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Robotic see, robotic do: System learns after watching how-tos

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Kushal Kedia (left) and Prithwish Dan (proper) are members of the event group behind RHyME, a system that permits robots to be taught duties by watching a single how-to video.

By Louis DiPietro

Cornell researchers have developed a brand new robotic framework powered by synthetic intelligence – known as RHyME (Retrieval for Hybrid Imitation underneath Mismatched Execution) – that permits robots to be taught duties by watching a single how-to video. RHyME may fast-track the event and deployment of robotic programs by considerably lowering the time, vitality and cash wanted to coach them, the researchers mentioned.

“One of many annoying issues about working with robots is gathering a lot information on the robotic doing totally different duties,” mentioned Kushal Kedia, a doctoral pupil within the discipline of pc science and lead writer of a corresponding paper on RHyME. “That’s not how people do duties. We have a look at different individuals as inspiration.”

Kedia will current the paper, One-Shot Imitation underneath Mismatched Execution, in Might on the Institute of Electrical and Electronics Engineers’ Worldwide Convention on Robotics and Automation, in Atlanta.

Residence robotic assistants are nonetheless a good distance off – it’s a very troublesome activity to coach robots to take care of all of the potential eventualities that they might encounter in the actual world. To get robots on top of things, researchers like Kedia are coaching them with what quantities to how-to movies – human demonstrations of assorted duties in a lab setting. The hope with this method, a department of machine studying known as “imitation studying,” is that robots will be taught a sequence of duties sooner and be capable of adapt to real-world environments.

“Our work is like translating French to English – we’re translating any given activity from human to robotic,” mentioned senior writer Sanjiban Choudhury, assistant professor of pc science within the Cornell Ann S. Bowers School of Computing and Info Science.

This translation activity nonetheless faces a broader problem, nonetheless: People transfer too fluidly for a robotic to trace and mimic, and coaching robots with video requires gobs of it. Additional, video demonstrations – of, say, choosing up a serviette or stacking dinner plates – have to be carried out slowly and flawlessly, since any mismatch in actions between the video and the robotic has traditionally spelled doom for robotic studying, the researchers mentioned.

“If a human strikes in a method that’s any totally different from how a robotic strikes, the tactic instantly falls aside,” Choudhury mentioned. “Our pondering was, ‘Can we discover a principled solution to take care of this mismatch between how people and robots do duties?’”

RHyME is the group’s reply – a scalable method that makes robots much less finicky and extra adaptive. It trains a robotic system to retailer earlier examples in its reminiscence financial institution and join the dots when performing duties it has considered solely as soon as by drawing on movies it has seen. For instance, a RHyME-equipped robotic proven a video of a human fetching a mug from the counter and inserting it in a close-by sink will comb its financial institution of movies and draw inspiration from comparable actions – like greedy a cup and reducing a utensil.

RHyME paves the way in which for robots to be taught multiple-step sequences whereas considerably reducing the quantity of robotic information wanted for coaching, the researchers mentioned. They declare that RHyME requires simply half-hour of robotic information; in a lab setting, robots educated utilizing the system achieved a greater than 50% enhance in activity success in comparison with earlier strategies.

“This work is a departure from how robots are programmed at present. The established order of programming robots is hundreds of hours of tele-operation to show the robotic the way to do duties. That’s simply unattainable,” Choudhury mentioned. “With RHyME, we’re shifting away from that and studying to coach robots in a extra scalable method.”

This analysis was supported by Google, OpenAI, the U.S. Workplace of Naval Analysis and the Nationwide Science Basis.

Learn the work in full

One-Shot Imitation underneath Mismatched Execution, Kushal Kedia, Prithwish Dan, Angela Chao, Maximus Adrian Tempo, Sanjiban Choudhury.



Cornell College

Petals for Pollinators: New Episode


Petals for Pollinators: New Episode

yellow-white flowers on yucca
My trusty perennial crew—by way of drought, freeze, snails, and drama queen temperature swings—carries on its Could-as-usual. Out past the entrance window, yucca pallida’s puffy smooth balloons greet us even from inside.
yellow daylily
No-name daylily trumpets golden-yellow blossoms back and front, this one towards native zexmenia. Largely evergreen, it’s been by way of laborious freezes, drought, and floods, and nonetheless carries on.
pond water and koi
Fast notice: Go to inspiring gardens and ponds and meet their makers on the thirtieth Annual Austin Pond Society Tour on June 7 and eight!
John Hart and Robin on CTG set with lots of plants
This week on CTG, we pop in a lot of coloration, from groundcovers to shrubs, with Robin Norton-Carranco of Rainbow Gardens in San Antonio (two areas). She joins John Hart Asher to select native and tailored crops for containers and beds in solar and shade. All appeal to pollinators and are deer resistant.
Robin on CTG set
Robin’s an animated dynamo and pollinator specialist who offers us the information and the enjoyable behind every plant.
purple flowered salvia in rasied bed
She introduced alongside bumble bee faves together with ‘Mystic Spires’ salvia and two kinds of esperanza (Tecoma stans).
Monarch butterfly on purple flowers
She consists of shrubby duranta that dangles candy purple flowers all summer time. Native to Mexico and South America, like lots of our tailored reliables, it’s not all the time chilly hardy, relying on our microclimate or winter’s severity.
red tubular flowers on low mounding cascading plant against sidewalk
Perennial firecracker fern lives as much as its identify, defying the most popular days, whereas sparking hummingbird and butterfly consideration. (For half shade, she consists of shrimp plant for these hummers and butterflies.)
lavender flower against silver
Native Gregg’s mistflower, a strong groundcover, is blooming now for many people, softening the warmth with fluffy lavender blossoms beloved by butterflies. Its prime time is fall, however late spring and even summer time pop a number of flowers. That lavender is very luscious towards the silvery ‘Powis Citadel’ artemisia.

Right here’s Robin’s planting record.

Notice: When planting now, think about shade material for per week or so. Frivolously layer mulch round them, and when watering, keep away from saturating the soil. If a plant is wilting within the night, that’s a pure response. Examine the soil earlier than watering extra.
white scale lumps on crape myrtle trunk
Subsequent, there’s a “new” harmful pest on the town: the crape myrtle bark scale, right here on viewer Marie Dahmer’s tree. Texas A&M AgriLife entomologist Wizzie Brown explains its life cycle and methods to determine it. “As soon as settled, they feed on phloem which ends up in copious quantities of honeydew,” she informed us. “Honeydew is an excrement from varied plant parasitic bugs that feed on phloem corresponding to aphids, mealybugs, scale bugs and others. Honeydew can result in progress of sooty mould, which is a black fungus that may block photosynthesis from occurring.”
red bugs on prickly pear cactus
This time of 12 months, we may see bunches of pink bugs on our prickly pears. These are cactus coreids that suck juices from crops, resulting in these mottled yellow spots. Put on gloves and squish them or drop right into a bucket of scorching soapy water or isopropyl alcohol. Or, suck them up with a garden-dedicated hand-held cordless vacuum.

We are able to additionally use a excessive strain water spray to take away soft-bodied bugs, honeydew, and sooty mould on the similar time. For crape myrtle bark scale and/or the tree’s sooty mould, wash down the trunk with soapy water and gently scrape away scales with a soft-bristled brush. Notice: Keep away from spraying horticultural oils or soap-based merchandise now that it’s above 85° since they’ll burn plant leaves.
woman on CTG set with honey, baskets of herbs, and jars and bottles of herbs or tinctures
With 100°+ staring us within the face, let’s cool off with scrumptious herb infused honey and solar tea! Caroline Riley from Mutable Earth Botanicals and Entire Life Studying Heart heads to the backyard for splendidly fragrant and healthful tulsi, mints, lemon balm and hibiscus. Dried herbs go into honey and when it’s prepared, scoop a number of the strained herbs and honey into a big jar. Add water, toss in additional herbs and flowers, and let summer time’s warmth make your refreshing tea!
parents with young son and daughter in front of pond
On tour from our November backyard go to, musicians and home-schoolers Lisa and Shane Lamb develop their backyard targets one weekend at a time.
backyard pond against small fruit trees and greenhouses
They began with homegrown greens and fruit timber—together with issues from the Asian markets—including native crops for his or her woodsy wildlife habitat. To draw much more animals with water, they labored with Hill Nation Water Gardens and Nursery to construct a pond in 2021 (previously on the Austin Pond Society tour, however not this 12 months).
two young children playing with butterfly nets on their heads in their backyard
Their youngsters Jay and Ella love their massive yard the place on a regular basis’s a nature tour of discovery proper at residence. “I feel being outdoors simply conjures up creativity. They’ve some fairy homes they’ve been constructing. They’ve obtained one other fort that they’ve within the again,” Shane mentioned. Learn extra and watch our story.

Thanks for stopping by! Subsequent week, be part of us for enlightening phrases from Benjamin Vogt, creator of A New Backyard Ethic and Prairie Up!



The Greatest Backyard Providers Educate You Whereas Caring for Panorama Vegetation and Bushes


When interviewing panorama service corporations, make certain to ask concerning the experience and coaching of their workers. Ideally, backyard managers are licensed horticulturists, and crew leaders are licensed panorama technicians.

Years on the job additionally issues. Search for three to 5 years of area expertise for a supervisor. For panorama technicians, ask concerning the firm’s inner coaching program: how lengthy is it, what does it cowl, what does it take to turn out to be licensed?

Lastly, ask about worker retention.

The panorama trade has a whole lot of turnover. Companies which have constant coaching and management in place, regardless of workers coming and going, will present a extra constant expertise.

How To Safely Get pleasure from Multifunctional Outside Areas


Modern outdoor kitchen. Michael Shu, Unsplash.

Accomplice Publish

Even metropolis dwellers with restricted out of doors area can maximize performance by reworking these small footprints into areas with a number of makes use of for gardening, cooking, enjoyable, and entertaining.

From Greenery to Gathering Spot
Is the balcony a backyard or meditation area? Is the patio a spot for cooking and eating al fresco or lounging with a e-book? With some creativity and a focus to security, out of doors dwelling areas can change into multifunctional year-round extensions of the house’s most important dwelling area. These areas might embrace:

• Cozy seating preparations: Consider hearth pits, hammocks, and comfortable ground pillows scattered over an out of doors rug.

• Setups for out of doors eating: Weekend brunches or dinners below the celebrities are the focus of socializing right here.

• Meditation nooks:  Observe yoga and mindfulness whereas surrounded by contemporary air and greenery.

• Mini herb gardens: Simple to develop on the small balcony or kitchen windowsill for homegrown contemporary greens at your fingertips. 

How to safely grill outdoors.Bradley Pritchard Jones, Unsplash.

What to Hold in Thoughts When Dwelling and Eating Al Fresco
It’s important to make the out of doors dwelling area as secure because the one contained in the partitions. The out of doors kitchen has change into a preferred function of house gardens and open-air dwelling areas. What’s higher than cooking and entertaining with out being confined indoors? A 2023 report from Analysis and Markets confirmed a monumental rise in gross sales of out of doors cooking tools because of the vital development in open-air leisure areas

Watch out for Potential Risks When Cooking Outdoor
As handy as they could be, each indoor and out of doors cooking areas include some dangers. From grills to transportable gasoline stoves and past, on a regular basis home equipment can pose a hazard when not used appropriately or if the merchandise are faulty.

A couple of issues can make sure the secure use of barbecue grills:

Usually clear and preserve home equipment in keeping with the producer’s directions.
• Think about gasoline strains with built-in leak detection options and set up an accessible shut-off valve for the gasoline line within the occasion of emergencies.
• Grill in a well-ventilated space at the least ten toes from the house or close by constructions, play areas, and tree branches.
• Hold a fireplace extinguisher inside simple attain.
• By no means depart the grill unattended, particularly with youngsters close by.

Outdoor kitchen safety considerations.Flickr, Artistic Commons license.

Utilizing a Strain Cooker Outdoor Alongside Your Grill
Standing earlier than a scorching grill is probably not enjoyable when the out of doors temperature soars into uncomfortably excessive digits.  As a substitute, think about using an electrical strain cooker alongside along with your barbecue grill. Shave hours off your grilling time by beginning meals within the cooker you could shortly end on the grill. 

Pressure cooker safety is essential.Pixabay.

Though trendy strain cookers provide security options, reminiscent of emergency valves for steam launch, studying the instruction guide is crucial to make sure you’re utilizing your strain cooker safely. It might be laborious to imagine that even some small cooking home equipment could cause harm. Not many would suppose a strain cooker may explode even when it’s not faulty. Strain cookers have been the main target of security issues due to reported malfunctions. It’s an vital consideration, because it’s all too simple to pop in a roast, then overlook about it whereas firing up the grill.

Like many forms of home equipment, strain cookers can malfunction for quite a lot of causes:

• Points with electrical wiring in and outdoors the house
• Improper use
• Regular put on and tear
• Poor high quality

In response to TorHoerman Regulation, product defects are generally blamed for strain cooker explosions. What’s extra, being in shut proximity to a strain cooker explosion may end up in acute burns and severe harm. 

Whereas this doesn’t imply you must abandon these handy home equipment, it’s an vital reminder to make use of them safely. This consists of conserving knowledgeable about product remembers and confirming that your home equipment work the best way they’re meant. 

Fire safety in the backyard.Eric Mclean, Unsplash.

Maximize Security and Enjoyment in Your Outside Dwelling Areas
Hold these important security suggestions in thoughts for profiting from your out of doors area: 

Think about Fireplace Security: The U.S. Fireplace Administration’s most up-to-date report confirmed that the commonest home fires have been electrical. Moreover, the primary trigger for electrical fires, in keeping with their findings, was home equipment and defective shops. 

  • At all times use fire-resistant surfaces for grills, stoves, and cookers. 
  • Don’t depart home equipment unattended. 
  • Hold a fireplace extinguisher and guarantee it’s serviced commonly. 

Durable outdoor furnitureRobin Plaksoff Horton.

Select Sturdy Outside Furnishings: When selecting out of doors furnishings, contemplate whether or not it will likely be in a sunny space. If that’s the case, your greatest wager is furnishings that face up to warmth and UV rays. You’ll additionally wish to choose out of doors patio furnishings free from poisonous perpetually chemical compounds like PFAS.

  • Select sturdy supplies like teak and aluminum. 
  • Safe lighter items to forestall tipping and falls. 
  • Go for non-toxic therapies on furnishings, particularly on eating tables. 

Weatherproof the Space: If spending time outdoor in all climate situations is crucial, design the world to offer shade and select weather-resistant furnishings.

  • Present shade with retractable awnings and waterproof covers for wet climate. 
  • Utilizing waterproof or resistant covers for seating cushions makes them last more. 
  • Common upkeep on decks and pathways will assist forestall the buildup that causes slipping. 

Outdoor patio for every seasonArtistic Commons license.

Create An Outside Area for Each Season
Making a multifunctional out of doors retreat is even higher when you may take pleasure in it safely all through the seasons. 

In spring and summer time, present shading to maintain the area comfy on scorching days. Add gentle ambient lighting for romantic out of doors dinners. 

Autumn brings the transition to all issues cozy. Hold a collection of heat blankets readily available for snuggling across the hearth pit. In case you’re rising produce, raised backyard beds, containers, and chilly frames will lengthen the rising season when issues get cooler. 

Winter might restrict your out of doors choices, however in no way ought to it hold you caught inside for months with no reprieve. Preserve a welcoming exterior area with out of doors heaters, weatherproof seating, and a group of evergreen crops that retain year-round shade. 

Flexibility is the important thing to unlocking a completely useful out of doors dwelling area, irrespective of the scale. Considerate design decisions and a focus to security will allow you to benefit from the area all 12 months spherical. 

 

Barbara’s Starting of Spring in Massachusetts


Hello GPODers!

Right here in New England, the place I’m based mostly, spring is in full bloom. After a number of weeks of temperatures swinging above and beneath freezing at evening and loads of April showers, Could flowers are in full impact. This is identical for Barbara Owen in Wellesley, Massachusetts. Barbara has shared a number of peak seasons and backyard highlights through the years (Barbara’s Massachusetts Backyard Via the Seasons, Surprises and Classes From Barbara’s Backyard and Colour Themes in Barbara’s Backyard), however at the moment she is brining it again a number of weeks and highlighting a really particular a part of her backyard: the earliest spring blooms and buds.

I began taking these photographs when spring was simply starting right here within the western suburbs of Boston, eagerly trying to find tiny, bee sized markers of spring’s arrival. Now that we’re in lush, leafy inexperienced and colourful blossoms all over the place spring, these photographs won’t be so fascinating. Maybe, then, save them for subsequent winter! (Sorry for anybody of uninterested in the early spring stars, I couldn’t probably sit on to those lovely pictures for a 12 months!)

Barbara Owen

close up of yellow spring flowersIt’s not spring in New England earlier than the forsythia burst into their sunny-yellow blooms. A dependable supply of colour throughout the earliest days of the season, forsythia is usually accompanied by the grey skies of April showers, nonetheless, the blooms actually glow on these random sunny days.

bunch of white daffodil bloomsOne other yellow star of the early season, we’ve seen numerous daffodil cultivars this 12 months. This white, massive cup selection has an additional kick with the blush of yellow within the middle of the trumpet.

close up of maple tree blossomAlthough tiny, maple blossoms aren’t forgotten or taken without any consideration when little else has bloomed. Rising in a variety of colours relying on the variability you will have, this cluster of golden chartreuse blooms is especially cheerful.

close up of lavender-pink rhododendron flowerSo many azalea and rhododendron varieties are spectacular this time of 12 months, however the lavender-purple flowers of P.J.M. rhododendrons (Rhododendron x ‘P.J.M.’, Zones 4–8) make them a standout.

fully opened yellow and white tulipsI’ve at all times liked that from above, tulips can seem like a totally totally different plant. Absolutely opened, this pairing of shiny yellow and white are a fantastic and daring.

close up of pink hellebore flowerWhat a stunning shot of this hellebore! Barbara obtained an awesome angle on this nodding bloom, capturing all of the delicate colour shifts and petal veining.

close up of white magnolia bloomWe can not neglect about spring-flowering timber this time of 12 months. We’ve seen redbuds, cherry blossoms, and many various magnolias. Nonetheless, I feel that is the primary star magnolia (Magnolia stellata, Zones 4–8) we’ve seen this 12 months. Distinct from the goblet-shaped flowers on many different forms of magnolia, Magnolia stellata explodes in these star-shaped blooms.

close up of tiny yellow flowers bloomingThe clusters of tiny blooms on alyssum are a sweet-smelling sign of spring. This yellow selection—doubtlessly ‘Golden Spring’ alyssum (Alyssum wulfenianum ‘Golden Spring’, Zones 4–9)—is spectacular.

close up of peony budLastly, not but a bloom however the promise of colour to return. Peony spears capturing out from the bottom and beginning to unfurl may be simply thrilling as the opposite early spring blooms that Barbara has shared. When the peonies begin rising, you recognize the season is actually heating up!

Thanks a lot for sharing these pretty array of early-season blooms, Barbara! These first arrivals are sometimes so fleeting that your photographs are like getting an encore to the beginning of spring.

As Barbara talked about in her introduction, for many people these small indicators of spring have made method for extra blooms and luxurious greenery that at the moment are rising throughout. With a lot spring throughout, it’s time to share your spring panorama with Backyard Photograph of the Day. Comply with the instructions beneath to submit photographs through e mail, or ship me a DM on Instagram: @agirlherdogandtheroad.

 

We need to see YOUR backyard!

Have photographs to share? We’d like to see your backyard, a specific assortment of crops you’re keen on, or an exquisite backyard you had the possibility to go to!

To submit, ship 5–10 photographs to [email protected] together with some details about the crops within the footage and the place you took the photographs. We’d love to listen to the place you’re positioned, how lengthy you’ve been gardening, successes you’re pleased with, failures you discovered from, hopes for the long run, favourite crops, or humorous tales out of your backyard.

Have a cell phone? Tag your photographs on Fb, Instagram or Twitter with #FineGardening!

Do you obtain the GPOD by e mail but? Enroll right here



Angel Wing Begonia Home Vegetation

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Angel wing begonia home crops are attractive year-round. Even when not in bloom, the elegantly formed begonia leaves cascading down cane-like stems are lovely. Typically noticed with white, the massive, shiny inexperienced leaves function reddish undersides.

Right here you may uncover care ideas for rising angel wing begonias indoors, the way to head off houseplant issues, plus solutions for prime angel begonia varieties.


angel wing begonia, begonia house plantAngel Wings are lovely, even with out flowers. Put them on a pedestal stand to point out them off.

Get to Know Your Angel Wing Begonia

Grown extra for foliage than flowers, angel wings are among the many most eye-catching houseplants you possibly can develop. These beauties are evergreen, including dazzling type to your property all 12 months lengthy. 

The sprays of delicate flowers are simply an added attraction. Bloom time is totally different for every selection, however most angel wing begonias flower in late winter or spring, with some giving a present of blooms a number of instances all year long. Flower colours vary from comfortable pink to coral to deep purple.

Care is straightforward, too. This is among the best begonias to develop indoors. A lot much less fussy about humidity than rex begonias, this member of the household is much less difficult to develop.

Angel wing begonias are perennials and can final a number of years with excellent care. They do tend to get leggy over time. It is a good suggestion to propagate your houseplant by taking stem cuttings (see “Methods to Propagate” beneath). It is a straightforward technique to hold your assortment going.

The begonia household owes its identify to Frenchman Michel Begon. It contains greater than 900 species and hundreds extra hybrids and cultivars.

How huge do they get? Some angel wing begonias attain a peak as much as 3 ft (90 cm). Need a small desk plant? Search for dwarf varieties that develop to 1 ft (30 cm) tall. 

Angel wing begonia has origins in South America, however these grown and bought as we speak are Begonia x corallina hybrids, producing greater flowers and extra of them.

There are lots of named varieties to decide on. Among the many finest for rising indoors are ‘Bubbles’ — a compact cultivar that blooms practically year-round…colourful ‘Cracklin Rosie’ options reddish foliage noticed with rose-pink…‘Wanting Glass’ has gorgeous silvery inexperienced leaves with purple undersides.

Caring for Angel Wings Yr-Spherical

Repot in spring. Transfer your plant as much as a pot just one dimension bigger. Angel wing begonias have fibrous roots and develop finest when barely pot-bound. Set the plant with its crown barely above the soil line to forestall stem rot. Tamp down the soil gently along with your fingers in order that it would not pack too tightly — begonias like a little bit air round their roots. 

Do not overwater. That is in all probability the one frequent drawback with rising begonias. Utilizing a small pot with a drainage gap will assist to forestall overwatering. Permit the soil to dry out barely between waterings. The lovely angel-winged leaves will let you recognize when the soil is simply too soggy by turning yellow and dropping off.

Look ahead to yellow halos on leaves. They seem to be a signal of leaf spot — a micro organism that grows in a moist, cool surroundings. Minimize off affected leaves and ensure your plant has air circulation round it. Nonetheless, hold it away from warmth/AC vents.

One thing bugging your begonia? Thrips, spider mites and mealybugs are drawn to houseplants. Deal with any infestation immediately.

Deadhead spent flowers. Minimize off flowers after they dry up. Deadheading not solely retains your begonia handsome, it encourages extra blooms.

Methods to Propagate Angel Wing Begonias

Stem cuttings root simply. Spring or early summer time is the very best time to propagate angel wing begonias as a result of they’re starting their most vigorous time of progress.

Minimize off 3-4 inch (8-10 cm) non-flowering stem tip cuttings. Dip the lower ends in a small quantity of rooting hormone powder, then stick them in a 4-inch (10 cm) pot of moist perlite. Preserve cuttings at room temperature, in oblique daylight, and evenly moist. Your new reducing ought to root in about 4 to six weeks.

angel wing begonia, angel begonia

Angel Wing Begonia Care Ideas

Gentle: Give your angel begonia loads of vivid, oblique gentle. You may get the very best leaf coloration and extra flowers this fashion.

Water: Water totally, permitting the highest 1 in (2.5 cm) of soil to dry out between waterings. Water sparingly in winter. Yellow leaves are a symptom of soggy soil.

Humidity: This (largely) foliage-type begonia is tolerant of common room humidity.  Nonetheless, if the air in your house is dry, use a pebble tray or room humidifier to present it a lift. Grouping tropical crops reminiscent of begonias, ferns and orchids additionally helps to extend the moisture within the air round them. Misting begonias isn’t a good suggestion as a result of it will probably promote powdery mildew and fungal ailments.

Temperature: Common room temperatures 65-75°F/18-24°C swimsuit this tropical native year-round. Begonias should not cold-tolerant and might be broken by temperatures beneath 55°F/13°C.

Soil: African violet potting combine

Fertilizer: Feed each 2 weeks in spring and summer time with high-phosphorous liquid fertilizer diluted by half. Take care to fertilize when the soil is already moist to keep away from fertilizer burn.


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