Showing posts with label Research. Show all posts
Showing posts with label Research. Show all posts

Friday, August 07, 2026

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.)

Thursday, August 06, 2026

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.

Wednesday, August 05, 2026

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.

Tuesday, August 04, 2026

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.

Friday, July 31, 2026

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.

Thursday, July 30, 2026

21st Century Marketplace Service Providers Part XXV

 People, Ideas & Objects Benefits  

We have a YouTube short video featuring David Sacks, President Trump’s Crypto, Stablecoin, and Artificial Intelligence czar, and a Silicon Valley veteran. In the video, he discusses the potential employment consequences of Artificial Intelligence and argues that the facts may ultimately contradict the prevailing fear of widespread job loss. That pattern has occurred with each major technological innovation introduced over the past several centuries. New technologies disrupt existing work, but they also create new capacities, new industries, new responsibilities, and new forms of value creation, for all concerned.

My own experience with Artificial Intelligence has been centered on quality. It allows me to focus more directly on the substance of the material and less on the administrative burden of arranging, revising, and managing text. It removes much of the tedium and allows more time and attention to be directed toward judgment, structure, argument, and content. Whether this makes me more productive in a narrow quantitative sense is difficult to determine. What is clear is that the improvement in quality is material and consequential.

This same principle applies to People, Ideas & Objects, our user community, and service providers. Artificial Intelligence will not reduce their responsibilities; it will elevate them. They will have more significant issues to address than they do today. They will need to rethink how accounting and administration are conducted in oil & gas, manage much larger transaction volumes, preserve data integrity, improve producer performance and profitability, and supervise automated and autonomous systems that execute much of the day-to-day work particularly in Autonomous Asynchronous Transaction Orchestration.

Their role will shift from performing repetitive administrative tasks to designing, developing, testing, monitoring, and improving the systems that conduct those tasks. They will be responsible for ensuring that checks, balances, internal controls, exception handling, auditability, and governance structures are embedded throughout Synallagi. Artificial Intelligence will remove much of the clerical burden, but it will increase the importance of human judgment, accountability, and system design.

The benefit to People, Ideas & Objects is therefore not merely productivity. It is the ability to build a higher-quality oil & gas administrative and accounting culture. Artificial Intelligence, properly constrained by Intellectual Property and eight other Organization Constructs implemented through Synallagi. Enable our user community and service providers to focus on what matters most: reserves preservation, performance, and profitability.

Service Providers Cost Competitiveness  

Precisely quantifying the financial advantages offered by Synallagi is challenging. However, we estimate that the overall overhead costs associated with accounting and administrative functions of oil & gas could be reduced to a single digit or low-teens percentage compared to current spending. These massive savings stem from four sources: these advantages are unique to Synallagi and those already being realized in other industries. By identifying these, we illustrate how we deliver substantial overhead savings to the industry.

Non-Rival Costs (Shared Infrastructure): Leveraging the concept of non-rival costs, central to Professor Paul Romer’s 2018 Nobel Prize-winning theory of Endogenous Technical Change, People, Ideas & Objects eliminates the need for each producer to build and maintain individual IT, Accounting and Administrative infrastructure. We extend this by offering Synnefa.ai our Cloud Administration & Accounting software and service as shared infrastructure. (Synnefa.ai is the Greek term for Clouds. Synallagi.ai is the Greek term for Transactions.) Once Synallagi is developed, its capabilities are created once, deployed industry-wide, and shared via a fee-for-service model to North American producers of all sizes.

Specialization and the Division of Labor (Hyper-Specialization): People, Ideas & Objects applies hyper-specialization and the division of labor to the oil & gas industry's administrative and accounting sectors. We achieve a level of specialization that would be unsustainable for any single producer due to diminishing returns. This hyper-specialization is enabled by Artificial Intelligence for transaction Automation and Orchestration, and our ownership of the Intellectual Property necessary to define, support but also constrain the overall infrastructure. These three components—IP defining the operational domain, Artificial Intelligence, Orchestration managing that domain, and hyper-specialization—are essential for any high-performance organization.

Automation and / or Autonomous Operations: Synnefa.ai our Cloud Administration & Accounting software and service employs industry wide, standardized, objective accounting methods, enabling high levels of automation and the Autonomous nature of Synallagi. Maintaining the integrity of the data and the data model is critical for Artificial Intelligence to operate effectively; errors at this level will be difficult to identify, are magnified and costly to correct. Our focus on data engineering and development should be viewed as an essential investment in this context.

Transaction Costs (Near-Term Technology Leverage): Building on our review of Transaction Cost economics, we integrate near-term technologies such as crypto/stable coins, AI, SpaceX Cellular IoT, World Labs Virtual Interface, and Asynchronous enhanced GPU processing etc. These technologies reduce the transaction processing costs of a well-engineered ERP system to a fraction of what a consolidated producer can achieve. For an oil & gas producer, the superior transaction cost performance delivered through Synallagi can become a key competitive determinant on its own.

These represent four of our primary cost advantages that translate into reduced overhead for producers and support People, Ideas & Objects value proposition. Collectively, they generate substantial, unquantifiable overall reductions in overhead costs and establish a foundational contribution to profitability in a mature primary industry.

Performance Attributes  

Producer Profitability and Incentive Alignment  

People, Ideas & Objects promotes a culture of reserve preservation, performance and profitability across our user community, their service provider organizations, and the producers that adopt Synallagi. This is not a slogan or an aspirational statement. It is the governing discipline embedded within the software architecture, service provider model, price-maker strategy, marketplace design, and our user community’s incentive compensation structure.

The objective is to ensure that oil & gas production proceeds only when it is economically justified. Synallagi aligns authority, information, incentives and accountability around profitable production, objective financial reporting, disciplined capital allocation, responsible reserves management, and measurable operating performance. These disciplines are implemented while fulfilling the industry’s broader obligations to consumers: reliable energy, North American energy independence, and the lowest sustainable energy costs over time.

The apparent conflict between producer profitability and consumer affordability is resolved through disciplined production. Persistent unprofitable production does not create affordable energy. It destroys capital, consumes reserves without generating value, weakens service-sector capacities and capabilities, compromises future deliverability, and undermines long-term energy security. Profitable production preserves the financial, technical, organizational and physical resources required to sustain reliable supply.

Synallagi therefore treats profitability as the primary operating constraint through which the interests of producers, consumers, investors, service providers, our user community, and future generations are aligned. Production volumes, capital commitments, operational activity, and commodity allocation must reflect that economic reality. Commodities are produced, allocated and consumed within the limits established by profitable production, rather than through activity-driven production that disregards financial performance and reserves preservation.

Profitability is consequently not treated as one objective among many. It is the condition that makes every other objective sustainable. It preserves producer independence, supports investment, maintains service-sector capacity, protects reserves, funds innovation, and enables North American oil & gas to meet its long-term obligations to consumers and capital markets.

Cash Demand Reductions  

Producers have historically treated the Securities and Exchange Commission Full Cost Ceiling Test less as a limiting discipline and more as a planning target. Since the late 1970s, this has contributed to the long-standing practice of capitalizing substantial costs to the balance sheet. What may have begun as an accounting policy has evolved into a complicated mixture of science, discretion, estimation, and art, with materially negative consequences for the industry.

The central problem is cash. By capitalizing an average of approximately eighty-five percent of overhead as an asset, producers defer recognition of these costs as depletion over many subsequent decades. While capital markets are supportive, this practice is sustained through regular equity issuance and leveraged external financing. The producer consumes cash today, places those costs on the balance sheet, and relies on investors to replenish the cash consumed.

When investment capital becomes unavailable, the weakness of this model is exposed. The overhead cash requirement remains monthly, immediate, and unavoidable, while recovery through depletion may not occur for decades. Producers are then forced to finance substantial monthly overhead from other sources, compounding the cash drain created by the original policy. In practical terms, today’s model converts current cash into buried balance sheet costs, creating the deliberate policy outcome of “putting cash in the ground,” as they’ve always stated.

Synallagi Model Impact  

Synallagi changes the overhead model at its source.

Under Synallagi, the actual overhead costs incurred by our user community service providers are billed directly to the relevant Joint Operating Committee. These costs are recognized as direct costs on the properties income statement and are included in the calculation of the property’s required profitable production price in the current month.

If a property is profitable, production continues. All production conducted through Synallagi is produced profitably, and the service provider's costs associated with that production are recovered by the producer through the property’s monthly settlement or account clearing. Cash is therefore returned to producers in the ordinary course of the monthly accounting recognition and settlement process.

If a property is not profitable, it is shut-in. In that circumstance, the property receives no information through our Task and Transfer network, no service provider work is initiated, and no service provider billing is generated for that property. The property enters a null operating state: no production, no profit, no loss, and no incremental overhead burden. At any point service provider firms might expect up to as much as a 10-15% decline in revenues if commodity prices unexpectedly decline. 

This is a material structural improvement. Once producers adopt Synallagi, overhead no longer imposes the same working capital burden that exists under today’s producer model. Overhead costs have been restructured as variable, based on profitability. Instead of consuming cash and capitalizing it for future depletion, Synallagi aligns overhead directly with profitable production activity. The cash drain created by today’s “putting cash in the ground” policy is eliminated. Synallagi has reduced the overall cost of oil & gas overhead by sharing infrastructure, hyper specialization, the division of labor, automation and autonomous operations and lowering the overall costs of transactions.

Wednesday, July 29, 2026

21st Century Marketplace Service Providers Part XXIV

 Orchestration  

Orchestration is the architectural discipline by which Autonomous Asynchronous Transactions maintain order, sequence, authority, evidence, and completion across Synallagi. It is the coordinating intelligence that enables transactions to proceed across time, systems, organizations, participants, approvals, exceptions, and reporting periods without collapsing into disorder. Where autonomy permits governed work to proceed without constant human instruction, and where asynchronous processing permits work to continue without every element being present at the same moment, Orchestration ensures that these independent activities remain coherent, controlled, auditable, and economically purposeful.

In Synallagi, Orchestration is not merely workflow automation. It is the governed coordination of business activity. It determines what work can proceed, what work must wait, what evidence is sufficient, what authority is required, what exceptions must be escalated, what controls must be applied, and what completion means in accounting, operational, contractual, and governance terms. Orchestration is therefore the means by which Synallagi converts asynchronous activity into accountable business performance.

Orchestration can be defined as follows:

Orchestration is the governed coordination of Autonomous Asynchronous Transactions through defined rules, authority structures, evidence requirements, audit controls, exception handling, Artificial Intelligence support, and economic purpose, so that transactions, approvals, decisions, settlements, reporting, and business processes can proceed independently across time while remaining coherent, compliant, auditable, and complete and within the context of People, ideas & objects nine Organizational Constructs.

This definition is important because Synallagi is not designed around the assumption that every transaction element will arrive in perfect sequence, at the correct time, from the correct participant, with complete authority already attached. Oil and gas does not operate that way. Joint Operating Committee decisions, approvals, ballots, counterpart signatures, field confirmations, service provider evidence, Material Balance Report reconciliations, Accounting Voucher processing, Partnership Accounting allocations, production data, invoice support, and marketplace activity frequently occur across different timelines. Traditional systems either stop the process, force manual intervention, or allow informal workarounds. Synallagi requires a different architecture.

Orchestration provides that architecture.

If an Asynchronous Transaction is awaiting an approval, evidence package, field confirmation, counterpart execution, production measurement, service provider certification, or other process element, Orchestration determines how far the transaction may proceed without that element. It records the missing requirement, preserves the state of the transaction, applies the correct controls, allows all authorized work to continue, and then completes the transaction when the missing element is received, validated, and incorporated. The process does not become casual because it is delayed. It does not become unmanaged because it is incomplete. It remains under architectural control.

This is particularly important in the Joint Operating Committee environment. A Joint Operating Committee may have achieved verbal consensus on a matter, while the formal approvals, ballots, counterpart signatures, or documentary evidence have not yet been fully received. In the current industry, this often creates delay, uncertainty, informal treatment, or administrative congestion. Within Synallagi, Orchestration allows the transaction to proceed on a governed asynchronous basis. The invoice, allocation, authority record, operational activity, or accounting treatment may move forward to the extent permitted by defined rules, while the incomplete approval remains visible, controlled, and subject to final completion requirements.

This is not a relaxation of governance. It is stronger governance.

Orchestration replaces the informal human judgment of “move it along for now and fix it later” with defined authority, evidence, timing, audit, and exception architecture. It prevents undocumented discretion from becoming the operational standard. It also prevents missing paperwork, delayed approvals, or out-of-sequence process elements from becoming bottlenecks that distort the entire monthly reporting cycle.

The proper frame of reference for Orchestration is not a single moment in time. Its perception is the month-long reporting period. A transaction may appear incomplete, out of sequence, or unusual when examined at an isolated point in time. That does not necessarily indicate disorder. It may instead reflect a deliberate Asynchronous Orchestration pattern in which Synallagi is carrying the transaction through the month according to defined rules, waiting for a specific missing element, and preserving the ability to complete the process accurately before monthly reporting is finalized.

This distinction is critical. A human observer may see an oddity. Orchestration sees a state. A human observer may see a delay. Orchestration sees a dependency. A human observer may see a disconnected process. Orchestration sees a governed transaction awaiting a defined condition. The system is not confused by time because time is one of its operating dimensions.

Orchestration is driven by Artificial Intelligence, but it is not governed by Artificial Intelligence alone. Artificial Intelligence supports the identification, sequencing, monitoring, prediction, matching, exception analysis, evidence review, and decision support required by the process. However, Artificial Intelligence operates within the authority of Synallagi' architecture. That architecture includes the Joint Operating Committee, our user community, service provider organizations, Intellectual Property licensing, audit controls, compliance requirements, Security & Access Control, contractual rules, marketplace rules, Oracle Cloud Enterprise Resource Planning capabilities, and the economic objective of profitable production.

Artificial Intelligence may assist in determining that a transaction can proceed, but Orchestration determines whether it is authorized to proceed. Artificial Intelligence may identify an exception, but Orchestration determines how the exception is classified, escalated, controlled, and resolved. Artificial Intelligence may recommend completion, but Orchestration requires evidence, authority, auditability, and compliance before completion is accepted.

In this sense, Orchestration is the control framework that prevents Artificial Intelligence from becoming arbitrary. It converts Artificial Intelligence from an isolated tool into a governed business capability. It ensures that speed does not displace accountability, that automation does not override authority, and that autonomy remains constrained by economic purpose.

The architecture of Orchestration must therefore address governance, compliance, audit, business activity, evidence, exception handling, approvals, settlement, reporting, and operational continuity as integrated design requirements. These cannot be separate afterthoughts. They must be embedded in the transaction architecture from the outset. A delayed approval is not merely an administrative inconvenience. It has accounting consequences, audit consequences, authority consequences, operational consequences, and potentially Joint Operating Committee governance consequences. Orchestration must understand and manage all of them.

This is why disconnected, delayed, casual, or unmanaged processes cannot be tolerated within Synallagi. The objective is not to let human intervention rescue broken processes. The objective is to architect the process so that unnecessary human intervention is removed from the monthly reporting cycle wherever possible. Human intervention during high-volume monthly processing is generally detrimental to speed, consistency, auditability, and accuracy. It introduces judgment that may not be documented, timing that may not be controlled, and follow-on actions that may create further exceptions. A single manual intervention can generate consequences that cascade across allocations, vouchers, reporting, reconciliations, and settlements.

Orchestration is designed to prevent those cascades.

The work is coordinated by architecture, the transaction, missing element, authority condition, control status, economic effect is known. The audit trail is preserved. The transaction is neither abandoned nor forced prematurely to completion. It is carried forward under control until completion becomes legitimate.

This is a materially different operating model from traditional oil and gas administration. Existing processes frequently assume that transactions should be completed in a linear sequence. When that sequence fails, the organization compensates with manual effort, informal approvals, spreadsheets, deferred reconciliations, or after-the-fact adjustments. Synallagi assumes that non-linear Asynchronous timing is normal. Orchestration is therefore designed to manage the business reality rather than pretend it does not exist.

This has substantial implications for Business Operations Management. The Business Operations Management Module cannot function merely as a record of field activity. It must interact with Synallagi’ Petroleum Lease Marketplace, Resource Marketplace, Financial Marketplace, Material Balance Report, Accounting Voucher, Partnership Accounting, Security & Access Control, Compliance & Governance, and Business Operations Management processes as part of a coordinated transaction environment. Each module must understand not only its own process responsibilities, but also how its outputs, delays, exceptions, and evidence requirements affect the broader monthly reporting cycle.

The complexity of this architecture is significant. The Security & Access Control Module provides one indication of that complexity because authority is not a simple login credential. Authority in Synallagi must be contextual. It depends on the participant, organization, role, license, Joint Operating Committee, property, transaction type, process state, evidence requirement, time period, approval status, and audit condition. Orchestration cannot operate properly unless these authority dimensions are defined and enforced at the transaction level.

This is why Orchestration requires both business specification and technical specification. The business specification defines what the industry requires. The technical specification defines how those requirements can be made operational. Our user community will extend these specifications by contributing the process knowledge, accounting judgment, administrative experience, engineering requirements, geological context, field operating realities, service industry evidence, and audit expectations needed to make Orchestration practical. Software developers will then convert those requirements into operational logic. The beginnings of these Business and Technical specifications for the Security & Access Control module are prepared in the Synallagi wiki for our user community and their service providers to begin their detailed work. 

The work will be difficult as Orchestration is not a simple step-by-step workflow. It is a state-based, rule-driven, evidence-sensitive, authority-aware, Artificial Intelligence-supported transaction architecture. It must understand that a process can be incomplete and still active. It must understand that a transaction can proceed in some respects while being restricted in others. It must understand that the monthly reporting period is the governing horizon, not the convenience of a single user, department, or moment.

This is also why the concept may be difficult for many industry participants to immediately comprehend. Most current oil and gas administrative processes are interpreted through the lens of human task completion. Something is either done or not done. Approved or not approved. Received or not received. Posted or not posted. Orchestration introduces a more sophisticated model. A transaction may be conditionally advanced, partially evidenced, authority-pending, exception-monitored, settlement-restricted, reporting-visible, and completion-ready only upon receipt of a final dependency. That is not disorder. That is governed asynchronous business processing.

The role of developers will be to deconstruct these requirements into precise process logic. Each transaction state, dependency, authority condition, exception, evidence requirement, and completion rule must be defined. Artificial Intelligence will then operate within those instructions. It will not invent the business. It will execute, monitor, analyze, recommend, and escalate within the architectural boundaries established by Synallagi, our user community, service providers, and the governance requirements of the Joint Operating Committee.

Orchestration therefore becomes the operational center of Autonomous Asynchronous Transaction Orchestration. It is the discipline that allows autonomy and asynchronous processing to scale without sacrificing governance. It is the means by which speed, accountability, auditability, compliance, and profitability are reconciled. Without Orchestration, asynchronous transactions risk becoming fragmented. Without Orchestration, autonomy risks becoming uncontrolled. Without Orchestration, Artificial Intelligence risks becoming disconnected from business authority. With Orchestration, Synallagi can process oil and gas business activity across the full monthly reporting period with discipline, evidence, control, and economic purpose.

Orchestration is not an optional feature. It is the architecture of order.

Agentic Artificial Intelligence 

The corporate world is currently consumed with enthusiasm for Agentic Artificial Intelligence and its promise to resolve problems that have long been considered unresolvable. The rhetoric is familiar. Each new Information Technology cycle arrives with the assurance that this time the technology will deliver miracles of ease, sophistication, and organizational transformation. Similar expectations accompanied prior technological waves, including the supposed organizational salvation promised by Windows Vista. For the establishment, joining the latest Information Technology bandwagon has become both a right and a privilege. It provides a fashionable, acceptable, and largely inert talking point that signals modernity without necessarily requiring substantive reform.

It may be that this time is different. Agentic Artificial Intelligence shares many characteristics with earlier technologies, but it also introduces a materially different risk profile. Its capacity to act across processes, systems, data, approvals, and workflows may compromise or circumvent established procedures before an organization understands the consequences. If an organization currently requires a full day to process a defined activity, and Agentic Artificial Intelligence can complete that work more accurately in less than an hour, the obvious operational choice will be speed. The more important question is whether that speed preserves the purpose, controls, accountability, and authority embedded in the existing process.

Was the Agentic Artificial Intelligence designed to emulate the approved business process, or was it designed merely to eliminate delay? Was it trained to respect established governance, compliance, audit, segregation of duties, and authority structures, or was it implemented as an efficiency device detached from organizational responsibility? These are not secondary design questions. They define whether Agentic Artificial Intelligence becomes an institutional capability or an uncontrolled workaround.

The broader consequences are equally significant. When Agentic Artificial Intelligence changes the timing, sequence, evidence, approval path, or interpretation of business activity, who owns the outcome? If downstream effects emerge across accounting, operations, compliance, reporting, settlements, or management decisions, will the source of those consequences be identifiable? Will they be resolved through governance, or will they create a division within the organization between those who authored the Agentic Artificial Intelligence and those required to live with its operational and financial consequences?

This is the central risk. Individualized Agentic Artificial Intelligence can become another source of fragmentation, where disconnected models optimize local tasks while degrading the integrity of the institution. Each department, employee, consultant, or vendor may pursue efficiency according to their own objectives, assumptions, and incentives. The result may be faster activity, but not necessarily better business. Speed without institutional coordination can multiply errors, accelerate contradictions, and obscure responsibility.

At this point, the wisdom of George Sivulka is directly relevant:

  • Individual Artificial Intelligence breeds institutional chaos.
  • Institutional Artificial Intelligence fosters coordination.

For Synallagi, this distinction is decisive. Artificial Intelligence must not be treated as an independent actor roaming across the enterprise in search of efficiencies. It must be embedded within the architecture of Autonomous Asynchronous Transaction Orchestration, constrained by defined authority, evidence, auditability, economic purpose, and institutional governance. The objective is not Agentic Artificial Intelligence for its own sake. The objective is coordinated institutional intelligence, operating within the governance architecture required to make Synallagi transactions timely, accountable, compliant, auditable, and economically purposeful.