The head grower at a 100,000-square-foot facility was getting hammered over flat yields.

Investors wanted “efficiency,” the CEO wanted a silver bullet, and everyone wanted a clean story to explain why the numbers would magically go up next quarter.

Under that pressure, leadership did what struggling operations often do: they switched nutrients and bought a new fertigation system.

Recirc pumps, dosing equipment, touchscreens, the works. It looked like progress, it photographed well, and it sounded like the kind of fix executives love to talk about on calls.

Six figures later, the irrigation room was a showroom. Pallets of the old fertilizer were shoved into a corner while the new system rhythmically clicked along.

On paper, they had “addressed” the yield problem. But in the grow rooms, nothing had changed.

I’ve watched this same decision pattern repeat inside enough commercial grow operations to know that equipment rarely fixes what execution broke. 

The Wrong Upgrade

Six months in, yields hadn’t budged, and production costs had actually increased. The culprit wasn’t nutrients. It was neglect.

Stock plants were old and tired. Moms that should have been replaced at four months were still in service at 18, some pushing two years. Their woody branches and crispy fan leaves towered over the staff. The propagation crew called them “grandmas,” a joke that stopped being funny when cloning success only hit 40%.

When the cuttings didn’t root, the scramble began.

Immature plants got pushed into veg, or overages from previous lots were dragged forward to plug gaps. By the time the room flipped, plant height and structure were all over the place. Irrigation became a guessing game as workers struggled to avoid overwatering or underwatering the wildly uneven crop.

Drip lines weren’t flushed or maintained between runs, so salt buildup clogged the emitters, leaving some plants bone-dry while the rest looked fine. The only way to find the victims was to wait until they visibly wilted, then rush in and water by hand.

Stressed plants did what stressed cannabis plants do: they hermied and seeded their neighbors. Yields barely met minimum per-square-foot targets, while production costs matched those of a well-run facility twice its size.

By the time leadership realized the return on their shiny new installation was a financial rounding error, the money was already gone.

The problem was never the crop. It was the discipline. And there wasn’t any.

The Wrong Focus

Everyone involved believed the new system was the solution. Ripping out old equipment, installing high-tech gear, and stacking pallets of fresh fertilizer with loud labels is the kind of story executives are eager to tell. You can point at it. You can show it to investors. You can stand in front of it for photos and talk about progress.

A neglected mother room doesn’t give you that. Neither does a boring three-ring binder full of maintenance schedules and sanitation SOPs.

Visible problems tend to get visible solutions. A fertigation system that looks dated is easy to replace. You can assign a budget, a vendor, and a project plan. It’s easy to list features and mistake complexity for sophistication.

But try telling your board that yields are down because your stock plants look like yard waste and no one is following a cloning playbook. Those sound like excuses, while shiny hardware sounds like action.

Here’s the uncomfortable truth: this facility didn’t have a yield problem. They had an executive attention problem. Leadership kept cutting checks for equipment because it is easier to buy equipment than to enforce standards. Discipline only holds when leaders set expectations, back the grow team, and step in when standards slip.

The new system didn’t just fail to fix the issue; it made it worse. The head grower spent hours mastering touchscreen menus instead of regenerating mother plants, codifying propagation protocols, or ensuring preventive maintenance. Whatever consistency remained quickly evaporated.

What Actually Works

In my 25 years across ornamental, vegetable, and cannabis production, the most reliable operators I’ve worked with abandoned clever fixes long ago and built their success on boring, repeatable execution.

Greenhouse vegetable growers figured this out a long time ago. There was never a hype cycle in tomatoes. Margins are thin, and nobody is wiring six figures to rescue an operation that can’t hit its numbers.

Walk into a serious commercial greenhouse, and you won’t find heroics; you’ll find discipline. Weekly crop measurements. Bi-weekly sap tests. Monthly maintenance logs that are signed and double-checked.

Cannabis had the opposite problem. For years, fat margins let operators get away with chaos. Yield problems got “solved” with new equipment rather than enforcement and accountability.

That era is over.

Execution Wins

Survival won’t come from the next piece of hardware or the latest nutrient recipe. It will come from the tedious work nobody posts on Instagram: clear standards for mother plants, propagation KPIs that trigger action, and SOPs that are actually followed.

That kind of discipline is ultimately what will determine which facilities last. Not budget, but execution that looks the same on Tuesday as it does on Sunday, where mothers never become “grandmas,” and the process does its work.

The people best positioned to fix these problems usually aren’t the ones approving budgets from a distance. They’re the ones who’ve lived inside enough operations to recognize when execution has quietly become the constraint.

Before you buy another upgrade, ask what you’re really fixing: yield, or execution?

Photos courtesy of CRYSTALWEED cannabis.

This article is from an external, unpaid contributor. It does not represent High Times’ reporting and has not been edited for content or accuracy.

<p>The post Why More Equipment Won’t Fix Your Yield Problem first appeared on High Times.</p>

The post Why More Equipment Won’t Fix Your Yield Problem appeared first on Paradise Found.

For more than half a century, cannabis cultivation has relied on a simple, widely accepted convention: the 12–12 light cycle, which means 12 hours of light followed by 12 hours of darkness to trigger flowering. It became standard not because growers were wrong or uncurious, but because it worked reliably, it fit human schedules, and it was passed from one generation of cultivators to the next as practical wisdom.

Over time, this routine gained the weight of tradition, treated almost as a biological rule rather than a human-made guideline.

In Argentina, a community of growers and researchers led by programmer-turned-botanist Iván decided to challenge that assumption by running “supercycle” experiments that stretch the day beyond 24 hours and force the plant to reveal how its internal rhythms really work.

Their results, plants flowering under 13–13, 16–16, and other extended cycles, raise a radical possibility for the cannabis world and for indoor agriculture as a whole: “what if the plant’s clock isn’t fixed at all?”

The work is ongoing and largely crowdsourced, but its early results are already challenging some of cannabis cultivation’s oldest assumptions.

From HTML to DNA

In its earliest sense, “hack” meant a clever workaround, a shortcut that solved a technical problem through ingenuity rather than obedience. There is something about hacking code and computer systems. When what was engineered to operate within strict parameters suddenly becomes reconfigured, power dynamics shift, functions mutate, and new processes emerge.

The meaning of hacking evolved, gaining weight and politics. Hacking became a form of dissent, a refusal to accept hierarchies, defaults, or the systems that pretend to be immutable.

And that’s exactly where Ivan’s story begins: inside a hacker community during Buenos Aires’ democratic spring in the late 1980s.

What began as over-the-phone intrusions, BBS experiments, and the thrill of breaking digital locks would, decades later, become a new kind of hacking: reprogramming cannabis light cycles and plant behavior. From HTML to DNA.

The Argentine software programmer, cannabis grower, and researcher remembers those early days as “a way of seeing things.” “You’d look at a system, see how secure it was, and break it just to see what was inside,” Ivan told High Times, from a basement data center that was recently retrofitted into an indoor experimental station.

The instinct hasn’t changed, and in 2025, the system Ivan probes, breaks, and rebuilds isn’t a server. It’s the circadian logic of a plant.

The what?

Plants, like humans, run on internal clocks. A circadian cycle is the biological rhythm that tells an organism when to grow, rest, flower, and conserve energy.

It responds to light and darkness, but it is not a simple on-off switch. It’s a whole choreography of hormones, enzymes, and signals that evolved long before clocks, calendars, or grow tents existed.

Yet, modern cannabis cultivation has treated this rhythm as if it were static, universal, untouchable. The industry’s consensus, almost a commandment, is the 12–12 light cycle for flowering, and that is exactly what Ivan and his community decided to hack.

Instead of accepting 12–12 as nature’s law, they went after it the same way he once went after secure servers: by pushing, stressing, and bending the system to see what breaks, what holds, and what transforms.

They asked a simple but disruptive question: what if the plant’s clock isn’t fixed at all?

The Cannabis Supercycle

When Ivan looked at the 12–12 flowering cycle, he saw not a biological requirement but a cultural inheritance. Growers kept trying to optimize within that frame, adding supplements, adjusting environments, without ever asking why 12–12 became the rule in the first place.

As he puts it, “Why do we spend so much time trying to improve flowering under 12–12 when we don’t even know why we chose it? Why do we treat twelve hours of light as if it were some kind of divine law?”

For him, that unquestioned consensus was the real vulnerability in the system, the part worth probing. Once he stepped outside that frame, he found an even deeper contradiction: the idea of a fixed day length is an illusion.

Ivan pointed out that when the earliest plants appeared, Earth’s rotation produced 22-hour days, and through geological time, the planet has been slowing down. Dinosaurs lived under 23-hour days; we live under 24; future organisms may evolve under 26.

In other words, time, at least as a biological environment, has always been a moving target.

“Biologically, time is unreal,” Ivan said, speaking less as a philosopher than as an experimental grower. What growers call a “natural” 12–12 cycle is not nature’s law but a human convenience.

By manipulating light cycles beyond 24 hours, he argues, indoor cultivation can explore evolutionary pathways the plant has never seen, rather than imprisoning it in a schedule humanity invented for its own comfort.

One of the first shocks growers face when experimenting with supercycles is how quickly the day “slips.” A room that turns on at 9 a.m. one day might switch on at 11 the next, and at 1 p.m. the day after that. It’s inconvenient for humans, but far more natural for the plant.

Ivan pointed out that 12–12 became the norm not because cannabis needs it, but because people do. “We adapted to 12–12 because we function in 12–12,” he says. It matches office hours, daily routines, and the artificial schedules society built for itself.

Plants, however, have no allegiance to that clock. Their biological time is fluid, always evolving, and the supercycle experiments aim to explore how cannabis behaves when freed from the constraints of a human workday rather than a real, biological necessity.

Ivan and Alien, his partner in cannabis research, had been replicating a Canadian study showing that 13–11 light cycles could boost production. Their hacker instinct pushed them further. If 13–11 worked, why not try 14–10, or throw infrared into the mix?

When 14–10 stalled in a semi-vegetative limbo, a friend asked the question that changed everything: “Why do you use a 24-hour timer?” Ivan realized a standard timer would not allow anything beyond a 24-hour day. So he hacked the problem.

He grabbed a WiFi timer, rewrote the schedule, and programmed a 17–13 cycle using what he calls a buffer overflow, the same technique hackers use when they overload a variable to force a system to execute unexpected code.

“We basically gave the plant more hours of light than a day has ever had,” he explained. “And the plants flowered. 17–13 worked.” What started as a joke became the moment they understood the rules were not biological but technical.

They pushed further. Some plants needed longer nights. Others exploded under extended days. They tested strawberries, calendulas, cherry tomatoes, and flowers, and all showed signs of hyperproduction.

Today, more than 2,000 people are registered on their site, with roughly 300 actively running experiments. About 700 plants have already been chemically induced into polyploids as part of parallel breeding experiments.

What began as a workaround after a police raid became a decentralized research cluster, a swarm of small grows acting like a single supercomputer.

“This is going to change it all,” Ivan concluded. “It’s going to be a mess, but it’s going to change everything.”

If he’s right, the most radical shift in modern cannabis cultivation may come not from genetics or nutrients, but from redefining what a “day” actually is.

<p>The post Fuck 12/12: Inside the Supercycle Crew Breaking the Cannabis Flowering Rule first appeared on High Times.</p>

The post Fuck 12/12: Inside the Supercycle Crew Breaking the Cannabis Flowering Rule appeared first on Paradise Found.

AI isn’t coming to cannabis; it’s already here. From automated grow rooms to predictive inventory systems and compliance bots, cannabis is quietly entering its most advanced era ever. And just like legalization, the tech revolution won’t wait for anyone.

The global artificial intelligence market reached $196.63 billion in 2023 and is projected to grow at a compound annual growth rate of 37.3% through 2030. This isn’t just another tech bubble; AI and automation are fundamentally reshaping how businesses operate across every sector. From healthcare systems using machine learning to diagnose diseases faster than human doctors, to financial institutions preventing fraud through real-time pattern recognition, to manufacturing plants reducing waste by 30% through predictive maintenance algorithms, the integration of intelligent technology has moved from experimental to essential.

The numbers tell the story: McKinsey research shows that generative AI could add $2.6 trillion to $4.4 trillion annually across business use cases, representing a 15 to 40 percent increase in the overall impact of artificial intelligence. In retail, AI-driven inventory management has reduced stockouts by up to 65%. In agriculture, precision farming using IoT sensors and machine learning has increased crop yields by 20% while reducing water usage by 25%. These aren’t theoretical benefits; they’re measurable improvements happening right now across industries worldwide.

Cannabis Embraces the Digital Revolution

Legalization created the market. Technology will decide who wins it.

The cannabis industry, valued at $36.70 billion in North America in 2023, is experiencing its own technological transformation. With the North American cannabis technology market expected to grow at a 28.3% CAGR through 2030, cannabis businesses are discovering that success increasingly depends on smart technology adoption.

The unique challenges facing cannabis businesses make AI and tech solutions not just helpful, but necessary for survival. Complex state-by-state regulations require meticulous compliance tracking that human teams struggle to maintain accurately. Inventory shrinkage costs the industry millions annually, while manual compliance reporting consumes resources that could be directed toward growth. Customer expectations mirror those in mainstream retail; they want personalized experiences, fast service, and consistent product quality.

Smart cannabis businesses are responding with sophisticated solutions. Cultivation facilities use AI-powered sensors to monitor environmental conditions 24/7, adjusting humidity, temperature, and lighting to optimize yields while reducing energy costs. Dispensaries deploy machine learning algorithms to predict customer demand, ensuring popular products stay in stock while minimizing waste from slow-moving inventory. Compliance teams rely on automated reporting systems that integrate directly with state tracking databases, reducing human error and ensuring audit readiness.

The competitive advantage is clear: cannabis businesses using AI and automation report 15-30% reductions in operational costs, 40% improvements in compliance accuracy, and significant increases in customer satisfaction scores. Companies that continue relying solely on manual processes find themselves struggling to compete on price, efficiency, and reliability.

Industry Leaders: The Tech Driving the Cannabis Revolution

AI, Data & Decision-Making

• BakedBot AI – An AI platform offering compliance tracking, content generation, and customer management features.
• Trees.Cloud – A data analytics platform aggregating cannabis market pricing, product information, and industry metrics.
• Tetragram – A mobile application for logging cannabis consumption and tracking product information.

Operations, Compliance & Business Infrastructure

• Flourish – A seed-to-sale software with integrated modules for cultivation, manufacturing, distribution, and retail.
• LeafLink – A B2B wholesale marketplace and ordering software for cannabis retailers and suppliers.
• Spence App – A payment application enabling direct bank-to-dispensary fund transfers.

Manufacturing & Automation

• RollPros Blackbird – A pre-roll manufacturing machine that rolls cannabis rather than filling pre-formed cones.
• Green Vault Systems – Automated packaging machinery for cannabis products.

Cultivation Technology

• The Ganjagrid PVT (Plant Vibration Trainer) – A cultivation technology that applies vibration to plants during growth phases.
• TetraSense – A cannabinoid testing device that scans for THC, THCa, CBD, and CBDa levels.

The Time to Act is Now

The cannabis industry stands at a technological crossroads. Early adopters are already seeing measurable improvements in their bottom lines, while businesses are hesitating to embrace AI and automation risk being left behind in an increasingly competitive market.

Ask yourself: Is your cultivation facility still relying on manual environmental monitoring when AI systems could optimize your yields while cutting energy costs? Are your budtenders spending valuable time on inventory counts that could be automated? Is your compliance team drowning in paperwork that intelligent software could handle seamlessly?

The cost of inaction grows daily. Every month without proper inventory management represents lost revenue from stockouts and waste. Every compliance mistake avoided through automation protects your license and reputation. Every customer experience enhanced through AI-driven personalization builds loyalty in a crowded marketplace.

The cannabis businesses thriving five years from now won’t be those with the best products alone; they’ll be those that combine quality cannabis with intelligent operations. The technology exists today. The proven results are documented. The only question remaining is whether your business will lead the transformation or scramble to catch up.

The future of cannabis is intelligent. The question is: will your business be part of shaping it?

Photo by Ashes Sitoula on Unsplash

<p>The post Smart Cannabis: The AI Revolution No Operator Can Ignore first appeared on High Times.</p>

The post Smart Cannabis: The AI Revolution No Operator Can Ignore appeared first on Paradise Found.

Water is an essential part of a cannabis plant’s life; however, as a beginner grower, it can be challenging to know just how much water to give them. We have all been there as first-time growers, wondering what the right amount to provide them with is. In this article, I will cover everything you need to know about watering your crop, so you can avoid under- or overwatering and grow the healthiest plants possible!

How Much Water Does a Cannabis Plant Need?

Cannabis plants will transition through different stages during their life cycle. These will be the seedling stage, the vegetation stage, and the part we all look forward to the most — the flowering stage, which is covered below.

The Seedling Stage (18/6)

This is when your germinated seeds start growing, focusing on roots and their first set of leaves, a process that lasts 14 days. Seedlings do not require much water, and it is best to leave the growing medium relatively dry to encourage roots to grow in search of moisture and air. 

• Many growers give about a quarter gallon to a 2-gallon pot every couple of days, but this can vary depending on the medium and environment.

The Vegetation Stage (18/6)

The vegetation stage is when your plants have grown their first set of leaves, and will now focus their energy on establishing a solid root base, developing a strong stem, leaves, side branches and internodes. The vegetation stage can last anywhere from 3 weeks up to 12 weeks, depending on how large you want your plants to become. During this stage, your plants will require more water than in the seedling stage.

• Around a gallon for a 4-gallon pot every 1–2 days is common, though heat, humidity, and plant size will change this.

The Flowering Stage (12/12)

Once your plants have grown to the size you want, you are now ready to start flowering them. During the flowering period, your plants will use more water than before to accommodate the amount of work they are doing, developing buds. The flowering period can last anywhere from 7-12 weeks, depending on the cultivar being grown. 

• Many growers find that around 1 gallon per 4-gallon pot every 1–2 days works well, though this will vary based on environment and plant size.

So, How Will I Know If The Pots Need Watering?

There are two simple ways for you to detect if your pots need watering.

Lifting The Pots 

The first method involves lifting the pots off the ground to determine if they feel airy and lightweight or heavy. The more water inside the growing medium, the less you’ll need to water. If the medium is light and airy, you can water it.

The Finger Test

The second method to determine the moisture level of your growing medium is to insert your finger down the side of the pot until the knuckle. If your finger feels dry, then the medium is dry and needs watering. Then again, if your finger feels wet, wait until the medium is closer to dry before watering.

The Water Source (Hard Water / Soft Water / RO Water)

There will be three different types of water that a grower can use. These are covered below, explaining the differences between them.

Hard Water

Water that contains a high concentration of dissolved minerals such as magnesium, calcium, limestone and chalk. Hard water will have an EC level above 0.8 millisiemens per centimetre (mS/cm).

Soft Water

Water that does not contain a high concentration of dissolved minerals. Soft water is usually easier to work with, but growers may need to add calcium and magnesium supplements to avoid deficiencies.

Soft water is best for watering plants and will have an EC level below 0.4 millisiemens per centimetre (mS/cm).

Reverse Osmosis Water

R/O water is created using a pump and a membrane to filter out any impurities and minerals. Reverse osmosis water is an excellent option for anyone who can only access hard water and has an EC level of 0.0 millisiemens per centimetre (mS/cm).

Understanding pH and How It Affects Nutrient Uptake and Availability

pH refers to the potential hydrogen and is a way to detect how acidic or alkaline the water source is. Cannabis plants require a specific pH range to access nutrients. If pH drifts outside the right range, your plants can’t absorb nutrients properly, even if the soil is full of them.

• Soil Grown Cannabis pH Range = 6.0 – 7.0 
• Hydroponic Cannabis pH Range = 5.5 – 6.5
• Coco Coir Cannabis pH Range = 5.5 – 6.5

Why EC Levels Are Important When Growing Cannabis Plants

EC stands for electric conductivity and refers to the strength of the water/nutrient solution and the salt content. It is best advised to use a digital EC pen when testing the electrical conductivity. If EC is too high, you risk nutrient burn; too low, and plants may starve.

The Different Ways to Water Cannabis Plants (Hand Watering vs. Automated Methods)

There are two ways to water your weed plants. The first is the traditional method of hand watering, and the other is to use an automated watering system, as explained below.

Hand Watering

• You should use a measuring jug to keep the water volume consistent.
• Hand watering each pot can be time-consuming and laborious.
• Plants are dependent on a grower to hand-water every 24 – 48 hours.

Automated Watering

• Hydroponic systems will use a pump, drip lines and dripper stakes to deliver water.
• Automated systems save a grower from daily hand watering, saving time and energy.
• Automated systems are efficient for growers with a large plant count.

How to Tell if Your Cannabis Plant Is Underwatered – Signs and Symptoms

• The pots will be light, and the leaves feel limp and dry.
• The leaf tissue may feel brittle, dry and thin.
• The leaves will not have a waxy and shiny appearance.
• Fan leaves may turn yellow and pale green.
• The growing medium will feel dry and dusty.

How to Know if Your Cannabis Plant Is Overwatered – Signs and Symptoms

• The leaves feel limp and heavy or swollen, and curl downwards shortly after watering.
• The leaves may experience tip burn at the ends.
• Some leaves may show brown edges and become dry.
• Plants may become deficient in nutrients.
• The growing medium will feel dense and waterlogged.

Common Mistakes to Avoid When Watering Your Weed Plant

Watering may sound simple enough, however, the trick is to find the right balance between dry and wet. Below are three common mistakes a first-time grower can make, and what to avoid when watering your weed plants.

Mistake #1: Overwatering Seedlings

Your seedlings will be the most delicate and sensitive to water and intense lighting during the first 2 weeks. I find that watering around the edges and using a small volume of water is best, and less is more, especially during the seedling stage.

Mistake #2: Not Checking pH Levels

Just because your water appears clean and safe to use does not always mean the pH range is optimal. Avoid watering your plants or making a nutrient solution without testing the pH level. Using a digital pH pen is the best way to determine if you have achieved the correct pH range.

Mistake #3: Using Stagnant Water

Stagnant water can contain harmful bacteria, microorganisms and potentially mold or algae if exposed to sunlight. Avoid using stagnant water and always try to use tap water that has been circulated through pipes, or fresh bottled water if possible.

My Final Thoughts on Watering Cannabis Plants

The best advice I can give you as a beginner grower is always to try to source clean and fresh water. Tap water, bottled water, or reverse osmosis water is best. Always double-check the pH levels and EC levels using digital pens available online or at your local grow shop. 

Before watering, check to see if your pots feel heavy or light when lifting, and try the finger test if you are still not sure. When in doubt, it’s safer to underwater slightly than to drown the roots. Good luck on your journey as a cannabis grower and learning about your plants and their watering requirements!

Photos by Stoney Tark.

<p>The post A Beginner’s Guide for Watering Cannabis Plants first appeared on High Times.</p>

The post A Beginner’s Guide for Watering Cannabis Plants appeared first on Paradise Found.

The post ScottsMiracle-Gro Launches Cannabis Investment Entity with Huge Down Payment appeared first on Paradise Found.