ghost in the machine
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idiom

ghost in the machine

Meaning
a mysterious or unexplained force in a system or person
Example
There must be a **ghost in the machine** causing these AI errors.
idiom

to learn the ropes

Meaning
to learn how to do something, especially a job
Example
She is new here, but she is quickly **learning the ropes**.
phrasal-verb

tear apart alliances

Meaning
to destroy relationships between allied groups or nations
Example
The ongoing dispute **tore apart alliances** that lasted for decades.
phrasal-verb

turn around the business

Meaning
to make a failing business successful again
Example
The new CEO helped **turn around** the company’s declining sales.
idiom

cloud computing

Meaning
the practice of using remote servers to store, manage, and process data over the internet
Example
Many businesses rely on **cloud computing** for data storage and security.
phrasal-verb

lean in to

Meaning
to embrace or face emotional challenges with courage
Example
Instead of avoiding conflict, she decided to **lean in to** the discussion.
phrasal-verb

lead by

Meaning
to guide others through your own example or actions
Example
Great leaders **lead by** example rather than words.
idiom

pair off

Meaning
to form groups of two
Example
Students will **pair off** for the lab experiment.
idiom

hit a bump in the road

Meaning
to face a temporary problem or setback
Example
Our project **hit a bump in the road**, but we'll recover soon.
idiom

have cold feet

Meaning
to suddenly become nervous before doing something important
Example
He was ready to get married but **got cold feet** at the last minute.
phrasal-verb

zero in on goals

Meaning
to focus all attention and effort on achieving something
Example
The team needs to **zero in on goals** to stay efficient.
idiom

hands are tied

Meaning
to be unable to act freely because of rules or restrictions
Example
The government’s **hands are tied** due to international trade laws.
idiom

go out of your way

Meaning
to make a special effort to help someone
Example
She **went out of her way** to help me with my project.
idiom

take a toll

Meaning
to cause harm or damage over time due to stress or overwork
Example
Long working hours can **take a toll** on your health.
idiom

to teach an old dog new tricks

Meaning
to try to teach someone something they are set in their ways about
Example
It’s hard to **teach an old dog new tricks** when it comes to new technology.
phrasal-verb

team up for

Meaning
to join others in doing something together for a common goal
Example
Countries **team up for** global vaccination programs.
phrasal-verb

join in the fun

Meaning
to participate in an enjoyable activity
Example
Even the shy guests **joined in the fun** after a while.
phrasal-verb

break down for

Meaning
to explain something in simpler parts for someone
Example
Could you **break this down for** the new volunteers?
phrasal-verb

keep up your hopes

Meaning
to stay confident that things will turn out well
Example
Even in difficult times, she managed to **keep up her hopes**.
idiom

set the trend

Meaning
to start something new that others begin to follow
Example
The company’s campaign **set the trend** for eco-friendly marketing.
idiom

catfish someone

Meaning
to deceive someone by creating a fake online identity
Example
He was **catfished** by someone pretending to be a model.
idiom

get to the bottom of it

Meaning
to find the real reason or cause of something
Example
Let’s **get to the bottom of it** before making any decision.
idiom

sworn enemies turned friends

Meaning
two people who used to dislike each other but became friends
Example
They were **sworn enemies turned friends** after college.
idiom

burn one's bridges

Meaning
to destroy relationships or opportunities that cannot be restored
Example
He **burned his bridges** when he insulted his boss.
phrasal-verb

take out on

Meaning
to use money for paying a loan or insurance
Example
He decided to **take out** life insurance after having a baby.
idiom

spur on

Meaning
to encourage someone to continue or try harder
Example
Her mentor’s feedback **spurred her on** to apply for the grant.
idiom

carry on luggage

Meaning
small bags taken with you on a plane or trip
Example
She packed all her essentials in her **carry on luggage**.
idiom

byte the bullet

Meaning
to face a difficult situation bravely
Example
We have to **byte the bullet** and fix the system bugs now.
phrasal-verb

hold against

Meaning
to blame someone for something
Example
Don’t **hold it against** her; she made an honest mistake.
phrasal-verb

tie nations together through

Meaning
to link countries through shared economic activities
Example
Free trade agreements **tie nations together through** common benefits.
phrasal-verb

greet with a smile

Meaning
to welcome someone warmly with a smile
Example
Always **greet with a smile** when meeting new people.
phrasal-verb

pick up where you left off

Meaning
to continue doing something from the point you stopped
Example
Let’s **pick up where we left off** last week.
phrasal-verb

phase out subsidies

Meaning
to gradually stop providing financial support or benefits
Example
The government plans to **phase out subsidies** for fossil fuels over the next five years.
phrasal-verb

ramp up to

Meaning
to increase or intensify effort or production to recover or meet demand
Example
Factories **ramped up to** meet the rising post-crisis demand.
phrasal-verb

clam up with

Meaning
to suddenly stop talking because of shyness or fear
Example
He **clammed up with** embarrassment when everyone stared at him.
idiom

calm down

Meaning
to become less angry or upset
Example
Please **calm down**, everything is under control.
phrasal-verb

build on success

Meaning
to use past achievements as a foundation for more success
Example
We should **build on success** and keep improving our results.
idiom

catch lightning in a bottle

Meaning
to achieve something amazing and rare through creativity or luck
Example
Their new design **caught lightning in a bottle**.
idiom

A true friend is one who stands by you

Meaning
A true friend will be there for you during difficult times
Example
Even in the worst of times, she proved to be a true friend. **A true friend is one who stands by you**.
idiom

run on empty

Meaning
to continue working even when you are tired or out of energy
Example
He’s been **running on empty** for weeks without a break.
idiom

warm-hearted

Meaning
kind and sympathetic
Example
She is a **warm-hearted** person who cares for everyone.
idiom

get cold feet

Meaning
to suddenly become afraid to do something
Example
He **got cold feet** before proposing to her.
phrasal-verb

build bridges with

Meaning
to improve relationships and promote understanding between people or countries
Example
The summit aimed to **build bridges with** neighboring countries.
phrasal-verb

get lost

Meaning
to lose one's way
Example
We **got lost** in the small streets of Venice.
phrasal-verb

work out at

Meaning
to exercise at a gym or place regularly
Example
I **work out at** the gym every morning before work.
idiom

the calm before the storm

Meaning
a peaceful time before trouble begins
Example
The classroom was silent, like **the calm before the storm**.
idiom

white lie

Meaning
a harmless or small lie told to avoid hurting someone
Example
I told a **white lie** to avoid upsetting her.
idiom

pull the strings

Meaning
to control or influence someone or something secretly
Example
He got the job because his uncle **pulled the strings**.
idiom

to hack into

Meaning
to gain unauthorized access to a system or network
Example
The attackers managed **to hack into** the company's internal servers.
idiom

to hit the books

Meaning
to study intensely
Example
I need to **hit the books** if I want to pass the exam.
idiom

On the breadline

Meaning
Living in poverty or with very little money.
Example
After losing his job, he was almost **on the breadline**.
phrasal-verb

find on

Meaning
to discover something physically on someone or something
Example
The police **found on** him a stolen phone.
phrasal-verb

take note of

Meaning
to pay attention to and remember something important
Example
He carefully **took note of** all the suggestions during the review meeting.
phrasal-verb

run after

Meaning
to chase someone or something
Example
The kids **ran after** their dog in the backyard.
phrasal-verb

cut back on costs

Meaning
to reduce spending or expenses
Example
We need to **cut back on costs** to improve our profit margins.
idiom

zone off

Meaning
to divide an area into sections
Example
They’ll **zone off** part of the hall for workshops.
phrasal-verb

ship out to

Meaning
to send goods to a destination
Example
The factory **ships out to** regional stores every Thursday.
idiom

out of the picture

Meaning
no longer involved or relevant
Example
After the gallery closed, the curator was **out of the picture**.
idiom

have a whale of a time

Meaning
to have an extremely enjoyable time
Example
We **had a whale of a time** at the beach party.
phrasal-verb

care for

Meaning
to look after someone who is sick or in need
Example
He **cares for** his elderly parents every day.
idiom

Take it easy

Meaning
To relax and not worry too much.
Example
**Take it easy**, everything will be fine.
phrasal-verb

talk it out

Meaning
to discuss problems to relieve stress
Example
If you’re feeling tense, it helps to **talk it out** with a friend.
idiom

on the mend

Meaning
recovering from an illness or injury
Example
I was sick last week, but I’m **on the mend** now.
idiom

A pretty picture

Meaning
A pleasant or ideal situation; often used ironically
Example
This isn’t **a pretty picture** – we need to fix these problems.
idiom

heart skips a beat

Meaning
to feel excited or nervous because of love
Example
Every time he smiles, her **heart skips a beat**.
idiom

hard luck story

Meaning
a story about someone's misfortune
Example
He’s always telling a **hard luck story** to get sympathy.
idiom

till the soil

Meaning
to prepare for future success by hard work
Example
He spent years **tilling the soil** before his business finally grew.
phrasal-verb

chill out over

Meaning
to relax while enjoying something like food or a conversation
Example
We **chill out over** coffee every Friday evening.
phrasal-verb

work through hardship

Meaning
to continue working even during difficult times
Example
She managed to **work through hardship** without losing hope.
phrasal-verb

go all in

Meaning
to put all your effort, energy, or enthusiasm into something
Example
He **went all in** to make the event successful.
idiom

spin up

Meaning
to start something quickly, especially a system
Example
The IT team can **spin up** a test server in minutes.
phrasal-verb

set boundaries

Meaning
to establish limits on what you will or will not do, especially in work
Example
It’s healthy to **set boundaries** between work and personal life.
idiom

Economic backbone

Meaning
The most important part of the economy.
Example
Small businesses are the **economic backbone** of the nation.
idiom

take ownership

Meaning
to take full responsibility for something
Example
Leaders should **take ownership** of both successes and failures.
idiom

not my cup of tea

Meaning
not something one likes or enjoys
Example
Watching cricket is **not my cup of tea**.
phrasal-verb

look out

Meaning
to be careful; to pay attention to avoid danger
Example
You should **look out** when crossing the street.
phrasal-verb

scroll up

Meaning
to move the page upward to see earlier content
Example
You can **scroll up** to check the previous messages.
idiom

rolling in money

Meaning
having a lot of money
Example
After his business took off, he’s been **rolling in money**.
idiom

fake it till you make it

Meaning
to act confidently until you actually feel confident
Example
**Fake it till you make it**—confidence will follow.
idiom

play a part

Meaning
to have a role or influence in something
Example
She **played a part** in making the project successful.
phrasal-verb

reach for higher goals

Meaning
to aim or strive for greater success or achievements
Example
She’s always encouraged her team to **reach for higher goals**.
phrasal-verb

look out after

Meaning
to take care of someone, especially someone younger or weaker
Example
My parents taught me to **look out after** my younger cousins.
idiom

Power behind the throne

Meaning
A person or group who has a hidden or indirect influence over the leadership
Example
The chief advisor is often considered the **power behind the throne**.
phrasal-verb

flatten out

Meaning
to stop increasing or decreasing and stay at the same level
Example
After years of fluctuation, growth has **flattened out**.
phrasal-verb

cooperate across

Meaning
to collaborate or work jointly across different boundaries or fields
Example
Universities **cooperate across** continents to exchange research ideas.
idiom

cover all the angles

Meaning
to examine a story or issue from every perspective
Example
The journalist tried to **cover all the angles** before publishing the article.
phrasal-verb

turn on

Meaning
to start a machine or device
Example
Can you **turn on** the Wi-Fi, please?
phrasal-verb

speak up for yourself

Meaning
to express your opinions or defend your feelings confidently
Example
You need to **speak up for yourself** if something feels unfair.
phrasal-verb

feel up to

Meaning
to feel capable of doing something
Example
He didn’t **feel up to** working overtime after such a long day.
idiom

call a spade a spade

Meaning
to speak honestly and directly, even if it’s unpleasant
Example
She always **calls a spade a spade**, no matter who gets offended.
phrasal-verb

pay out

Meaning
to spend or distribute money, especially large amounts
Example
The company had to **pay out** millions in compensation.
idiom

branch out

Meaning
to expand into new activities or areas
Example
The bakery plans to **branch out** into catering services next year.
idiom

second to none

Meaning
the best; better than everyone else
Example
Her cooking is **second to none**.
idiom

swept off your feet

Meaning
to be suddenly and strongly attracted to someone
Example
She was **swept off her feet** by his charm.
idiom

the singularity

Meaning
a hypothetical future point when AI surpasses human intelligence
Example
Some experts believe **the singularity** could change humanity forever.
idiom

architectural eye candy

Meaning
something that is visually appealing but may lack substance or functionality
Example
The new skyscraper in the city is just **architectural eye candy**.
phrasal-verb

rise through self-doubt

Meaning
to overcome feelings of insecurity and believe in your ability
Example
He managed to **rise through self-doubt** and achieve great success.
phrasal-verb

fall out over

Meaning
to argue and stop being friendly with someone because of something
Example
They **fell out over** money matters last year.
phrasal-verb

be over the moon

Meaning
to be extremely happy or delighted
Example
He was **over the moon** when he got his dream job.
idiom

on the up and up

Meaning
honest; truthful; not involved in any wrongdoing
Example
She’s always been **on the up and up** with me.
idiom

come to light

Meaning
to become known or revealed
Example
The truth finally **came to light** after many years.
phrasal-verb

recover lost ground

Meaning
to regain previous progress or position after a decline
Example
The stock market quickly **recovered lost ground** after the policy announcement.
idiom

up to speed

Meaning
to have the latest information or be fully informed
Example
I’ll get you **up to speed** on the new system tomorrow.
phrasal-verb

look on the bright side of things

Meaning
to focus on the positive aspects of a situation
Example
Try to **look on the bright side of things** when things go wrong.
phrasal-verb

log lessons from

Meaning
to record what you learned from an experience
Example
We **log lessons from** each sprint in a shared wiki page.
phrasal-verb

open access to opportunities

Meaning
to make education, jobs, or services available to more people
Example
Digital transformation helps **open access to opportunities** globally.
phrasal-verb

stumble upon

Meaning
to find something by accident
Example
We **stumbled upon** a hidden waterfall in the forest.
idiom

grasp at straws

Meaning
to try any method to succeed, even if unlikely
Example
He was **grasping at straws** when he suggested that idea.
idiom

like a dog with two tails

Meaning
extremely happy and excited
Example
He was **like a dog with two tails** after getting the promotion.
idiom

When there’s life, there’s hope

Meaning
As long as you are alive, there is a chance for improvement.
Example
Don’t give up—**when there’s life, there’s hope**.
phrasal-verb

scale down

Meaning
to reduce the size, cost, or extent of something
Example
Due to rising costs, the company had to **scale down** its expansion plans.
phrasal-verb

ease tensions between

Meaning
to reduce conflict or hostility between countries
Example
Efforts were made to **ease tensions between** the rival nations.
phrasal-verb

fade into

Meaning
to blend gradually with surroundings; become less noticeable
Example
His pale shirt **faded into** the white background.
idiom

Game of thrones

Meaning
A struggle for power or control, often involving manipulation and rivalry
Example
The election turned into a **game of thrones** with leaders fighting for dominance.
phrasal-verb

find peace with

Meaning
to accept something painful and stop being upset about it
Example
In time, she **found peace with** her past mistakes.
phrasal-verb

steady yourself with breathing

Meaning
to calm your body by focusing on slow breaths
Example
I **steady myself with breathing** before I speak to the whole team.
idiom

keep your shirt on

Meaning
stay calm; don’t get angry or impatient
Example
**Keep your shirt on**, we’ll solve it soon.
phrasal-verb

watch out

Meaning
to be alert and careful about something dangerous
Example
**Watch out**! There’s a car coming!
idiom

deep learning

Meaning
A class of machine learning algorithms that uses multiple layers to progressively extract higher-level features from raw input.
Example
The AI system improved through **deep learning**, making it smarter over time.
phrasal-verb

hold in emotions

Meaning
to stop yourself from showing what you feel
Example
He tried to **hold in his emotions** during the meeting.
idiom

vote with one’s feet

Meaning
to show disapproval by leaving or not participating
Example
Many citizens **voted with their feet** by not attending the rally.