved Decision-Making: Helps organizations prioritize efforts effectively.
  • Better Customer Satisfaction: Reduces delays and improves service delivery.

Common Applications of TOC in Different Industries

  1. Manufacturing: Improving production flow by identifying machine bottlenecks.
  2. Supply Chain Management: Streamlining supplier performance to meet demand.
  3. Project Management: Optimizing resource allocation to avoid bottlenecks in project timelines.
  4. Healthcare: Reducing patient waiting times by improving critical processes.
  5. Procurement: Optimizing vendor selection and approval workflows to avoid supply delays.

Challenges in Implementing TOC

  • Resistance to Change: Employees may resist changes to processes or workflows.
  • Difficulty in Identifying Constraints: Sometimes, constraints are hidden or misidentified.
  • Balancing Short-Term vs. Long-Term Goals: Immediate optimization may conflict with strategic objectives.

Conclusion

The Theory of Constraints Five-Step Process provides a structured and effective approach to improving system performance by focusing on the most critical limiting factor. By continuously identifying and addressing constraints, organizations can enhance productivity, reduce waste, and achieve their goals more efficiently.

TODAY’S TAKEAWAY

Reversing the original five-step TOC order is another gateway to understanding the agent-based development and implementation model.

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