Blog Archive

Monday, July 13, 2026

Symbiotic Business Practices: Types, Examples, Benefits, and Challenges



     I’ll begin by revisiting Adam Caudill’s essay from my post on parasitic business practices, where he explores what makes a healthy business relationship. Symbiotic relationships are, by definition, win-win. Below, he gives three traits of healthy business relationships.




     As can be seen, these are all about fairness and the feeling that one party is being treated fairly by the other and vice versa. He finishes with the following quote:

In a symbiotic business model, the relationship develops over time, becoming stronger — customers become more loyal, more interested and invested, more passionate, and turn into promoters and ambassadors. Revenue climbs more slowly, but that growth is more likely to continue and expand long-term. This is a relationship built on mutual respect and benefit.”

     I remember when I read John Mackey and Raj Sisodia’s 2014 book ‘Conscious Capitalism,’ and they talked about the benefits of a company developing strong win-win-win relationships with suppliers, partners, the community, the environment, society in general, and all stakeholders, even competitors. They argued that these relationships should be designed to be fair and beneficial for all. This is akin to fostering symbiotic business relationships.

     Below is a Microsoft CoPilot summary of symbiotic business practices.




     An article in the Journal for Policy and Market Research puts forth the following rationale for creating symbiotic relationships between large corporations and small and medium-sized enterprises (SMEs).

Strategic partnerships between large corporate organizations and small and medium-sized enterprises (SMEs) represent a fundamental evolution in how established entities approach growth, innovation, and risk management. These alliances move beyond traditional supplier-client relationships to form symbiotic structures designed to leverage the agility and specialized expertise of the smaller firm against the capital, reach, and infrastructure of the larger organization.”

     The article notes that collaborations between corporations and SMEs can optimize the strengths of each entity. SMEs may have specialized innovation or R&D capabilities, or specialized technical knowledge, from which a larger corporate entity could benefit. An example is given of the collaboration between Pfizer, a large corporation, and BioNTech, a startup with specialized knowledge of mRNA molecules. The big companies can offer capital. Strategic partnerships can enhance supply chain resilience and operational agility.  Strategic alliances between corporations and suppliers and vendors are a common way to find mutually beneficial synergies. Joint ventures are another type of arrangement. The article notes:

The success of these alliances relies heavily on fairness, mutual understanding of expectations, and the setting of realistic, measurable goals for both parties.”

     Corporate venture capital can provide funding for startups and is indeed one of the key mechanisms of private sector R&D funding. The table below compares different partnership models, their benefits to each entity, and possible features.




Collaboration is fundamentally relationship-driven, requiring a foundation of mutual respect and trust. The small business often functions as the subject matter expert (SME), bringing unique and specialized knowledge. Management strategies must therefore prioritize leveraging this specialized knowledge.”

     Some examples of successful corporate/SME collaborations are given below.




     Sometimes symbiosis can be found within different divisions of a company. An example is the oil company Occidental. They are building direct air carbon capture facilities that utilize byproducts from their petrochemical division, which benefits both parties or divisions.

     An article in Faster Capital goes into detail about symbiotic business practices. The key takeaways are given below.




     Cross-industry partnerships can be symbiotic. The successful collaboration between Tesla and Panasonic is one example. Open innovation is another model that is inclusive and invites more entities to collaborate in research.

Symbiotic strategies in business are not just about sharing resources; they are about creating a synergy where the whole is greater than the sum of its parts. By looking beyond traditional competitive tactics and embracing the power of collaboration, businesses can unlock new levels of innovation and growth. The key is to find the right partners, align on common goals, and cultivate relationships that are built to last. Through such strategies, businesses can thrive in an interconnected world where cooperation is the cornerstone of success.”








     An article by Shielvonda Haith, published on LinkedIn, notes that symbiotic relationships need to be reciprocal, and many business relationships are too one-sided. She notes that aligned interest is key. She writes:

The beauty of a symbiotic partnership lies in its intrinsic fairness. Both parties enter the agreement with a clear understanding of how their needs will be met, ensuring that value creation is not one-sided. Unlike conventional arrangements where one side gives while the other waits in hope, a symbiotic relationship thrives on equilibrium and shared growth.”

     I would add that good business of any sort relies on fairness. People and businesses want to feel that they are being treated fairly, and if they are smart, they also want to treat others fairly. If both parties in a relationship of any sort feel that they are being treated fairly and are treating the other party fairly, then that relationship can likely be characterized as symbiotic.

 

 


References:

 

The Symbiotic Enterprise: Strategic Frameworks for Corporate-Small Business Partnership and Value Generation. Journal for Policy & Market Research. March 17, 2026. The Symbiotic Enterprise: Strategic Frameworks for Corporate-Small Business Partnership and Value Generation – Journal for Policy & Market Research

Parasitic & Symbiotic Business Models. Adam Caudill. August 22, 2021. Parasitic & Symbiotic Business Models - Adam Caudill

Symbiosis for Business Innovation, Faster Capital. Updated: 29 May 2026. Symbiosis for Business Innovation - FasterCapital

The Art of Symbiotic Partnerships: Business Collaborations That Work. Shielvonda Haith. LinkedIn. June 5, 2024. (25) The Art of Symbiotic Partnerships: Business Collaborations That Work | LinkedIn

Conscious Capitalism: Liberating the Heroic Spirit of Business. John Macky and Raj Sisodia. Harvard School Press. 2014.

 

 

New Study Concludes Anthropogenic Activities Affect Atlantic Ocean Surface Temperatures More than in the Pacific, Where Natural Processes Have the Biggest Effect on Temperatures


       Florida State University researchers recently published a paper in Geophysical Research Letters that concludes that multidecadal sea surface temperatures (SSTs) are mainly anthropogenically forced in the Atlantic Ocean and mainly generated internally in the Pacific Ocean. The researchers utilized “a novel Rotated Low-Frequency Component Analysis to large-ensemble climate model simulations and observational SST data sets to disentangle the forced and unforced components” of multidecadal SSTs in the Atlantic and Pacific.




     Many natural and human-caused, or anthropogenic, factors affect ocean temperatures. Greenhouse gases in the atmosphere heat the atmosphere and the oceans significantly. Natural phenomena like the oceanic thermohaline circulation conveyor belt, El Niño, and La Niña events affect ocean temperatures. Aerosols from combustion pollution and also from sandstorms emanating from the Sahara Desert region cool the Atlantic region. One of the paper’s authors noted that since Atlantic Ocean temperatures are more influenced by anthropogenic emissions, they could more easily be reduced, but that is a long shot at present.  




     As noted in an article about the study in the Miami Herald, sea surface temperatures are mainly on the surface, and the water is colder at depth.

Sea surface temperatures are basically skin deep,” said Nick Shay, a professor of oceanography University of Miami’s Rosenstiel School of Marine, Atmospheric, and Earth Science. Shay studies ocean heat content, how hot the water gets when you plunge hundreds of meters down below the surface. “The idea here is the deeper the warm water goes, the more likely a storm is to form or intensify.”

Deeper pockets of warm water serve as much more intense fuel reserves for storms. It’s why we sometimes see storms in the Gulf suddenly intensify when they cross over one.”

And while it’s clear that the ocean is absorbing more heat as human-caused climate change rages on, parsing what can be blamed on humans or natural variability in ocean heat content is a little more difficult,” he said.

     Temperatures have definitely been rising in the Atlantic and the Gulf.








     The paper notes that uncertainties remain about its conclusions, with the possibility that anthropogenic forcing in the Atlantic region is overestimated.

These results have important implications for understanding historical and future climate variability, and challenge the more traditional view of AMV as an internal mode. Thus, we suggest that much of the observed evolution in multidecadal Atlantic SSTs reflects anthropogenic forcing rather than internal ocean dynamics. However, some uncertainty remains in this decomposition, as the forced response may be overestimated due to potential aliasing of internally generated variability as external forcing. This could occur if observed internal patterns align with the model's forced reference modes during rotation, thereby misattributing internal variability to external forcing. Under such circumstances, the contrast between the forced and unforced components of AMV would be reduced, implying a larger role for internal oscillatory variability. In contrast, separating PDO components would reveal an exaggerated difference, leaving little room for external forcing to contribute to PDO variability. Future work could refine this method using single-forcing or all-but-one-forcing simulations to more directly identify the contributions of greenhouse gases and aerosols.”

  

 

 

References:

 

What's warming (and cooling) the Atlantic? Study points to humans. Alex Harris. Miami Herald. June 24, 2026. What's warming (and cooling) the Atlantic? Study points to humans

Multidecadal SST Variability Assessed as Primarily Forced in the Atlantic and Internal in the Pacific Using Rotated Low-Frequency Component Analysis. Anthony S. Freveletti, Michael S. Diamond, Robert C. J. Wills. Geophysical Research Letters. Volume 53, Issue 7. 16 April 2026. Multidecadal SST Variability Assessed as Primarily Forced in the Atlantic and Internal in the Pacific Using Rotated Low‐Frequency Component Analysis - Freveletti - 2026 - Geophysical Research Letters - Wiley Online Library

 

Sunday, July 12, 2026

Parasitic Business Practices: Types, Examples, Impacts, and Remedies

    

      What are parasitic business practices? According to a Microsoft CoPilot search:

Parasitic business practices involve companies or entities that extract value from others or the system without providing reciprocal benefits, often undermining institutions, consumers, or competitors.”




     These kinds of practices can erode trust and confidence, weaken governance by undermining rules and norms, and increase economic inefficiencies by causing companies to divert resources to combat them.

     Mark Boatwright-Frost wrote a blog in October 2024 about parasitic culture. He describes it as follows

Parasitic culture can be understood as a societal framework where certain groups or individuals thrive by leveraging the contributions, efforts, or innovations of others, similar to how biological parasites exploit their hosts. This concept is marked by specific characteristics that delineate it from more symbiotic or beneficial societal interactions. In a parasitic culture, one can observe a pervasive reliance on the resources, creativity, and labor of others, often leading to minimal personal investment or innovation.”

     One might even say that my blog here can be parasitic in that I often feature the work of others in long and frequent quotations and extensive use of graphics. I don’t plagiarize, but I share more than I would if I were writing for pay. However, I have not made a single penny from any of my thousands of blog posts and use it mainly to enhance my own information and education, as well as to inform and educate anyone who might read it. To myself, I refer to utilizing the work of others as “piggybacking.” The only possible benefit I get from my extensive blogging is to feature it on my resume as an example of my abilities. I can also say that it has led to zero opportunities for me so far. However, I also believe it is an enhancement to my experience and broad knowledge base. 

     Boatwright-Frost notes that parasitic culture is often born when opportunities to take advantage are discovered and acted upon. He notes that parasitism is not a legitimate contribution and often serves to stifle creativity and innovation rather than encourage them. He calls out subscription services and their associated aggressive sales techniques as a hotbed of parasitic activity:

A prominent manifestation of this phenomenon is seen in the rise of subscription services and aggressive sales techniques that have become ubiquitous in today's economy. These models, while ostensibly designed to provide continual access to products or services, often ensure that consumers pay consistently for goods that offer limited value or utility. This arrangement not only skews the economic landscape but also presents a significant challenge to authentic innovation and sustainable growth.”

     He mentions the proliferation of pseudo-services, or “entities that masquerade as value providers yet deliver minimal actual benefits.” Such services of questionable value can erode customer trust and result in loss of business. The opposite of parasitic business practices are symbiotic business practices. These can produce benefits for both the seller and buyer of products and services. I will post about symbiotic business practices in the future as I learn more.

     Boatwright-Frost continues in this vein:

Authentic economic growth hinges on a symbiotic relationship between value creation and consumer satisfaction.”

     He goes on to talk about a parasitic business culture where exploitation is all too common. The results for consumers include psychological ones, including feelings of disenfranchisement, uncertainty, resentment, and anger. He identifies one problem as favoring opportunism over contribution.

     He continues on about society itself being parasitic, but I think here he goes a bit too far, calling for grassroots organizing and social justice actions. Of course, no one wants to be ripped off and strung along in what they perceive as bad deals. He also teeters on the edge of calling our very economic system ‘parasitic capitalism’ and calls for more cooperativism, collectivism, sustainability, and resilience. However, I believe we can achieve sustainability and resilience without cooperativism and collectivism. Thus, I disagree with his suggestion to redesign our economic system simply to root out exploitation. We can regulate and otherwise discourage parasitic practices with smart policies and by increasing customer vigilance.

     The following abstract from a paper in the Academy of Management Proceedings entitled, ‘Strategizing for Parasitization: The Types and Stages of Business Parasites,’ gives a good description of how parasitic business practices function.




     The abstract also notes that some parasitic practices can be beneficial to both the parasite and the host. In those cases, the practices can be symbiotic from the perspective of both companies but parasitic to consumers. The types are reviewed from the abstract below:

1) commensal, where both the harm and benefits are insignificant and negligible; 2) mutualistic, where benefits dwarf the harm; 3) siphoned, where the harm outruns benefits; and 4) abducted, where both the harm and benefits are significant and seemingly inescapable.

     The three stages are characterized as: 1) targeting, 2) co-evolving, and 3) reproducing.

     In an article published on LinkedIn, Aaryavartt writes about parasitic branding. The author notes that such practices as parasitizing branding are very risky for those who attempt it, but also apparently possibly lucrative, or they wouldn’t try. Parasitic branding is defined below:

Parasitic branding represents a calculated attempt to benefit from another company's brand recognition, reputation, and consumer trust without making the necessary investments in innovation, quality, or authentic brand building. These "market power parasites" engage in unilateral anti-competitive conduct that significantly reduces or distorts competition by free-riding on the market power of established brands.”

     One manifestation of this is lookalike products with similar-sounding names. I posted earlier this month about an alternative A/C product that was troubled by cheaper lookalike products with similar-sounding names. They are sold more cheaply and are likely of inferior quality. Many are Chinese companies.

     The article notes that trade dilution laws can address parasitic business behavior. Companies involved in such behavior, especially small ones, are taking huge risks as litigation costs alone could ruin them. They may also face cease and desist orders and may be required to change packaging. These are costly. The article notes that parasitic businesses face a reputation degradation cycle, and their short-term gains can be followed by longer-term losses.

     One thing parasitic businesses have working in their favor, in my estimation, is that they can sometimes offer a similar product to name-brand products at a lower cost. In many cases, that product will be of lower quality, but if it is not, they can benefit.

     The article notes that investing in imitation rather than in innovation will eventually lead them to fail, which they call an innovation deficit. They also note that consumers and market forces often serve to weed out these cheap imitations over time. Some of their conclusions are below.

The modern business environment presents a clear choice: invest in authentic brand building or risk the inevitable consequences of parasitic strategies. While parasitic branding may offer short-term market access, it ultimately delivers business instability, legal vulnerability, and reputational poison that can destroy long-term viability.”

Legal systems, digital enforcement tools, and consumer expectations now converge to reward originality and penalize deception. In this climate, parasitic branding isn’t just ethically dubious-it’s strategically self-destructive.”

     Adam Caudill wrote a post about parasitic and symbiotic business models. He cites data aggregators and location tracking as an example of a parasitic business model:

A great example of this is data aggregators and location tracking; services that exist to collect, connect, extend, and sell data about users. Too often, this is done without the user having any idea that it’s happening — much less having willfully agreed to it. This business model relies on the ability to collect vast amounts of data on users, and build profiles that can be sold to others, primarily for ad targeting & tracking.”

     He points out that these activities offer no benefit to the user or potential consumer. He also thinks that data has little value itself without merging it with other data, which is often done. I will explore his section on healthy business relationships in my symbiotic business practices post.

     When users become involved in a parasitic business relationship, there are often costs to them, including “loss of privacy, revealing secrets, bypassing legal safeguards, or even risking personal safety.” Businesses involved face reputational risks and potential legal risks. I think he correctly characterizes these parasitic business models as unethical. They should be seen as the scams they are. He highlights advertising practices as frequently being parasitic.    

     He concludes, and I agree:

Businesses have an ethical obligation to protect those they have a relationship with (directly or indirectly), not exploit them.”

     A March 2024 paper in the Academy of Management Review characterizes institutional parasites. Remember from the first graphic in this post that this may include consultants hired to enable companies to avoid non-compliance or misrepresent them as compliant. They give three outcomes of institutional parasitism: institutional drift, layering, or reform. They are explained in the abstract below. The authors point out that institutional parasitism always involves deviant actors, basically scammers.




     An article from London-based Bayes Business School explains the paper and institutional parasitism. The author notes that suppliers or other key external partners and employees can become institutional parasites and should be rooted out as soon as possible. He writes:

They cite accountancy firms which collude in falsification of accounts (such as Arthur Andersen’s oversight of collapsed energy giant Enron) and specialist ESG firms that guarantee positive outcomes from human rights and sustainability audits of clients’ supply chains.”

     They note that relationships that are initially mutually beneficial can sour and lead to problems for both parasite and host. In some cases, parasites serve to guarantee desired outcomes for their hosts. Therefore, early detection is vital, and companies need to realize that the benefits they obtain with deception are not durable and open them to huge risks. Some in regulatory circles used to say that each new regulation creates new, creative, and often unethical ways to get around it.

The authors urge leaders to instead act boldly – “reforming” the institution in ways that improve transparency and reinforce its core purpose and principles. Regulators and lawmakers responding to exposure of wrongdoing should also embrace that approach and aim to improve the identification of parasitical actors.”

     One of the paper’s authors noted:

Complexity is the key driver of institutional parasitism and as organisations grow it is more difficult for leaders to be aware of emerging problems across many sites or partner organisations. It’s also a fact of life that there is sometimes a gap between what we claim about ourselves and what we do – and that can apply, for example, to monitoring of suppliers.”

     They also note that parasites go well beyond those who merely cut corners. Another of the paper’s authors gives a warning for businesses to be aware of, and to focus on the best immediate remedy:

It’s understandable that the first response to a parasitical threat is adding yet more pages to bulging staff manuals or supplier contracts. However, leaders should instead focus on stripping back the complexity and looking at the core functions, purpose and expectations of their organisation. Ironically, sometimes such change allows leaders to maintain a form of the status quo.”

 



References:

 

Insidious and potentially lethal - the strange rise of organisational parasites. 'Institutional parasites' can thrive  in complex organisations and wreak huge damage if ignored, academics find. Chris Mahony. Bayes Business School. City St, George’s. University of London. April 10, 2024. Insidious and potentially lethal - the strange rise of organisational parasites | Bayes Business School

Institutional Parasites. Jukka Rintamäki, Simon Parker and André Spicer. Academy of Management Review. Vol. 50, No. 3. Published Online:14 March 2024. (Abstract). Institutional Parasites | Academy of Management Review

Parasitic & Symbiotic Business Models. Adam Caudill. August 22, 2021. Parasitic & Symbiotic Business Models - Adam Caudill

The Modern Menace of Parasitic Branding: When Cheap Publicity Becomes Business Poison. AARYAVARTT. LinkedIn. October 3, 2025. (25) The Modern Menace of Parasitic Branding: When Cheap Publicity Becomes Business Poison | LinkedIn

The Parasitic Culture: An Exploration of Economic and Social Drain. A somewhat gross but apt description of our culture of excesses based on feeding of the masses! PERSPECTIVE. Mark Boatwright-Frost. October 20, 2024. The Parasitic Culture: An Exploration of Economic and Social Drain | Resilient Ecosystems (RESECO)

Strategizing for Parasitization: The Types and Stages of Business Parasites. Mengyue Su and Hao Ma. Academy of Management Proceedings. Vol. 2025. No. 1. Strategizing for Parasitization: The Types and Stages of Business Parasites | Academy of Management Proceedings

 

Automation and AI are Likely to Replace More Oil & Gas Field Geologists: Insights from GeoExPro’s Henk Kombrink, a Recent Operations Geoscience Conference in London, and Existing Automated Services


      Henk Kombrink, in an article for GeoExPro, which spurred this post, asks:

How fast are AI and automation replacing the need to have geological boots on the ground?

     Notice that he doesn’t ask if, but essentially when. Certain tasks of field geologists can be automated, and some can do a better job, not because they are smarter than geologists, but because they can specialize in specific tasks, provide continuous coverage and monitoring, and provide faster and more accurate determinations of some parameters.

     Kombrick describes some talks he heard at the recent Operations Geology Conference in London. He mentions a talk by Aaron Swanson of Diversified Well Logging LLC, ‘Automated Real-Time Cuttings Analytics and AI-Assisted Decision Support for Operations Geoscience.’ Kombrink notes that the talk centered around a drill cuttings sampler machine that automates both collecting and analyzing cuttings samples. 




     Diversified calls their Robologger automated sampler “the industry’s only fully automated sample collection device.”

It is designed to collect 25 to 30-gram samples at a maximum rate of 2 minutes per sample.”




“It potentially saves around 6 bodies on the rig,” he {Swanson} said, “also reducing the carbon footprint that comes with moving people around.” The company has deployed the machine not only in the US, where HQ is located, but also abroad, such as in Saudi Arabia.







     Diversified's Robologger also comes in an EZ form that can collect and analyze samples when a manned mudlogging crew is onsite.




     Next, Kombrink mentions a talk by Calvin Holt from DrillDocs. It was titled, ‘Size AND Shape Matter: Digital Shaker Surveillance and Its Path to Improved Drilling Performance.’ Shaker surveillance is not only important for understanding geological or formation changes, but also to analyze hole conditions. Kombrink describes DrillDocs as:

“….a new and automated process to analyse cuttings and detect cavings using a camera that monitors the materials falling off the shakers. “Rather than taking let’s say three samples an hour,” he said, “our device monitors cuttings continuously.” It doesn’t only result in a much better timing as to when cavings start to appear, the camera and associated software also analyses the shape of the cavings, allowing to make inferences on the geomechanical conditions down the hole. It is yet another task that shifts from human eyes to the eyes of a relatively simple camera.”






     Kombrink notes that in both cases he describes, it is clear that the automated systems/services can outperform the field geologist. As a former operations geologist and, before that, as a field geologist doing some of these tasks, I agree. However, some of those field positions, such as mudlogger and/or onsite geosteerer, allow one to learn quite a lot about drilling and evaluating cuttings, so losing them could hurt the knowledge base. Even so, it is worth it to have better and more consistent collection and analysis of samples, better shale shaker surveillance, and fewer personnel on-site. Managing the field processes can be done remotely. Mudlogging, especially, has sometimes been deemed a thankless, low-paying job (compared to other oil & gas jobs) with little opportunity for advancement, even though one learns quite a lot. Unfortunately, these automated functions are bad news for newly graduating geologists looking to begin their careers.

And what will be the long-term consequence of this development? The result is that fewer people who enter the industry have a feeling of what the real and hard data look like. If anything, this should reinforce the need to at least replace this element of practical experience with a level of training.”

     Another very interesting service is SLB’s Automated Lithology service that can describe drill cuttings in detail and pick up things a field geologist can miss, such as detailed microfossil identification. It can integrate digital logs and other datasets into its workflow and output accurate borehole logs, and can even do reservoir analysis.




     SLB’s Automated Lithology has three features. Litholink captures high-resolution images from drill cuttings and “embeds metadata, enabling geologists to analyze lithologies in high detail from the drillsite at labs around the world. AI-driven machine learning continually makes more accurate digitalized descriptions."Lithoscribe is an interface that “improves the characterization process, giving you digital descriptions and data of your rock cuttings matched to capture geological features. The descriptions create a digital database of the subsurface of the well, providing quantitative and calibrated color identification based on the Munsell rock color chart.”Litholog presents the drill cuttings analysis in a detailed borehole log.




Interpreted lithology translates cutting percentages from depth intervals into the actual geological layers. Litholog generates illuminated lithology layers with ROP data and gamma ray technology to improve quality. This process is done automatically, and all geological properties are displayed as curves.”     




     Of course, the logs and other products still need to be evaluated by actual geologists somewhere in order to arrive at decisions involving the well. 

    


References:

 

If automation and AI are progressing in the way they are, we surely need fewer geologists – not more: That is the only conclusion one can draw after attending the Operations Geology Conference in London last week. Henk Kombrink, GeoExPro. June 22, 2026. If automation and AI are progressing in the way they are, we surely need fewer geologists – not more - GeoExpro

The Future of Precision Measurements & Automation: Next-Generation Reservoir Intelligence. Diversified Well Logging. Home - Diversified Well Logging

Assumptions to Assurance… and Action. You can’t react to what you don’t see. DrillDocs solves that. DrillDocs. (website). DrillDocs – Assumptions to Assurance… and Action

Automated Lithology: Increase your lithological accuracy and enhance well planning. SLB. Automated Lithology | SLB

Saturday, July 11, 2026

Monitoring Records Sea Floor Spreading Event at Mid-Ocean Ridge for the First Time: Aseismic Fault Slip Found to Be Responsible for Over 95% of Fault Slip and Earthquakes for the Remainder


      As a student and practitioner of geology, I have been instructed about the process of seafloor spreading at the mid-ocean ridges. This is where new oceanic basaltic crust is created from the mantle, from lava flow events under the sea emanating between tectonic plates that are spreading or rifting apart.  When the lava cools, it becomes crust.




     Recently, in the Indian Ocean, a seafloor spreading event was observed directly and monitored in real-time for the first time. The findings were published in Nature. The event began on April 26, 2024, about two months after the monitoring system was deployed. An article about it in Scientific American notes:

The feat required a small armada of instruments—acoustic transponders, pressure gauges, hydrophones (underwater seismic microphones) and geodetic beacons—deployed across a tectonically active stretch of a mid-ocean ridge.”

After installing the instruments, the team simply had to wait. But they didn’t have to wait long.”

Less than two months later a swarm of earthquakes ripped along the ridge. The seafloor dropped about four meters (13 feet), the plates pulled apart by more than one meter (three feet), and up to 160 million cubic meters of lava—the volume of more than 60 Great Pyramids of Giza—erupted onto the seabed. “We were expecting to measure a few centimeters of horizontal displacement and maybe a few centimeters of vertical displacement,” says lead author Jean-Yves Royer of the Laboratory of Planetology and Geodynamics of Nantes in France. In a single event, the ridge accommodated nearly 40 years’ worth of plate motion. It’s an important distinction: though the plates separate at about the speed fingernails grow, that growth isn’t smooth. Instead decades of motion can be released in sudden bursts of earthquakes and volcanic activity.”

     One surprising find from the study was that it was not earthquakes that caused most of the slipping of the faults, but something known as “aseismic slipping,” where the fault slips without measurable earthquaking and likely under the influence of the magma. This would explain why there are not more earthquakes reported at mid-ocean ridges than there should be. The researchers found that in this case, the earthquakes accounted for only 10 to 20 centimeters of that motion (presumably of the 4 meters of motion). That is only 2.5 to 5 percent of the motion.

That was a surprise,” Royer says.

It’s not just that there is aseismic slip,” Mark says. “It’s that it happens at the same time as—and probably is causally linked to—the magma.”




 






 

References:

 

 

Scientists get clearest view yet of a spreading seafloor: A rare eruption in the Indian Ocean let researchers capture one of the clearest views yet of a seafloor spreading event. Sam Macdonald. edited by Andrea Thompson. Scientific American. July 8. 2026. Scientists get clearest view yet of a spreading seafloor | Scientific American

Anatomy of a seafloor spreading event captured by in situ seismogeodesy. Jean-Yves Royer, Jean-Arthur Olive, Sara Bazin, Valérie Ballu, Anne Briais, Lise Retailleau, Pierre-Yves Raumer, Edgar Lenhof & OHA-GEODAMS Scientific party. Nature. July 8, 2026. Anatomy of a seafloor spreading event captured by in situ seismogeodesy | Nature

 

Subsurface Analytics: Gen AI Implementation and Architecture: AAPG Webinar, July 2026: Summary & Review


      This webinar was about utilizing generative AI in analyzing subsurface geology. It involved presenters from the subsurface analytics software company Spotfire. It is most relevant for subsurface geologists and engineers with access to large datasets and IT budgets.

     They utilize vibe coding of energy data, which refers to coding with AI assistance. Their focus is on “the last mile,” which refers to the final steps before the AI-enhanced energy data can be used.

     It was noted that AI needs to know how to ask the right questions. The answers are in the data, and the right questions can bring them out.

     It was noted that the ‘Insight vs. Decision Problem’ is an industry reality. The bottleneck is moving from access to interpretation and actionability.




     They say there is an AI implementation gap. Limited trust and fragmentation are barriers.




     Domain-aware analytics are needed, which speak the language of geologists and engineers. Thus, the Spotfire approach involves industry-native AI, GenAI for energy, but there are challenges. Wrong answers and hallucinations are unacceptable. AI should be designed to be a complement.







     Spotfire is a subsurface analytics platform that integrates the subsurface with architecture. It is designed to be a force multiplier, not a force replacer. LLM can search databases, suggest visuals, and recommend charts. It can work through chatbot-based features as well. Prompting is required to manage AI. The expert needs to stay in the loop.






 


Technical Deep Dive

     Spotfire is the management platform for subsurface data. LLMs are provided by other platforms such as OpenAI, Azure, Claude, etc.







     One can do inquiries within Spotfire, rather than in the main AI platforms. Data can be written for functions such as log analysis. Input/output parameters must be set up, which is what Spotfire does. There is no need to learn Python. Spotfire Copilot 2.3 is the latest release. It has a strong agentic component. Agents can look at daily drilling reports, log analysis, production decline, and analysis, etc.





Demo Act 1: Daily Drilling Report Agent – agents analyze data in the reports, make it searchable, and can answer questions. They can ask and answer questions for multiple wells.

Demo Act 2: Well Recompletions Advisor – all data sources can be used to pick wells to recomplete. Well log analysis is included. Wells can be scanned and ranked as recompletion candidates.

Demo Act 3: Observability Hub – observability is enhanced.




 

Key Takeaways  

1) Industry native

2) Architecture is the product

3) Experts build, not just use.


     Q&A – the hard part now is turning data into decisions faster. Q: Quality assurance? –  A: Within Spotfire, you can see how the LLMs are working with the data. Citations are generated. Hallucinations can be discovered/reduced. One can monitor and audit agent responses within Spotfire. Geology and petrophysical workflows can be generated in Spotfire.


AAPG’s Webinar Summary 

This webinar, hosted by Susan Nash AAPG, featured a technical deep dive into generative AI implementation for subsurface analytics with presenters Alessandro Kimera, Drew Scherer, and Athir Alatar from Spotfire. The session focused on architecture and frameworks needed to move AI from isolated pilots to scalable enterprise-ready solutions, introducing the concept of "vibe coding" which allows domain experts to build and customize data applications through AI conversations. The presenters demonstrated two key AI agents: a Daily Drilling Reports (DDR) agent that processes unstructured drilling data to create searchable knowledge databases, and a Well Recompletions Advisor that scores well candidates for re-entry decisions by analyzing multiple data sources including completion data, geological information, and production history. They emphasized that successful AI implementation requires industry-native, expert-supervised systems with strong governance and observability, as generic tools fail to understand domain-specific data like well logs and decline curves. The webinar also highlighted customer success stories including Liberty's analysis of 50 billion operational data points and S&P Global's 80% time reduction for well analysis, concluding with a preview of upcoming Webinar 3 which will focus on Agentic AI for energy workflows.”

 

     I’ll begin by revisiting Adam Caudill’s essay from my post on parasitic business practices, where he explores what makes a healthy bu...