21st Century Marketplace Service Providers Sec 2 - Part XXIX

 21st Century Markets, Joint Operating Committees, and Producers  

Understanding the need for pristine data in an Artificial Intelligence environment begins with understanding the relationship between markets, the Joint Operating Committee, and the producer firm. It also requires recognizing the consequences of organizing oil & gas around one institutional structure rather than another.

People, Ideas & Objects deliberately identifies the Joint Operating Committee as the key Organizational Construct of a dynamic, innovative, accountable, and profitable oil & gas producer. The Joint Operating Committee is neither a producer firm nor a market. It is a hybrid organizational form that depends upon both. It possesses no independent assets, technical capabilities, personnel, or organizational resources beyond those contractually committed by producers through their working interests and those acquired through competitive markets.

The Joint Operating Committee therefore operates at the intersection of firms and markets. Producers contribute capital, ownership, governance, and operating authority. Markets provide specialized goods, services, technology, innovation, financing, and professional capabilities. Together they establish the legal, financial, operational, cultural, communication, innovation, and strategic frameworks through which the Joint Operating Committee functions. Synallagi aligns producer compliance and governance with the Joint Operating Committee so that authority, operational decision-making, and financial accountability operate within a single coherent structure. Alignment across these frameworks establishes the foundations for speed, accountability, structural integrity, and continuous innovation.

Joint Operating Committees  

Oil & gas transactions illustrate why this structure is essential. Transactions are typically material in value, operationally complex, extend over many months, and consist of numerous interconnected contractual relationships established through the Joint Operating Committee. Drilling, completion, facilities construction, procurement, logistics, accounting, and settlement all become components of a single commercial transaction rather than isolated administrative activities. Synallagi’s comprehensive transaction model allows the Joint Operating Committee to maintain an integrated view of every stage of that transaction, preserving operational continuity, financial integrity, and organizational accountability throughout its lifecycle.

It is precisely within accountability that investors have most clearly identified the industry’s failure. The problem is no longer isolated. It has become systemic and cultural. Its origins lie in the unresolved division of responsibility between producer firms and the Joint Operating Committee.

Consider the drilling of a well. Members of the Joint Operating Committee approve a budget and operating plan proposed by Producer Y. Producer Y subsequently manages the drilling operation on behalf of the Joint Operating Committee. If the project fails, who is accountable: Producer Y or the Joint Operating Committee?

In practice, accountability frequently becomes diffused. Producer firms attribute outcomes to Joint Operating Committee decisions, while Joint Operating Committees rely upon the operating producer’s execution. Responsibility becomes shared to the point that it effectively belongs to no one. Lessons are neither systematically captured nor broadly disseminated. Accountability fails to mature into an organizational discipline.

Over decades this ambiguity has become institutionalized throughout North American oil & gas, extending into producer executive leadership and boardrooms. Many officers and directors developed their careers within this same operating environment. Technical excellence increasingly became the qualification for executive leadership, while business accountability never evolved into an equivalent organizational competency. The industry’s prevailing culture continues to avoid resolving this structural conflict directly.

Professor Richard Langlois provides an important framework for resolving this organizational problem. In The Austrian Theory of the Firm: Retrospect and Prospect, Langlois cites Jensen and Meckling:

There are basically two ways to ensure such a collocation of knowledge and decision making: one is by moving the knowledge to those with the decision rights; the other is by moving the decision rights to those with the knowledge.

— Jensen and Meckling (1992)

People, Ideas & Objects implements this principle by moving knowledge, governance, compliance, and accountability to the location where operational decisions are actually made: the Joint Operating Committee. Through the Research & Capabilities Module and the Knowledge & Learning Module, operational knowledge becomes directly aligned with the authority responsible for executing transactions. This is not an architectural preference. It is an operational necessity.

The relationship between markets and firms is therefore not a philosophical debate. It is an organizational design decision. Producer firms require Joint Operating Committees that possess localized operational authority while maintaining unrestricted access to the specialized capabilities, innovation, and capacity available through competitive markets. Without markets, producer firms become geographically constrained, technically limited, organizationally rigid, and progressively less innovative.

Time has now become the producer’s greatest operating cost. Consumer demand, accelerating technological change, declining service industry capacity, and growing operational complexity increasingly reward organizations capable of rapid execution. Yet oil & gas leadership has again diverted its attention toward priorities unrelated to rebuilding North American oil & gas competitiveness. Business consumers of energy will not indefinitely tolerate organizations unable to respond. The industry’s long-standing culture of “muddling through” has produced institutional paralysis. Recognition of the problem is decades overdue.

Disintermediation will therefore follow. (Please note we've adopted new terminology regarding disintermediation. It will now be referred to by People, Ideas & Objects as refactoring organizational charts.) Whether organized or disorganized, gradual or abrupt, structural redesign is becoming unavoidable. Even solutions implemented today—including Synallagi—require time to develop, deploy, and mature throughout the industry.

The accelerating speed, scale, and complexity of modern commerce fundamentally alters the traditional relationship between firms and markets. If transaction costs historically defined the boundary between the two, Artificial Intelligence, digital marketplaces, and Autonomous Asynchronous Transaction Orchestration reduce many transaction costs toward insignificance while simultaneously increasing transaction volume beyond practical human comprehension. Under these conditions, oil & gas requires an entirely new operational foundation.

That foundation places the Joint Operating Committee at the center of the organizational architecture, where markets provide specialized capabilities, producer firms provide ownership and governance, and Synallagi coordinates both through Autonomous Asynchronous Transaction Orchestration. Only within such an architecture can producers consistently satisfy their primary obligation: providing reliable, profitable, accountable, and sufficient oil & gas supplies while remaining competitive within North American capital markets.

Micro Transactions  

Hyperspecialization and the division of labor provide their greatest productivity gains when people are organized through markets and firms around narrowly defined work. Since Adam Smith’s 1776 analysis of a pin factory, specialization and the division of labor have demonstrated extraordinary productive capacity. Smith showed that the disciplined division of work could generate production increases of approximately 240 times prior factory output. An underlying assumption in this theory would be that mechanical leverage once realized in the last 250 years would have extended these benefits of specialization even further. 

Today, the benefits of mechanical leverage have largely been maximized. Specialization has reached the point of diminishing returns in today’s organizational structures. A new source of prosperous leverage may be Intellectual leverage, enabled by an Artificial Intelligence enhanced Information Technology Industrial Revolution. When Intellectual Leverage is combined with existing mechanical leverage, the opportunity exists to produce productivity gains that are unprecedented in administrative, accounting, operational, and market processes.

Within Synallagi, the application of hyperspecialization and division of labor to oil & gas accounting and administration requires processes to be defined at a much finer level of detailed specialization. This granularity is beneficial because it enables specialization, automation, autonomous operations, monitoring, exception management, and disciplined accountability. However, it also changes the economic character of the transaction. Larger administrative and accounting activities are decomposed into Micro Transactions.

Each service provider operating within a defined process may generate an invoice to the Joint Operating Committee for work performed during the month. Those invoices will be supported by a Job Order or Work Order initiated transactions identifying when the service provider was engaged, what service was performed, what process was affected, and what authority governed the work. A single monthly service charge of ten cents may therefore be supported by several smaller Micro Transactions, each tied to the underlying work, control, and value generated.

At first glance, revenue of ten cents per month to one of our user community members may appear immaterial. That interpretation would be mistaken. The economic significance is not found in the unit price alone. It is found in the scale, recurrence, precision, and value attribution of the process.

The work being performed may support value creation for producers through the Targeting Framework, which administers, measures, and allocates the benefits generated. A ten-cent charge associated with one Joint Operating Committee becomes meaningful when multiplied across 1.1 to 1.3 million producing wells in North America, thousands of processes, recurring monthly activity, and the cumulative value added by our user community and their service provider organizations.

Micro Transactions therefore become the economic expression of hyperspecialization. They allow small units of expert work to be identified, authorized, measured, billed, governed, and compensated through our Work Order. They also allow Synallagi to connect process-level activity directly to producer value. In this way, Micro Transactions are not administrative clutter. They are the accounting infrastructure required to make hyperspecialization, Intellectual Leverage, Artificial Intelligence, and the Targeting Framework economically operational at industry scale. (Please note our Targeting Framework is the topic of a future paper.)

Podcast # 38 - 21st Century Marketplace Vision Service Provider - Section 2

 I am pleased to return to the publication of our podcast series.

This podcast accompanies Section 2 of our 21st Century Marketplace Vision for Oil & Gas – Part IV: Service Providers Vision, published on August 6, 2026. In this paper we continue establishing Synallagi — A New Discipline by defining the complementary roles of the Joint Operating Committee, Markets, and Producer firms. Together, these Organizational Constructs establish a new framework for how the North American oil & gas industry is organized, governed, and operated.

Within that framework, our user community and their service provider organizations become the means by which Information Technology—and, critically, Artificial Intelligence—is deployed to execute the industry's transactional activities. In our previous paper we examined the nature of oil & gas data and the standard it must achieve before Artificial Intelligence can be responsibly employed. In an Artificial Intelligence environment, anything less than pristine data is inconsistent with accountability, governance, and auditability. It would therefore be irresponsible to proceed without continuing the development of the People, Ideas & Objects Synallagi data model to meet those requirements.

Our discussion of Markets extends well beyond commercial transactions. It presents a comprehensive restructuring of the industry designed to improve its performance and profitability while allowing engineers and geologists to concentrate on their distinct competitive advantages. Administrative and accounting functions similarly migrate toward specialized market organizations, allowing service providers to focus on delivering the highest quality professional services to Producer firms and the Joint Operating Committee. This specialization, together with hyperspecialization and the division of labor—one of Synallagi nine Organizational Constructs—creates the conditions necessary to improve productivity, quality, innovation, organizational performance and profitability throughout the industry.

Google's Gemini Notebook has proven to be a remarkably capable tool for producing podcasts from substantial bodies of written material. Like any powerful technology, however, it requires careful guidance. Producing an effective podcast involves multiple iterations, editing, and refinement before achieving the desired result. Given the complexity of the concepts discussed in this paper, I believe the podcast communicates the principal ideas well. Nevertheless, the paper itself remains the authoritative source for the complete vision.

One recurring limitation deserves mention. At times the presenters make observations that do not originate from the paper itself. These appear to be Artificial Intelligence extrapolations drawn from unrelated sources and assumptions. While occasionally entertaining, they often fail to withstand even casual scrutiny. Listeners should recognize these comments as artifacts of the podcast generation process rather than elements of the published paper.

One concept introduced throughout this paper is Organizational Latency. We believe this will become one of the defining performance measures of twenty-first century organizations. Every organization possesses knowledge, but competitive advantage increasingly belongs to those capable of transforming that knowledge into coordinated action more quickly than their competitors. Organizational Latency is therefore not simply a measure of speed; it measures the effectiveness with which an organization converts information into profitable decisions. Reducing Organizational Latency strengthens every other dimension of organizational performance. Throughout our publications we have identified speed and complexity as defining characteristics of the modern Producer firm, and Synallagi has been architected specifically to address both.

The continued development of Synallagi also reflects an important transition. Its architecture is becoming increasingly sophisticated and detailed because responsibility for its future is gradually moving from a single author to our user community. This specification represents only a small fraction of what that community will ultimately contribute. The North American oil & gas industry is simply too complex for any individual to comprehensively define. It requires the collective knowledge and experience of thousands of professionals working together toward a common objective.

That collective effort, however, requires something more fundamental than technology. It requires a coherent vision. Establishing that vision is the purpose of Synallagi and the purpose of A New Discipline. Some may argue that the architecture has already become too complex, and they would likely find broad support among today's Producer firms. The more important question, however, is not whether the industry is complex. It is. The real question is how existing organizations intend to compete in a world where complexity continues to increase and Organizational Latency increasingly determines competitive success.

Consider This...

People, Ideas & Objects are pleased to announce a new series of publications entitled "Consider This..."

These papers complement our "21st Century Marketplace Vision" series by taking a different approach. Rather than presenting broad architectural concepts, each "Consider This..." paper examines a single topic in detail. Their purpose is to encourage discussion, challenge long-held assumptions, and explore the principles that underpin Synallagi, our user community, and their service provider organizations.

The series asks straightforward but fundamental questions. For example, how can the critical financial information describing a property's performance be delivered to the engineers, geologists, and others responsible for making operational decisions? How should Markets function within the organizational architecture of North American oil & gas? Which long-standing assumptions deserve to be reconsidered?

Our first publication in the series is:

"Consider This...
Markets as an Organizational Construct
Hayek's "The Use of Knowledge in Society"
and the Synallagi Price Maker Strategy"

In this paper, we revisit Professor Friedrich Hayek's landmark 1945 essay, "The Use of Knowledge in Society," and examine its relevance to the challenges facing North American oil & gas today. We explore how decentralized decision-making, informed by objective financial information and coordinated through Markets, can reshape operational performance and profitability.

We hope this new series stimulates thoughtful discussion and contributes to the development of "Synallagi — A New Discipline."

21st Century Marketplace Service Providers - Part XXIX

Rotation  

A Service Provider Organization is owned, operated and led by a single member of our user community. That member has an Intellectual Property license for the process they will architect, design, develop, and implement within Synallagi. They are licensed to work exclusively with People, Ideas & Objects’ software developers and serve as the industry’s first point of contact for issue resolution, enhancements, and continuing process improvement within that user community members licensed domain.

It is through those organizations that our user community members are responsible for the day-to-day operation, maintenance, support, and improvement of oil & gas accounting and administration processes assigned to their domain. This structure secures each member of our user community as the permanent authority for that process. However, our user community members remain independent business principles. They may assign, swap or trade their interest where doing so is permitted under their license and consistent with People, Ideas & Objects’ Intellectual Property requirements.

The permanence of process authority within each of our user community members does not imply that individual service providers must remain permanent, full-time participants of one of our user community members. The roles performed by service providers will be technically broad, commercially important, and yet applied to narrow fields of oil & gas accounting and administration processes. Over time, excessive permanence in one position will become counterproductive. Hyper-specialization may begin to degrade the broader skills, judgment, and motivation of the individuals employed as service providers if they were dedicated permanently to one user community member. More practically, it may produce boredom, stagnation, and declining contribution. Continuing to administer the same process beyond a reasonable period would eventually limit the value of the specialized skills they bring to our user community. 

This creates two issues that must be resolved. First, the industry benefits when service providers gain a broader understanding of Synallagi, oil & gas administration, accounting, operations, producers, Joint Operating Committees, and marketplaces. Second, stagnant resources can create openings for unethical conduct, informal accommodations, or procedural complacency. Synallagi should not create the conditions for those risks. After a service provider has worked in one process for a reasonable period, the innovation, learning, and new thinking they contribute will begin to taper off. Once their skills have been translated into process improvements, and once the producer and Service Provider have captured the available yield from that contribution, movement to another process becomes beneficial for all parties.

Rotation addresses these issues. It reduces stagnation. It broadens industry knowledge. It supports professional development. Expands service providers revenue opportunities. Exposing greater industry value. It limits the risk of entrenched conduct. It also renews the opportunity for innovation across multiple process domains.

Compensation earned by service providers from developments that generate greater profitability and value for the industry would travel with them across the process areas in which they’ve participated. (Through our Targeting Framework, first discussed in 21st Century Marketplace Vision - Our User Community paper and a forthcoming paper dedicated exclusively to the topic of Targeting.) Their innovative thinking, and the value it generated for industry and themselves, will be visible to the service providers who follow them. Successive service providers will then understand where value was created, how it was created, and where comparable opportunities may exist. This creates a competitive and cumulative process of improvement. The more prior innovations are circulated, understood, and extended, the greater the profitability and value generated for producers. That outcome also benefits service providers and members of our user community financially. Standing on the shoulders of giants will benefit the participant service providers, their user community organizations and producer firms.

The timing of rotation should be structured but not rigid. One possible standard would require each service provider to complete a minimum of two rotations during each fiscal year, with timing determined by the service provider’s individual schedule, the needs of the Service Provider Organization, and the requirement to maintain continuity (ie. minimum 3 month tour.) This assumes that each of our user community members will employ a meaningful number of service providers, potentially more than ten, within a given process domain. Such a structure would preserve continuity and capability while also creating a broader pool of knowledge. It would allow some service providers to identify areas of rich compensation opportunity and producer need, while allowing others to gravitate toward more stable process environments where their skills and preferences are better aligned.

There is also an inherent cost discipline built into the structure of both our user community and their Service Provider Organizations. Neither group is naturally positioned to build bureaucratic empires. Their economic interest is to maximize revenue, minimize cost, and increase measurable value for producers. This is materially different from producer-owned overhead structures, where fixed administrative costs can become permanent, opaque, and self-protecting.

The Intellectual Property dimension reinforces this discipline. One of the most important sources of Intellectual Property is tacit knowledge: the knowledge that cannot be fully captured in documentation, software, procedures, or any other medium. This is what defines the value of a service provider and our user community members. Their trade secrets, judgment, methods, pattern recognition, and applied experience are proprietary economic assets. They will want to protect those assets carefully, deploy them selectively, and monetize them over time. Rotation therefore must balance knowledge transfer with the preservation of individual proprietary capability.

In our next paper, we describe how members of earlier generations often worked approximately 3,000 hours per year, compared with the 1,700 to 2,000 hours typically worked today. People, Ideas & Objects believes Artificial Intelligence will reduce this commitment further, to approximately 900 to 1,000 hours annually.

This reduction will not necessarily diminish compensation. On the contrary, we expect the total compensation earned by highly specialized individuals to substantially exceed current levels because their work will generate considerably greater value. This value-based compensation will be earned in addition to their regular hourly wages or salaries and will reward innovation, profitability, performance, accountability, and other measurable contributions.

Concerns regarding job losses are legitimate. Positions that no longer generate sufficient value, or that become redundant through automation and Artificial Intelligence, will be eliminated. However, this transition will also create an abundance of new occupations, businesses, and specialized roles. The service provider organizations being developed through Synallagi are one example of the new employment structures that will emerge.

The future of work will therefore not be defined simply by fewer jobs or fewer hours. It will be defined by less low-value work, greater specialization, substantially higher productivity, and compensation increasingly aligned with the value an individual creates.

The objective is not to make every service provider interchangeable. The objective is to create a disciplined market for specialized capability within Synallagi, where knowledge moves, innovation compounds, stagnation is reduced, costs are minimized and producer value is increased. Rotation is one mechanism by which Service Provider Organizations can maintain high performance, protect ethical standards, and continually renew the productive capacity of our user community.

Data  

There is a clear consensus that oil & gas financial data desperately needs a disruptive overhaul. The substandard quality of data, aggregated, multiple copies, not normalized, unstructured, unsecure, unusable, inaccessible and a myriad of other difficulties captured by producers stems from the extensive use of spreadsheets, the loss of necessary detail due to data volumes being too large to manage, and a predominant focus on corporate needs rather than a dual focus on both corporate (financial accounting) and Joint Operating Committee (management accounting) requirements. These are rooted in legacy issues common to all organizations such as technological developments and maturation over decades leading to technological disparities across the organization, or growth achieved through internal or external means, differing needs of the same data managed in other departments in their own systems.

People, Ideas & Objects assert, with the objective evidence of investors abandoning the industry a decade ago, that accountability was deliberately sidestepped to perpetuate substandard accounting and systems capacity and capability, through what we term "second-hand shoestring budget allocations." The questions we must ask ourselves at the end of this paper: can we continue operating this way within the environment forming in today's corporate world? What data demands would this new environment place on oil & gas?

Those in the know understand the necessity for much larger datasets to effectively manage the granularity of currently available, usable and expanding data. Accommodations must be made for data set growth, and the data model used to manage this data must be held to the highest standard of quality. People, Ideas & Objects Synallagi' data model will meet this quality standard and will be maintained by our user community, their service providers, and our developers within a dedicated software development capacity and capability. This capability will be change-enabled and change-oriented, addressing the North American producers' needs for at least the next 25 years. 

This data will be standardized across the industry, objective, actual and factual in nature and of a high level of granularity. Captured by Internet of Things (IoT) when appropriate and managed through Oracle Autonomous Database. Tools such as DataBricks and Palantir address this issue directly. Businesses know their data is scattered and disparate. With some being structured and unstructured. Having AI have access to all of the firm's records, these applications are able to compile a model of the firm's data and information, both structured and unstructured, in a reasonably accurate manner for analysis. This is not data that can be used for any form of regulatory reporting that I am aware of. It is not a system that’s capable of processing transactions and the types of global strategy implementations such as our Synallagi price maker strategy. A strategy dependent upon reorganization not technology. 

An Alternative Data Vision  

A core concept of this paper, building on our September 18, 2025 paper "President Donald Trump’s Vision & Economic Developments in Oil & Gas," is the capacity and commitment to tokenize oil & gas producer firms, their assets, and reserves. For producers to enter the crypto market, they must satisfy specific compliance requirements: the financial operations for each tokenized asset must be SEC compliant, GAAP, industry standardized, objective, accountable, and profitable, potentially also meeting Commodities Futures Trading Commission (CFTC) standards. Therefore, People, Ideas & Objects establishes the Joint Operating Committee financial statements as the foundational reporting requirement for a tokenized crypto asset. Investors today are aware of the accountability issues within the current oil & gas sector. To gain investor confidence, producers must address this lack of accountability by ensuring their crypto assets adhere to new, standardized, objective and stringent requirements, free from today's existing financial cultural influences. People, Ideas & Objects believes this can be achieved through our proprietary “rip and replace” rebuilding and implementation process of Synallagi.

Our “rip and replace” rebuilding process places additional requirements on North American oil & gas producers. We have established, through our user community and service providers (who represent a reallocation of the accounting and administrative resources of the producer firms), that their work processes and output must be sourced from independently evaluated, standardized, objective, actual, and factual data and information. Our goal is twofold: to realize the cost-sharing benefits of building and maintaining an industry-wide ERP system for oil & gas—which producers can access for a simple fee, similar to a Cloud Computing model—and to achieve the benefits of the shared infrastructure and resources expanded use of hyper-specialization and division of labor that are otherwise unattainable, even for the largest of producers. Furthermore, People, Ideas & Objects convert all of a producer's costs, including overhead, to variable costs, variable based on profitable production. This ensures that all production is genuinely profitable, or alternatively, not incurred if the property is shut-in. Incurring a null operation, or no profit or loss. 

Synallagi will provide producers with the necessary data foundation to rely on unimpeachable facts and information. This integrity is critical. As we increasingly rely on Artificial Intelligence, the reliability and integrity of the data and information it generates diminishes rapidly if the source data is flawed. Manually checking and repairing data integrity will be orders of magnitude more costly, time-consuming, and damaging to a producer's reputation than getting it right from the outset. Implementing the proper procedures and allowing for necessary changes to accommodate industry growth and development avoids the risk of AI irrelevance. Losing control of data may render producers and the industry, much like today, reputationally uninvestable. People, Ideas & Objects offers the long-term solution to resolve this critical industry challenge.

Oracle Autonomous AI Lakehouse  

The Oracle Autonomous AI Lakehouse resolves a long-standing accounting trade-off between timeliness and accuracy. With contemporary information technology and artificial intelligence, timeliness is now measured in milliseconds rather than reporting cycles. This allows accuracy—rather than speed—to become the dominant objective. In practical terms, periodic reporting timelines can be materially compressed, for example reducing a six-day year end close to three days, while simultaneously improving data completeness, consistency, and reliability.

When enterprise resource planning data is processed by artificial intelligence, the resulting outputs must remain fully auditable to the originating source transactions. This is a non-negotiable requirement for regulatory compliance, fiduciary accountability, and executive confidence. The issue is amplified as fiduciary responsibility increasingly extends beyond traditional equity holders to investors holding tokenized interests in a producer firm or a Joint Operating Committee. Artificial intelligence outputs that cannot be traced, reconciled, and defended undermine trust rather than enhance it. Public auditability therefore becomes foundational, not optional.

A central governance and security challenge arises from the access privileges granted to artificial intelligence. Individual users operate within tightly defined read and write permissions under Synallagi. Artificial intelligence, however, may derive insights across a broader data domain than any single human is authorized to view. This creates a structural tension: while the output may be permissible, the lineage of that output must be provably linked to authorized data sources. Without explicit lineage and access controls, Artificial Intelligence introduces unacceptable governance and security risk.

This leads directly to the economic question of artificial intelligence deployment in enterprise resource planning systems. Should artificial intelligence be constrained to the same access boundaries as individual users, potentially limiting its analytical value? Or should broader access be permitted, and if so, under what governance, oversight, and accountability framework? These questions expose the limitations of general-purpose data platforms. Tools that aggregate dispersed enterprise data—often commingling structured records with unstructured sources such as spreadsheets, email, and documents—tend to produce outputs that are statistically defensible but operationally approximate. Over time, approximation erodes confidence. For producers making capital-intensive, long-lived decisions, this approach is unlikely to be sufficient.

The Oracle Autonomous AI Lakehouse, built on Apache Iceberg, represents a partial solution by extending data warehousing into an artificial intelligence-native domain. Within Synallagi, outputs are transformed into a distinct database representation that consolidates producer interests at the corporate level rather than the Joint Operating Committee level. The result is a single, aggregated repository optimized for analysis. Access privileges are deliberately decoupled from transactional enterprise resource planning systems, and interaction increasingly occurs through natural-language queries that return governed, aggregated results rather than raw transactional detail.

In the intelligent corporation, Oracle functions as the control spine rather than merely a transaction processor. A rigorous governance framework is therefore essential to ensure artificial intelligence strengthens—rather than degrades—financial discipline, operational clarity, and executive control. Without this discipline, artificial intelligence simply accelerates ambiguity at scale.

The starting point is data purity. By managing data defined in Synallagi through an industry-specific, artificial intelligence-ready data model, the structural causes of “garbage in, garbage out” are eliminated. Early investment in data quality, governance, and disciplined system design materially reduces long-term costs while delivering higher-quality information, greater confidence in results, and a deeper, more reliable understanding of the business.

NVIDIA Steps In and Defines a New Storage Paradigm  

January 2026 marked a pivotal moment for enterprise computing when Jensen Huang, CEO of NVIDIA, unveiled a radical shift in his keynote address at the Consumer Electronic Show. He asserted that just as Artificial Intelligence has fundamentally "re-invented the whole computing stack," its deployment within enterprises is destined to "re-invent the way that storage is done."

Huang articulated that traditional SQL-based data management is insufficient for the demands of modern AI workloads, which instead rely on semantic information. He introduced the concept of KV Cache (Key-Value Cache), which he described as the AI's "temporary knowledge, temporary memory," or "working memory." Crucially, this working memory is stored in the GPU's high-bandwidth memory (HBM).

He detailed the intensive process during model inference: "Every single token the GPU reads in the model, it reads in the entire working memory and stores it in one token and it stores that one token back into the KV Cache. And then the next time it does that, it reads in the entire memory, reads it and streams it through our GPU and then generates another token." This constant, high-speed read/write requirement demands a new architecture.

To address this performance bottleneck, NVIDIA created Bluefield 4. This next-generation Data Processing Unit (DPU) is specifically designed to function as a "very fast KV cache context memory store right in the rack." By offloading and managing this critical working memory on a dedicated, high-speed DPU within the data center rack, NVIDIA is effectively carving out an entirely new tier of enterprise storage.

The implications for data producers are transformative. They now have an additional, dedicated level of storage that captures the real-time, high-context results and queries generated by their Artificial Intelligence models. This is not merely storing raw input or final output; it is preserving the reasoning and contextual state of the AI. Over time, this cumulative AI-generated context creates a novel and deep layer of data, providing the firm with a dynamic new perspective on its operations, customers, and market—a crucial asset in the 21st-century knowledge economy. (Actual data, unlike DataBricks or Palantir.)

Our Fourth Paper of the 21st Century Marketplace Series

21st Century Marketplace Vision for Oil & Gas

People, Ideas & Objects are pleased to publish the fourth paper in our 21st Century Marketplace Vision series. This paper continues our discussion of our service provider organizations and represents the second section devoted to their role, following our earlier papers addressing our user community and the issues confronting the industry.

We have chosen to develop this vision through a series of papers because its scope and significance cannot be fully expressed in a single publication. Each paper expands upon the architectural, organizational, operational, and economic foundations of Synallagi, gradually revealing how these elements combine to form a comprehensive operating environment for North American oil & gas.

In parallel with this series, we are introducing a second collection of publications under the title "Consider This." These papers will focus on a single subject at a time, examining one aspect of Synallagi, or another important industry topic, in greater depth. Their purpose is to provide a more concentrated discussion without the broader context required by the 21st Century Marketplace Vision series.

We are also introducing a new tagline for our product name:

                    Synallagi

            A New Discipline

The significance of this statement is not intended as a marketing slogan. Rather, it reflects the conclusion emerging from this body of work. As you progress through these papers, we believe it will become increasingly apparent why Synallagi represents not merely another software application or marketplace, but the foundation of a new discipline for the North American oil & gas industry.

What is provided by reading the paper can be hinted at in the following excerpt from the beginning of the paper. 

Time

Time has never been an abundant resource. Throughout history, individuals and organizations have succeeded not because they possessed more time than others, but because they anticipated future events more accurately and prepared for them before those events unfolded. Today, however, the ability to anticipate change is increasingly obscured by growing complexity, organizational conflict, and an overwhelming abundance of information. Rather than becoming easier, effective decision-making is becoming substantially more difficult.

In our May 2004 Preliminary Research Report, People, Ideas & Objects quoted Professor Herbert Simon, recipient of the 1978 Nobel Prize in Economics:

What information consumes is rather obvious: it consumes the attention of its recipients. Hence a wealth of information creates a poverty of attention.

No observation better captures the emerging challenge confronting modern organizations. Artificial Intelligence offers one of the few practical mechanisms capable of overcoming this poverty of attention. Without it, organizations will struggle to comprehend, let alone manage, the accelerating complexity of the decades ahead.

In operational terms, the differences between Synallagi and today's oil & gas industry are not as dramatic as they first appear. The producers remain. The Joint Operating Committees remain. The commercial transactions remain. Most of the people remain. What changes are the organization of work, the allocation of responsibilities, the movement of knowledge, and the speed with which commercial activities are executed. It is the acceleration of change, rather than change itself, that makes the transition appear more disruptive than it actually is.

The pace of both markets and firms now exceeds what many producer organizations were designed to accommodate. External events increasingly determine business priorities, while producer firms continue operating within organizational structures developed for a slower and more predictable environment. Artificial Intelligence is already accelerating software development, scientific discovery, engineering analysis, and commercial decision-making. Oil & gas, as one of the world's most technically sophisticated industries, should benefit enormously from these developments. Properly organized, the coming decades could represent a new golden era for North American oil & gas.

Whether that opportunity is realized, however, depends less upon scientific capability than upon organizational capability. Scientific progress without an operating architecture capable of governing, coordinating, and commercializing that progress produces only unrealized potential.

The combination of speed and complexity therefore becomes one of the defining organizational challenges of the twenty-first century. Oil & gas already rivals aerospace, advanced pharmaceuticals, and nuclear energy in technical complexity. Artificial Intelligence compresses development cycles that once unfolded over generations into periods measured in years and, increasingly, months. That compression fundamentally alters the economics of organizing work.

Unfortunately, producer firms continue to carry a reputation for accounting failures, weak accountability, and declining confidence among investors. If producers expect ambitious engineering and scientific programs to be financed, the necessary capital must increasingly originate from earnings rather than investor patience. The era of repeated capital infusions despite poor commercial performance has largely passed. Investors who seek exposure to oil & gas prices now have numerous alternatives that avoid the operational risks associated with North American oil & gas exploration and production companies. Producers must therefore earn investment through disciplined profitability, financial integrity, and accountable management.

This contradiction is particularly evident within the industry's workforce. Engineers, geologists, and scientists are employed to solve some of the world's most technically demanding problems, yet many remain burdened by administrative activities that contribute little to scientific advancement. Reconciling historical records, processing routine invoices, correcting accounting deficiencies, and preserving fragmented reporting systems divert highly specialized professionals from the work that creates competitive advantage.

Synallagi proposes a different organizational model. Administrative and accounting responsibilities are transferred to service provider organizations specifically designed, licensed, and incentivized to perform those functions. Processing transactions, maintaining controls, reconciling financial information, and continuously improving administrative performance become specialized professions in their own right. Engineers and geologists are correspondingly liberated to pursue scientific innovation, operational excellence, and profitable resource development.

The industry's financial condition is no longer open to interpretation. It reflects decades of structural underperformance. People, Ideas & Objects has documented these conditions extensively. Restoring credibility with shareholders and capital markets may prove the industry's greatest challenge. Synallagi should therefore be understood not merely as Enterprise Resource Planning software, but as integrity for sale: an operating architecture designed to restore accountability, governance, financial discipline, and confidence through objective organizational design.

Time has consequently become the producer's scarcest strategic resource. While the industry's scientific capabilities remain among the world's finest, its commercial architecture has failed to keep pace. People, Ideas & Objects has quantified the effects of this failure through North American natural gas pricing. The traditional six-to-one oil-to-natural-gas heating value relationship progressively deteriorated until exceeding fifty-to-one during early 2024 and remains dramatically distorted today. These are not theoretical market fluctuations. They represent measurable commercial failures that have materially reduced industry earnings.

Nor should these losses be dismissed as opportunity costs. Opportunity cost represents the foregone benefit of choosing one alternative over another. The losses experienced by North American producers resulted instead from organizational incapacity. Synallagi provides the operating architecture necessary to coordinate production, financial management, and marketplace activity toward profitable outcomes. As of December 31, 2025, People, Ideas & Objects has calculated the cumulative difference between realized and achievable natural gas revenues to exceed five trillion dollars, with continuing losses measured in excess of thirty billion dollars each month.

The urgency should therefore have been unmistakable. Producer officers and directors possessed both the authority, responsibility, accountability and the resources to respond. Yet the industry's existing organizational structure has proven incapable of resolving problems of this scale. That structural limitation became the fundamental motivation behind the development of Synallagi. The software is not merely an information technology initiative. It is an organizational response to a business architecture that has exhausted its capacity to adapt.

The significance of time therefore extends far beyond management efficiency. Within Synallagi, time becomes an architectural property of the organization itself. The objective is not simply to complete work more quickly, but to eliminate the organizational latency that accumulates between observation, analysis, decision-making, approval, execution, and settlement.

Autonomous Asynchronous Transaction Orchestration accomplishes this by continuously coordinating Synallagi transactions as information becomes available, allowing knowledge, governance, compliance, and commercial activity to progress together while preserving accountability and auditability throughout the transaction lifecycle.

The defining challenge of the Artificial Intelligence era is therefore no longer simply managing information, but minimizing the time required to transform trustworthy information into governed commercial action.

Organizations that systematically reduce organizational latency will possess a decisive competitive advantage. Those that cannot will increasingly find that time itself has become their greatest constraint.

21st Century Marketplace Service Providers - Part XXVIII

Conflict + Contradiction + Cooperation = Collaboration  

Collaboration is not simply people “getting along.” Real collaboration often requires parties to bring different interests, different information, different constraints, and different interpretations into a governed process where productive outcomes can emerge.

The logic is sound:

Conflict identifies that the parties have different interests, costs, risks, or priorities.

Contradiction identifies that existing assumptions, systems, incentives, or operating models no longer reconcile cleanly.

Cooperation provides the disciplined willingness to remain engaged despite those differences.

Collaboration is the higher-order result: coordinated action that produces something none of the parties could have produced independently.

I would refine it slightly:

Collaboration is not the absence of conflict or contradiction. It is the disciplined cooperation required to make them productive.

Or, in a more Synallagi-oriented form:

Conflict and contradiction are not failures of the system. They are the raw materials of collaboration when governed through cooperation, structure, and accountability.

The only caution is that the formula is incomplete unless cooperation is governed. Without governance, conflict plus contradiction can just as easily produce dysfunction, politics, delay, and institutional collapse. So the more robust formulation may be:

Conflict + contradiction + governed cooperation = collaboration.

This represents a robust iteration of the vision presented by People, Ideas & Objects, our user community, and their service provider organizations to establish material strategic leverage. My final observation is the industry's fundamental difficulties, as all difficulties, reside at the intersection of conflict and contradiction. By confronting and governing those tensions through disciplined architecture, the underlying issues can be effectively resolved.

Control  

Throughout my work on Synallagi, I have applied the principle of pull rather than push. Traditional push mechanisms—advertising, marketing and promotion—are becoming increasingly limited in their usefulness. If every organization continues attempting to push its message into the market, the result will be an overwhelming volume of noise that becomes largely incoherent.

The alternative is to publish ideas, products and opportunities openly and allow people to engage with those they find valuable. They are pulled toward the material through their own judgment and interests. In this environment, ideas compete for attention, and people collectively determine which ideas advance, which are ignored and which ultimately influence the market.

This development calls into question the conventional meaning of control. Bureaucratic authority, formal assignments and organizational position may still confer the power to issue instructions, but their capacity to secure meaningful engagement appears increasingly limited. In a market of ideas, attention cannot be commanded. It must be earned through leadership, performance and demonstrated value.

People do not follow Elon Musk merely because he possesses formal authority. They follow him because his ideas have produced results, his initiatives remain consequential and many participants have benefited financially from their involvement. His influence is therefore sustained less by institutional control than by the continuing market acceptance of his leadership.

We may now be moving rapidly toward a comprehensive pull-based economic system. In such an environment, conventional advertising and marketing may become progressively less capable of identifying what markets need, anticipating what participants will value or determining how products should be developed and delivered. The speed, complexity and dynamic character of markets may simply exceed the capacity of centralized push-based systems to interpret them.

The garage workshops of the 1970s were only the beginning. Today, an individual can obtain components and manufactured products from global supply networks, use Artificial Intelligence to assist with research, design and development, and collaborate with engineers or other specialists located anywhere. When such a group produces something valuable to a community, its principal difficulty may no longer be generating awareness. The greater challenge may be organizing sufficient capacity to satisfy the demand that emerges.

Our user community and their service provider organizations create this form of market within Synallagi. It is a market in which ideas are proposed, evaluated, developed, implemented and continuously improved. Synallagi provides the specification and Intellectual Property repository through which the community’s ideas are preserved, integrated and converted into operational capabilities.

These ideas will not remain static. They will be iterated continuously in response to changing producer requirements, technological developments, operational experience and emerging opportunities. The purpose is to ensure that North American oil & gas producers have access to the most profitable means of oil & gas operations, everywhere and always.

As the industry evolves, its Enterprise Resource Planning system must evolve with it. Synallagi is therefore not designed to impose a fixed organizational model from above. It provides the architecture through which our user community can identify requirements, develop solutions and respond continuously to the market.

Control, in its conventional bureaucratic sense, is becoming an increasingly archaic concept in 2026. What remains relevant is leadership that earns the acceptance of the community and participation that allows the community to determine what should be developed, implemented and sustained. Leadership and participation—not administrative control—are the defining characteristics of the Synallagi market and its broader vision.

Crisis  

People, Ideas & Objects have expressed our concerns of industry difficulties based on the outsized role oil & gas plays in our everyday lives. When this is not recognized or appreciated by the public it requires us to redouble our efforts to ensure we make up for their lack of awareness. Otherwise the hostility shown towards industry when energy prices get out of control will be much greater. We have a responsibility to ensure this never occurs. If we fail to deliver in the volumes demanded by the market, prices may become uncontrollable and supply intermittent or allocated by some supreme being. Who will then supply North America with its needs? And at what political or military cost? And at what price? If that cost is deemed to be too high where will consumers source their energy needs? Who will they turn to after the industry has failed them?

The buildout of all energy sources use oil & gas as a feedstock. Whether that is a hydro dam, nuclear facility or portable generative power they’re manufactured with energy derived from oil & gas. These are worthwhile endeavors however, what consumers are unaware of is the volume of oil & gas they consume. They never see the oil or gas that they themselves consume. It's all underground or in their tank. They believe a towering windmill or field of solar power is so much larger than what they see of oil & gas that they are unable to relate. As a result they don’t understand that >83% of their energy comes from oil & gas.

At what point should we declare this industry is in crisis? Defining a crisis and its characteristics would be helpful at this point. Key characteristics of a crisis:

Urgency – requires immediate attention and action.

Uncertainty – limited information, high ambiguity, and difficulty predicting outcomes.

High stakes – significant risks to reputation, financial stability, safety, or survival.

Disruption – normal operations or social order are interrupted.

Decision pressure – leaders and stakeholders must act quickly under stress.

A crisis is a disruptive event or period that poses a severe threat to the stability, safety, or viability of an individual, organization, community, or system. It typically emerges suddenly or escalates rapidly, creating a situation where existing resources, routines and decision-making structures are insufficient to manage the challenge effectively. I’ve used the analogy of a log rolling down the hill and asking when and who will stop it from rolling through the village below? Or, when asked "How did you go bankrupt? Ernest Hemingway in his 1926 novel, The Sun Also Rises wrote ‘Two ways. Gradually, then suddenly," When in our case is it best to begin to deal with industry’s financial performance?

On these criteria North American oil & gas producers and the greater oil & gas community are in crisis. In consideration of the last item, decision pressure, I cannot comprehend the operational and strategic difficulties being experienced by officers and directors. The herding of thousands of cats at a time comes to mind. Their decision-making structures are now insufficient to deal with the volume and pace of the demand for their decisions. The demand for consolidation I’m certain is purely self-serving. 

“Synallagi is the comprehensive solution we may consider given the appropriate amount of time.” Might be the argument the producers use to not proceed with People, Ideas & Objects developments. Our response can only be that it may appear comprehensive. However, that is only a result of when we shift to use the Joint Operating Committee as the key organizational construct, everything in the industry and producer firms changes. Scaling down our implementation would render the vision and business models incoherent, just as it would the industry's ability to function. Secondly, I am unaware of any other system that has undergone the decades long challenge of trying to make any alternative idea function in the industry. If producers want to start this process they’ll need to understand there are no shortcuts. And there will be no unauthorized use of any of People, Ideas & Objects Intellectual Property. We also believe August 2012, when Synallagi was published, would have been a reasonable time to start. 

The question remains at what point do we call this a crisis? Are we anticipating some change that will return the industry to a prosperous, productive and viable future? Why has this not happened during the past number of decades? Why has there been so much resistance to these changes? Are profits, prosperity and progress being distributed beyond the officers and directors of the producer firms such a bad thing? Each element of a crisis was evident when investors lost their faith in the producers in 2015. Action at that time would not have been premature either. Which leads to the last question. How quickly do they expect to see the crisis resolved assuming Synallagi is used? And how involved will all of the industry need to be to make this initiative successful?

We are witness to the gradual decline of value from the shale era resources. The past two decades of (in)activity is responsible for the loss of $5.0 trillion in wealth just in natural gas and placed the industry in the position where it must respond. If we leave the task of addressing today’s challenges to current leadership—those who wasted the immense wealth endowment of shale resources in just two decades—what outcomes can we realistically expect? 

Producers do not have a broad menu of strategic alternatives. They have already spent a decade demonstrating that voluntary self-correction does not occur. They did not restore investor confidence. They did not rebuild the service industry. They did not create property-level profitability discipline. They did not address the accounting and administrative architecture that allows uneconomic production to continue. They did not build an industry-wide mechanism for credibility, accountability, or capital-market rehabilitation.

Therefore, any alternative to Synallagi has to answer the same hard questions:

How does it force objective, standardized, property-level profitability discipline across the industry without collusion, without government intervention, without producer discretion, and without another decade of delay?

Producer firms no longer possess meaningful strategic optionality. Their flexibility has been consumed by a decade of inaction, deteriorated investor confidence, weakened capital structures, and the destruction of service-sector capacity. Their remaining path to capital-market credibility is not another narrative, another restructuring, another technology platform, or another claim of future discipline. It is objective accountability through Synallagi.

21st Century Marketplace Service Providers - Part XXVII

Market Variables  

Cash  

People, Ideas & Objects have been documenting the expanding difficulties of the industry's working capital. This is a result of the combination of having their capital structures rendered inoperable. And the decades in which they were able to report earnings by deferring the majority of overhead to capital along with a “variety” of other costs. Enabling producers to report profitability consistently, which has had the effect of reducing the industries overall competitive performance materially. After a decade of managing under this environment performance degraded due to underinvestment. The industry wide performance is now represented in the working capital availability, cash in hand and cash flow generated. 

On the one hand you have investors who have expressed their need to see fundamental changes in the producers accountability and performance. This has been the case since 2015 and there has been nothing done since then. Investors continue to hold their investments, and it's important to note that institutions are holders of large percentages of the major producers, upwards of 70 to 80% in most cases. What they suspended was any further capital investment in 2015. Banks followed the investors lead in the 2017 to 2019 period leaving performance the only measure of cash generation to rely upon. 

Producers then turned to every possible alternative to make up for their cash needs. The greatest source was the service industry. Initially they cut their demand for field services by 50% and demanded 50% discounts. Effectively reducing the industries revenues to 25% of previous years. What they determined then was particularly difficult for the service industry was they ceased paying them for upwards of 18 months. Then Covid struck and oil traded at negative $40 / barrel causing the producers to panic. Essentially shutting down all service industry operations until producers could find their way through the 25% market decline in energy. It was at this point the service industry began to sell off the heavy, shale induced investment in horse power and cannibalize their fleet with cutting torches to sell the scrap metal to survive. Producers did nothing in support of the service industry. 

The service industry sits at 25% of its prior capacity and has no motivation to deal with the producer's business. Actively looking for business opportunities offshore and in other industries the question arises who would invest a dollar in the oil & gas service industry? Any surplus horsepower is finding demand in the development of Artificial Intelligence facilities and shale is beginning to be developed in other areas of the world. If the basins in North America are beginning to turn, which it appears they are, why would anyone invest? Especially when some of the industry's leadership that has brought about this environment has decided to pursue those international opportunities instead. 

North American energy independence is best represented by the diminishing cash availability of the producer firms. The volume of cash is woefully inadequate to meet any of the needs mentioned. However those are not the difficulties that occupy the boardrooms today. The difficulties are the cash allocation between the dividend policy and the bank demands. Never have they faced a greater issue than this. 

If they cut the dividend and fulfill their banking obligations they’ll signal the investors that it’s the time to move on. The stock being predominately owned by institutions will create a collapse in the stock's price. Several alternative scenarios arise from this action. On the other hand if they cut their banking commitments they’ll signal to the banks they’re in default of their covenants, or no longer able to manage the assets appropriately. The bank may seize the asset causing the value of the firm to decline and the investors to realize a material loss. More than that will be the material loss in what faith and trust remains after the past decades of inaction. One must recognize that even a substantial commodity price appreciation cannot remediate structural deficiencies that have atrophied over several decades. Should incremental capital materialize, the competing priorities for those funds would remain overwhelming. Furthermore, the North American capital markets may intervene to ensure that the allocation of any future cash flow is sequestered from the discretion of those officers and directors whose prolonged inaction established the current crisis.

I want to point out that this scenario was the one that People, Ideas & Objects have been warning about since the publication of what has become Synallagi. I have been laughed at and ridiculed by those that followed this script and destroyed the most critical industry to our way of life, standard of living and well being. They have done nothing while they were warned repeatedly. Officers and directors were aware and chose to do nothing. This is evidenced by the fact that People, Ideas & Objects have generated absolutely nothing in terms of revenue as a result of this work. 

We have prepared Synallagi and its associated organizational structures for a dynamic, innovative, accountable and profitable oil & gas industry. By rebuilding the industry’s culture around reserves preservation, performance and profitability, North America can realize the value of its shale endowment and fully participate in the Artificial Intelligence-enabled Information Technology Industrial Revolution.

Chaos  

We spoke of the inversion of how we have upended the method in which people work. On top of changing the organization and industry. Introducing the most comprehensive technologies into one of the most complex businesses that exist. A little chaos is what we’ll have and what we should expect. Let's get comfortable with the fact and approach this appropriately. 

We belittled chaos in our prior paper of this series on our user community. Chaos is the operating condition Synallagi must be designed to confront, absorb, and convert into productive value. Markets are messy. Innovation is uncharted. Anyone who believes this project will proceed along paved roads, with clear maps and predictable milestones, misunderstands the terrain. Anyone who believes they will control every material element of the process is inviting disappointment and frustration.

What Synallagi requires are creative problem solvers with vision, discipline, judgment, and the capacity to work within the boundaries established by Synallagi’ definition. They must operate in a vast collaborative environment, within markets shaped by uncertainty, failure, resistance, and opportunity. The tragic failure of producers must be overcome, and human emotion must not be permitted to drive decisions from the back seat.

Constructive chaos, properly understood, should not be feared. It should be managed as an input. When approached with structure, governance, Intellectual Property, Artificial Intelligence, and disciplined market design, chaos can become constructive. It can expose obsolete assumptions, force prioritization, reveal weak processes, and accelerate learning. That does not mean the work will be comfortable. It will be frustrating for everyone involved. But frustration is not failure. It is often the price paid for building something that existing institutions could not imagine, let alone execute.

The chaos producers must avoid is the destructive form discussed in our prior paper, which referenced George Sivulka’s Seven Pillars framework. His first pillar is decisive:

• Individual Artificial Intelligence creates chaos.
• Institutional Artificial Intelligence creates coordination.

This distinction is central to Synallagi. Abstinence, avoidance, ignorance, and “muddle through” will not protect producers. On the contrary, they open the door to the uncontrolled deployment of Individual Artificial Intelligence or Agentic Artificial Intelligence inside producer firms. That may prove to be one of the most consequential non-decisions of the next decade.

Individual or Agentic Artificial Intelligence will often arrive quietly. It will not necessarily be approved by boards, structured by governance, constrained by Intellectual Property, or aligned with the enterprise. It will be introduced by individuals attempting to optimize their own work, defend their own turf, or automate fragments of business processes they do not fully understand. These deployments may appear harmless at first. In reality, they may become insidiously destructive, much like people naively playing Jenga with the institutional structure of the firm.

The resulting failures will damage the reputation of Artificial Intelligence itself. They will create doubters, opponents, and activists who will claim that Artificial Intelligence is inherently dangerous, when the true failure will have been institutional negligence. Accepting chaos that is destructive, not constructive. The fault will lie with officers and directors who defended their turf, muddled through, kept their noses clean, and failed to see the broader picture. They will have refused to recognize that Artificial Intelligence requires institutional architecture, not individual experimentation.

General Eric Shinseki’s warning is appropriate here:

Why should we expect chaos? Because any serious transformation of oil & gas accounting, administration, operations, markets, and governance will unsettle established interests. Chaos is not an exception to transformation. It is evidence that the existing order is being challenged. A Melissa Swift Massachusetts Institute of Technology discussion on chaos identifies two constructive effects that are relevant to Synallagi. 

First, chaos accelerates personal development. When people are required to handle many unpredictable events at once, the frustration they experience is often the result of being challenged beyond their established routines. That challenge produces growth. Many executives identify chaotic periods as the crucible in which their strongest capabilities were formed.

Second, chaos can rearrange the corporate chessboard in productive ways. Disruption exposes opportunities that stable institutions suppress. In periods of disorder, new responsibilities, roles, capabilities, and leadership structures can emerge. For those prepared to act, chaos can create lateral and diagonal growth rather than merely preserving linear career structures and inherited authority.

The academic treatment is cautious, as expected. The professors are writing for senior executive and academic audiences, and they remain measured in their conclusions. Even so, their commentary travels farther than many institutional observers are usually prepared to go. They acknowledge that disorder is not merely a risk to be eliminated. Under the right conditions, it can become a source of growth, opportunity, and organizational renewal.

In oil & gas, the question is more severe. We do not need to ask whether chaos exists. It does. The industry has lived with chronic overproduction, poor accountability, value destruction, supply instability, investor distrust, and managerial evasion for decades. The relevant question is whether the industry will continue to allow that chaos to be unmanaged, personal, emotional, and destructive.

Does the industry, under its current administration, have a viable future? What do investors believe after more than a decade of disappointment? What role can current producer leadership credibly fill in the future? These are not rhetorical questions. They define the strategic opening for Synallagi.

Synallagi does not eliminate chaos. It institutionalizes the capacity to govern through it. Its purpose is to transform uncoordinated disorder into coordinated action through defined markets, the Joint Operating Committee, our user community, service provider organizations, Intellectual Property, Artificial Intelligence, and disciplined Enterprise Resource Planning software. Chaos itself is not the enemy. Unmanaged and destructive chaos is.

The referenced MIT article proposes a four-step plan for addressing what should properly be understood as unmanaged and destructive chaos. Its third step is particularly relevant: explicitly guard against the bad behavior that chaos can conceal. This includes identifying bullying directed at individuals or groups. That point requires some reflection on my part. My repeated references to the officers and directors of producer firms may be received by some as bullying. That is not the objective, and it should not be the method. The objective is accountability.

The frustration is real, however, and it arises from the scope and scale of the damage imposed across the broader oil and gas economic structure. These are not abstract concerns. The damage has affected investors, service providers, employees, communities, consumers, and the long-term productive capacity of the industry itself. More concerning is that many of these issues were identified, analyzed, and accompanied by proposed solutions well before the current condition became so severe.

Action did not occur. The issue, therefore, is not personal criticism for its own sake. It is the need to distinguish between legitimate accountability and destructive disorder. Synallagi is designed to provide that distinction institutionally. It channels conflict, uncertainty, competing interests, and operational complexity into governed processes. It does not pretend that chaos can be removed from oil and gas. It provides the architecture through which chaos can be made productive rather than destructive.

If my criticism of the officers and directors is perceived as bullying, then I accept that characterization as a consequence of the position I have taken. They were the individuals with the authority, responsibility, resources, and fiduciary obligations to prevent this outcome. No other group in the industry held that combination of control and duty.

The broader oil and gas industry is populated, from stem to stern, by many of the finest and most dedicated people working in North America. Engineers, geologists, accountants, administrators, field personnel, service industry representatives, contractors, investors, and many others continue to work diligently every day under difficult and deteriorating conditions. My objective is to distinguish those people from the officers and directors whose decisions, omissions, and prolonged inaction created the circumstances the industry now faces.

If that distinction is made clearly, then the criticism has served its purpose. It is not directed at the industry’s people. It is directed at those who had the responsibility, resources, authority and capacity to act, yet failed to do so.

21st Century Marketplace Service Providers - Part XXVI

 Competitive Advantages  

People, Ideas & Objects possess three distinct and mutually reinforcing core competencies that define our competitive advantages.

At the outset, we recognized that building internal capacity for high-performance software development, particularly during Synallagi' initial phases, would be prohibitively costly, time consuming, and operationally distracting. Any delay would impose material costs on an industry that has already exhausted much of its financial, operational, and institutional capacity. Accordingly, People, Ideas & Objects made the deliberate strategic decision to contract software development to Oracle Services.

That decision preserved capital, reduced execution risk, accelerated access to Tier One software development capability, and allowed People, Ideas & Objects to concentrate on the areas where it provides the highest strategic leverage, that being our user community. In hindsight, the decision has become even more compelling. The rapid maturation of Artificial Intelligence in software development suggests that large internal development organizations may become increasingly redundant within a relatively short planning horizon, potentially within five years.

By avoiding the creation of a costly internal development bureaucracy, People, Ideas & Objects retained strategic flexibility. We did not confuse software development labour with competitive advantage. The competitive advantage is not the number of developers employed internally. The competitive advantage is the Intellectual Property, the research base, and our user community’s exclusive capacity to define, refine, govern, and extend Synallagi within North American oil & gas.

As a result, People, Ideas & Objects has concentrated its efforts on the three capabilities that constitute our unique value proposition and provide the greatest leverage for long-term expansion:

• Intellectual Property — the proprietary architecture, business model, software design, governance structure, and derivative works that define and constrain Synallagi.
• Our User Community — the licensed, process-specific leadership body responsible for defining, developing, operating, and continuously improving Synallagi through their service provider organizations.
• Research — the accumulated technical, economic, accounting, organizational, and marketplace research that supports the design, justification, and continued evolution of Synallagi.

These three capabilities are mutually reinforcing. Intellectual Property establishes the controlled domain. Our user community operationalizes that domain. Research continuously strengthens the architecture, informs future development, and protects the system from drifting into convention, compromise, or “muddle through.”

Together, these competitive advantages position People, Ideas & Objects not as a conventional software developer, but as the institutional architect of a new operating model for North American oil & gas.

Our User Community 

Our user community is our firm’s primary strategic asset and operational focus. It has been deliberately structured with unique authorities and incentives to enable development, governance, and evolution of Synallagi. This structure ensures independence, accountability, and resilience.

Key characteristics include:

• Exclusive Intellectual Property authority
• Only members of our user community are licensed to modify, extend, or prepare derivative works of Synallagi’ underlying Intellectual Property.
• Single point of engagement for producers
• Producers engage directly with licensed user community members for both issues and opportunities, eliminating diffusion of responsibility. 

Correction. 

Historically, we have stated that this work was undertaken with direct input from oil and gas producers themselves. That phrase is imprecise and, in hindsight, materially incomplete. It may suggest that producer firms alone were the source of industry input, when the intended meaning was always broader. The development of Synallagi depends on the full North American oil and gas ecosystem, not merely the producer firm perspective.

The correct scope includes our user community, service providers, engineers, geologists, accountants, administrators, contractors, service industry firms, financial participants, technology providers, Artificial Intelligence specialists, and the wider range of disciplines required to rebuild oil and gas accounting, administration, operations, governance, and marketplaces. Producers are participants in this environment, but they are not the exclusive or dominant source of operational knowledge.

Our remedial effort is to correct this language going forward. We will no longer frame the work as producer-directed or producer-defined. Instead, Synallagi will be described as ecosystem-informed, user community-led, service provider-enabled, and technologically supported. This more accurately reflects our intent, the structure of the work, the source of its knowledge, and the institutional model required to establish a culture of reserves preservation, performance and profitability.

In capital-intensive industries such as oil & gas, the majority of operational value is created across the external ecosystem rather than within the producer’s formal corporate boundary. Producers capture the reserves, production revenues, and reported enterprise value, while the service and support industries supply the specialized capabilities that make those assets productive. The unpriced portion of that contribution—knowledge, process discipline, trained personnel, standards, innovation, and coordination capacity—constitutes the externality that current systems fail to recognize, measure, or govern. Therefore recognizing it within Synallagi’ ERP is the first step towards measuring it.

Ownership and operation of service providers

Our user community members are licensed to own and operate service provider organizations, delivering their tacit knowledge in combination with Synallagi softwares explicit knowledge to producer firms.

Controlled developer input channel

Licensed developers receive direction and requirements solely from our user community. Software developers are exclusively licensed to accept input from our user community, preserving architectural coherence and governance integrity. Producers, employees and other individuals at large (see correction above) have one point of contact to have their issues and opportunities addressed, our user community.

Independent economic footing

User community members operate with their own budgets and commercial accountability. They are independent business operators, not "blind sleepwalking agents of whomever feeds them.”

This structure ensures that authority, responsibility, and economic incentives remain aligned with producers' commercial profitability interests. The source of all industry value.

Research 

In early 2025, People, Ideas & Objects initiated a formal research program to support Synallagi' future development, governance, and operational requirements. During 2025, we published seven research papers and produced thirty-four podcasts.

The written research completed to date provides an important foundation. However, we recognize that the research function must continue to mature if it is to meet the standard required of Synallagi, our user community, service providers, producers, investors, and the broader North American oil & gas industry. We are therefore committed to investing the time, resources, and discipline necessary to deepen our research capabilities.

Our podcast series materially exceeded expectations. It was not part of the original 2025 plan, yet it became an effective means of communicating the scope, structure, and strategic purpose of our work. We intend to maintain our podcast to ensure broad, consistent, and accurate representation of Synallagi and its role in rebuilding North American oil & gas.

Going forward, the primary emphasis will shift toward research depth, analytical rigor, and qualitative reasoning. The objective is not merely to publish more material, but to strengthen the intellectual foundation that supports Synallagi' architecture, licensing model, marketplace structures, service provider framework, Artificial Intelligence constraints, and long-term governance. The year 2026 marks a pivotal expansion as People, Ideas & Objects formalizes the Synallagi Business Specification, incorporating the fundamental Technical Specifications required for our user community to initiate their architectural and development mandates.

Research is therefore not an ancillary activity. It is one of People, Ideas & Objects’ three core competitive advantages. It informs the architecture, supports the Intellectual Property, equips our user community, and establishes the disciplined reasoning necessary to avoid convention, compromise, and “muddle through.”

Intellectual Property 

People, Ideas & Objects views Intellectual Property as the most valuable asset class in both current and future markets. Restated, it is the most valuable asset class throughout the North American economy. Ownership of oil & gas properties alone is no longer sufficient. Profitability increasingly depends on access to the software, processes, systems, governance structures, and our user community that determine how those assets are managed profitably.

Without Intellectual Property protection, investment incentives deteriorate. A “free-for-all” environment allows non-contributors to capture value created by others. That outcome discourages innovation, weakens accountability, and leads directly to stagnation. Synallagi addresses this issue through structured Intellectual Property protection, implemented through licensing arrangements with our user community members, service providers, developers, producers, and service industry participants.

Our user community members, service providers, and developers operate under licenses to People, Ideas & Objects Intellectual Property. Producers and service industry representatives access Synallagi through End User License Agreements. Together, these instruments establish the legal, commercial, and operational boundaries required for a disciplined, scalable, accountable and enforceable software and service ecosystem.

These licenses are supported by a robust legal framework that defines each participant’s operational domain as an exclusive area of responsibility. This clarity is essential. Autonomous Asynchronous Transaction Orchestration cannot function in an undefined environment. It requires Intellectual Property to define the work, establish authority, allocate responsibility, identify and support hyper specialization, enforce the division of labor, and establish the boundaries within which Artificial Intelligence may operate and importantly where it must not.

Artificial Intelligence is the decisive accelerator of Intellectual Property value. It is the mechanism through which Intellectual Property becomes scalable, enforceable, and economically productive. However, Artificial Intelligence must be constrained by the domain defined in Synallagi. It must operate only within the rights, processes, data structures, responsibilities, and authorities captured in the software and its related Intellectual Property. It too is licensed to adhere to the domain defined within the ERP operating environments definition. 

Our approach immediately eliminates the need, acceptance, use or functioning of any and all Agentic AI which is being unleashed irresponsibly in the corporate environment today. George Sivulka of hebia.ai was noted in our prior paper as stating that:

• Individual AI breeds organizational chaos.
• Institutional AI fosters coordination.

This is why Intellectual Property is more than a legal asset. It is the governing architecture of Synallagi. It defines what work exists, who is authorized to perform it, how service providers are coordinated, how Artificial Intelligence is constrained, and how value is created, protected and distributed.

Through People, Ideas & Objects’ licensing structure, our user community, service providers, and developers are positioned to participate directly in an emerging Artificial Intelligence-enabled marketplace. That marketplace has substantial long-term potential for the industry and for the individuals and organizations whose licensed participation makes Synallagi operational. We now introduce elements of that marketplace.