Business
Predictive Plant Analysis
Developers at Texas A&M University and Mariposa Technology tackle THC levels and plant sexing.
As American hemp farmers struggle to accurately sex plants and prevent their crops from going hot—going over the potency definition of what makes the plants hemp or 0.3% THC on a dry-weight basis—technology is improving to make these tasks a little easier. With the help of some of the top minds at Texas A&M University, Louisiana-based Mariposa Technology has created a digital farming tool for hemp and marijuana farmers using a database and software that allows them to test their crops at any stage of the growing season without having to cut any samples. Using a small laser-operated spectroscopy tool, THC content and plant gender can be determined without waiting for a lab to process the data.
The Mariposa Technology team developed Predictive Analytical Modeling Application for Plants (PAMAP), a protocol for rapid, in-field testing of live plants. It gives farmers the power to self-test, saving them weeks of valuable time that would normally be taken up by mailing cut samples for lab testing.
“The only plants that we have in our database, as of today, are cannabis plants, primarily hemp; however, the technology can be used for other plants in the future,” says Mariposa Technology Chief Operating Officer Michael Dalle Molle. “We are focusing on hemp primarily because we see major pain points in the industry that our technology can solve for farmers.”
The process of scanning the plants involves a handheld device that utilizes Raman spectroscopy. Raman spectroscopy is an analytical lab technique where scattered light from a laser is used to measure the vibrational modes of molecules—thereby detecting the chemical composition of materials. The laser light interacts with molecular vibrations and provides a chemical fingerprint.
“So essentially, you have a handheld device that is paired with our database, that’s comprised of millions of different data points, and you fire off a laser through the scanner, it scans live complex living tissues, so this is a non-destructive, non-invasive test,” says Molle. “And that scan produces a spectrum, and the spectrum is then sent through our application, it’s read by our algorithms, and you’re produced a result.”
Hot Hemp Horrors
Just how bad is the hot hemp problem? According to New Frontier Data, over 4,000 acres of roughly 243,00 hemp plants in the U.S. were destroyed for going hot in 2019. In 2020, this only increased to 6,234 acres—despite there being fewer acres planted. According to data from recent years, this number could go up beyond 10,000 acres destroyed, given the U.S. Department of Agriculture’s (USDA) 2021 definition change of THC limits—now not only limited to 0.3% delta-9 THC, but total THC.
“We’ve talked to farmers who have had to destroy their entire crops before; this is happening less and less because people are becoming more aware of the problems and more aware of how they can mitigate these problems,” Molle says. “But it’s only happening less for the farmers that are aware of it.”
Hemp farmers can usually effectively single out hot hemp, though by the time they’re aware of it, often thousands of dollars have already been wasted. Still, in many states, a lot of hot hemp biomass makes its way into regulated cannabis markets and is sold in vape pens or other products.
“Our tool allows you to become aware of this before you get a COA [certificate of analysis]. Before you send any tests into your local governing bodies, you’re able to use PAMAP to basically predetermine when you will go hot,” Molle says. “So it’s an optimization tool, as well as a testing tool. And it allows farmers to really understand, you know, the levels of THC and understand when they might need to harvest or if they’re too late to harvest, unfortunately, and then they need to kind of come up with a plan B. Our test is able to provide them with all of that information.”
Sexing Plants
In Volume 27, Issue 15 of the peer-reviewed journal Molecules, released in August 2022, Mariposa Technology co-founder and President John K. Roberts III and Molle joined five other co-authors—Nicolas K. Goff, James F. Guenther, Mickal Adler, Greg Mathews, and Dmitry Kurouski—to publish their study of using Raman spectroscopy to sex plants. The journal article demonstrated how they can determine hermaphrodite, male, and female hemp plants based on the detection of different amounts of carotenoids. Carotenoids, or tetraterpenoids, are yellow, orange, and red fat-soluble pigments found in certain plant varieties including cannabis.
The concentration of carotenoids is the greatest in female cannabis, and hermaphrodites demonstrate the lowest carotenoid content, with males in the middle. Specifically, the intensities of carotenoid vibrations detected via spectroscopy were much more intense in female plants than male plants and less intense in hermaphrodites.
“We believe that it’s the carotenoids in the plant,” Roberts says, explaining how they can tell the difference between males, females, and hermaphrodites. “But we haven’t determined it. We have proven that we can successfully do it 100% of the time from male and female plants and 98.7% of the time for monecious [hermaphrodite] plants. But the actual reason that we’re able to determine it is still somewhat of an open scientific question.”
Gender is controversial in the hemp plant world, leading to efforts to ban male hemp plants. In Oregon, Corvallis-based Oregon CBD has fought the state legislature to ban male hemp plants since 2014. The company said wind-blown pollen from a neighboring farm ruined its crops, amounting to an estimated $2.5 million in damages.
Cross-pollination from rogue males creates problems. It’s bad for hemp producers and processors focused on CBD and other non-psychoactive cannabinoids because a pollinated hemp crop loses up to half of its biomass and around 30% of its total cannabinoid content. For farmers focused only on fiber, it’s not as much of a big deal. If plant gender could be determined earlier, some of the damage might be mitigated.

What is Raman Spectroscopy?
Dmitry Kurouski, professor of biochemistry and biophysics at Texas A&M, specializes in Raman spectroscopy technology, using it for everything from identifying components of cannabis to crime scene analysis. For example, Kurouski demonstrated in a study that Raman spectroscopy could determine if a crime scene hair was dyed or natural hair color, something that’s always been a bit of a challenge for law enforcement.
Like with human hairs, Raman spectroscopy can also be used to determine components of cannabis. The laser excites molecules, causing them to vibrate differently from one another and produce different spectra in the readouts.
“A laser is fired, and it only has a millimeter-wide focal point,” Molle says. “So you’re firing a laser into a very concentrated area, and it creates excitation within the photons and the electrons. You then get a vibration that is picked up by the device and reader within the device. So the laser creates excitation, the device picks up that excitation and creates a spectrum based on the vibrations of those molecules. And that’s the reason why it’s such a precise instrument.”
The motivations behind technology in the world of cannabis go beyond just saving time and money. Hot hemp—especially in states with high altitudes susceptible to higher UV light, which is a trigger for THC production—is an ongoing problem.
Roberts explained that the piece of hardware that does the scanning has existed for about 10 years and is manufactured by Agilent Technologies, though until now, it hasn’t been used for cannabis. Agilent Technologies focuses primarily on ways to improve the overall laboratory workflow. The company was formed as a spin-off of Hewlett-Packard in 1999.
The same tools used previously for crime scene analysis turned out to be ideal for determining characteristics in cannabis as well.
“What happened was Professor Kurouski at Texas A&M, our collaborator and partner in this, discovered that this particular device, which is used for chemical identifications in a wide range of scenarios, had just the right laser, nanometer, and the power of the handheld device that eliminated background scattering from the spectra on live agricultural products,” Roberts explains.
The handheld scanning device is one thing, but it’s essentially worthless if you don’t have the correct data to compare readouts. Mariposa Technology plans to soon offer the handheld detection device via a subscription service following a software update.
“The hardware itself produces a numerical representation of what it’s scanning organic compounds and spectra that you can look at, but it tells you nothing unless you have a data set and a library available to refer and compare that,” Roberts says.
Beyond expediting the cannabis testing process, this technology can further revolutionize the cannabis testing industry by reducing its impact on the environment, given the new shortcuts around materials such as chemicals and solvents used by labs. It’s also a fix that can reduce transportation and other costs.
“What we’re doing is trying very hard to also reduce the carbon footprint of the cannabis testing industry at large,” Molle says. “Our device is very easy to use. And one of the main reasons for that is that you don’t need to have any chemicals or solvents. You don’t need gloves. There’s much less waste involved. There’s no transportation of samples, you know, with a licensed handler, none of that exists with us. So on top of all of the other things that we’re doing, we’re also hoping that we can make the cannabis industry just greener and more eco-friendly at large.”
Source: https://hightimes.com/grow/predictive-plant-analysis/
Business
EU Pressure Builds on Google as Regulators Face Calls for Massive Fine Over Search Practices
A growing coalition of European industry groups is intensifying pressure on regulators to take decisive action against Google over allegations of unfair search practices that could reshape competition rules across the region’s digital economy.
Investigation Under Digital Markets Act Gains Momentum
The case is being examined by the European Commission under the European Union’s landmark Digital Markets Act (DMA), introduced to curb the dominance of major technology platforms and ensure fair competition.
Launched in March 2024, the investigation focuses on whether Google has been prioritising its own services in search results, potentially disadvantaging rival businesses that rely on online visibility to reach customers.
Industry Groups Demand Swift Action
Several prominent European organizations have jointly urged regulators to conclude the probe without further delay. They argue that prolonged investigations allow alleged anti-competitive practices to continue, putting European companies—especially startups—at a disadvantage.
Signatories include the European Publishers Council, the European Magazine Media Association, the European Tech Alliance, and EU Travel Tech.
In a joint statement, these groups warned that delays in enforcement are affecting innovation, profitability, and growth prospects for regional businesses competing in digital markets.
Google Denies Allegations
Google has rejected claims of bias, stating that its search algorithms are designed to deliver the most relevant and useful results to users. The company has also proposed adjustments to address regulatory concerns.
However, critics argue that these changes are insufficient and fail to address the core issue of market dominance.
Potential Billion-Euro Penalties
If found in violation of the DMA, Google could face significant financial penalties. Under EU rules, fines can reach a substantial percentage of a company’s global turnover, potentially amounting to billions of euros.
Regulators may also impose corrective measures requiring changes to business practices, which could have long-term implications for how digital platforms operate in Europe.
Wider Implications for Big Tech
The case highlights ongoing tensions between European regulators and major U.S. technology firms. In recent years, the EU has taken a more aggressive stance in enforcing competition laws, aiming to create a level playing field for local businesses.
A final ruling against Google could set a major precedent, influencing future enforcement actions and shaping the regulatory landscape for global tech companies operating within Europe.
As scrutiny intensifies, the outcome of the investigation is expected to play a critical role in defining the future of digital competition across the European Union.
AI & Technology
Amazon Faces Potential Criminal Trial in Italy Over €1.2 Billion Tax Evasion Allegations
Milan: U.S. tech giant Amazon is facing the prospect of a major legal showdown in Italy, after prosecutors in Milan formally requested a court to move forward with criminal proceedings over alleged tax evasion totaling approximately ₹12,500 crore (€1.2 billion).
The case targets Amazon’s European division along with four senior executives, marking one of the most significant tax-related investigations involving a global e-commerce platform in Europe.
Trial Push Despite Multi-Million Euro Settlement
The move comes even after Amazon reached a financial settlement with Italian tax authorities in December, agreeing to pay around ₹5,500 crore (€527 million), including interest, to resolve part of the dispute.
Typically, such settlements lead to the closure of criminal investigations. However, Milan prosecutors have opted to proceed, signaling a tougher stance on alleged corporate tax violations.
A preliminary hearing is expected in the coming months, where a judge will decide whether to formally indict the company and its executives or dismiss the case.
Allegations of VAT Evasion Through Marketplace Sellers
At the center of the investigation are claims that Amazon’s platform enabled non-European Union sellers to avoid paying value-added tax (VAT) on goods sold to Italian consumers between 2019 and 2021.
Prosecutors allege that the company’s marketplace structure allowed thousands of foreign vendors—many reportedly based in China—to operate without fully disclosing their identities or tax obligations. This, authorities argue, led to substantial VAT losses for the Italian government.
Under Italian law, online platforms facilitating sales can be held partially liable if third-party sellers fail to comply with tax requirements, a key point in the prosecution’s case.
Italian Government Named as Affected Party
In their filing, prosecutors identified Italy’s Economy Ministry as the injured party, citing significant financial damage resulting from the alleged tax evasion.
Legal experts say the outcome of the case could have wide-ranging implications across the European Union, where VAT systems are harmonized and similar compliance rules apply to digital marketplaces.
Multiple Investigations Add to Pressure
The VAT probe is just one of several legal challenges facing Amazon in Italy. The European Public Prosecutor’s Office is reportedly examining additional tax-related issues covering more recent years.
Meanwhile, Milan authorities are pursuing separate investigations into alleged customs fraud linked to imports from China and whether Amazon maintained an undeclared “permanent establishment” in Italy—potentially exposing it to higher tax liabilities.
In a separate regulatory action, Italy’s data protection authority recently ordered an Amazon unit to stop using personal data from over 1,800 employees at a warehouse near Rome.
Amazon Denies Allegations
Amazon has consistently denied wrongdoing and indicated it will strongly contest the allegations in court if the case proceeds. The company has also warned that prolonged legal uncertainty could impact investor confidence and Italy’s appeal as a destination for international business.
Broader Impact on Europe’s Digital Economy
If the case moves to trial, it could become a landmark moment for the regulation of global e-commerce platforms in Europe. Governments across the region are increasingly scrutinizing how digital marketplaces handle tax compliance, especially in cross-border transactions.
With online retail continuing to expand, regulators are under mounting pressure to ensure that multinational platforms and third-party sellers adhere to the same tax rules as traditional businesses.
Aviation
IndiGo Crisis Exposes Risks of Monopoly: What If Telecom or E-commerce Collapses Next?
Airports across India witnessed scenes of distress and confusion as thousands of passengers were stranded due to IndiGo’s massive flight disruptions. Families with medical emergencies, funerals, and personal crises were left helpless as the airline cancelled hundreds of flights without adequate communication or support.
Passengers described desperate situations — a mother pleading for sanitary pads for her daughter, a woman unable to transport her husband’s coffin, and others stranded while trying to reach family funerals or hospitals. “It was like a lockdown at the airport,” one passenger said, describing the panic that unfolded as IndiGo’s mismanagement crippled operations nationwide.
Root Cause: IndiGo’s Market Monopoly
The turmoil, industry experts argue, stems from IndiGo’s monopolistic control over India’s domestic aviation market. The airline operates nearly 2,100 flights daily and holds around 60% market share — meaning every second plane flying within India belongs to IndiGo.
This dominance has given the company unparalleled influence. When IndiGo falters, the entire aviation system suffers. Passengers are left with few alternatives, as other airlines lack capacity to absorb stranded travellers. The result: skyrocketing ticket prices, chaos at terminals, and total dependence on a single private operator.
Aviation pioneer Captain G.R. Gopinath, founder of Air Deccan, criticised the government’s inaction, noting that on some routes, IndiGo’s economy fares surged to ₹1 lakh. He compared the situation to a hostage crisis, writing that the airline “held the system ransom” and forced regulators to defer new safety rules meant to protect pilots and passengers.
Government Intervention and Regulatory Weakness
The crisis erupted after IndiGo failed to comply with the Flight Duty Time Limitations (FDTL) — rules introduced by the DGCA in January 2024 requiring adequate rest for pilots. Despite having nearly two years to adapt, IndiGo blamed the rule for operational disruptions, citing a shortage of pilots.
Under mounting public pressure, the government stepped in, temporarily relaxing FDTL norms and capping airfare hikes. Officials claimed the move was to protect passengers, but analysts say it exposed the state’s vulnerability to corporate monopolies. “The government had no option but to yield,” said one aviation policy expert, pointing out that ignoring safety regulations for short-term relief could have long-term consequences.
The crisis also rekindled memories of the June 2025 Air India crash near London, which claimed over 240 lives. Experts warn that compromising pilot rest and safety standards to maintain flight schedules could risk another tragedy.
If Telecom Giants Fail: A National Paralysis
The article raises a troubling question — what if a similar crisis struck the telecom sector, where Jio and Airtel together control nearly 80% of subscribers and serve over 780 million users?
If both networks failed simultaneously, the repercussions would be catastrophic. Internet shutdowns would halt UPI transactions, online banking, OTP verifications, video calls, OTT streaming, and emergency communications. Critical services such as airports, hospitals, stock exchanges, and small businesses — many of which rely on WhatsApp and digital payments — would come to a standstill.
In essence, a telecom breakdown could paralyse India’s digital economy, exposing the nation’s dependence on a duopoly.
E-commerce Monopoly: Another Fragile Ecosystem
The same risk looms over the e-commerce sector, where Amazon and Flipkart dominate nearly 80% of the market. A disruption similar to IndiGo’s could cripple daily life — halting delivery of groceries, medicines, and essential goods, freezing refunds and customer support, and leaving small sellers without platforms to trade.
Local retailers, freed from competition, might exploit shortages by inflating prices. Such a scenario underscores the perils of market centralisation in sectors critical to everyday living.
A Wake-Up Call for Regulators
The IndiGo crisis, analysts say, is a warning shot for policymakers and regulators. A single company’s operational failure exposed systemic weaknesses in India’s infrastructure and consumer protection mechanisms.
As the aviation regulator DGCA investigates and IndiGo works to restore normalcy, the broader lesson remains clear: unchecked monopoly power in any essential service — whether air travel, telecom, or e-commerce — poses a direct threat to economic stability and citizen welfare.
Without stronger competition laws, redundancy frameworks, and regulatory oversight, India risks repeating this crisis across multiple sectors — each time with millions of citizens paying the price.
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