WRDashboard

Fork Me on Gitlab

Articles

Code Like a Girl

Control the Light, and Other Actions for Allies

Better allyship starts here. Each week, Karen Catlin shares five simple actions to create a workplace where everyone can thrive.♦1. Control the light

What if we viewed workplace culture as a garden?

That’s the metaphor Abi Adamson used in her closing keynote at the International Allyship Day conference hosted by Next Pivot Point earlier this week.

Adamson gave us a peek at her upcoming book Culture Blooming: Nurturing Workplaces Where People Grow. In her garden metaphor, each person needs the right conditions to thrive.

And while we may not be able to control the “soil” of our organization (the policies, practices, and cultural toxins), we can control the “light.”

We can pay attention to who gets seen, heard, credited, and given career-making opportunities. And make sure people aren’t left to wither in the shadows.

Here are a few ways to put that into practice:

  • Speak their name when they aren’t in the room. Advocate for coworkers in the decision-making rooms where they aren’t present.
  • Give them credit. Publicly acknowledge their ideas, contributions, and expertise.
  • Bring them along. Invite a colleague to join a high-profile meeting to help them gain visibility and exposure to senior leaders.
  • Distribute stretch assignments fairly. Make sure access to high-profile projects and task forces isn’t limited to the same “go-to” people.

Who on your team could use a little more light? And what can you do to shine it their way?

Share this action on Instagram, LinkedIn, or YouTube.

Sponsor 5 Ally Actions and put your brand or business in front of 40,000 caring individuals in business, healthcare, education, and non-profits.

Or, say thanks to Karen and buy her a coffee ☕.

2. Don’t let AI be more biased than humans

Jeepers. New research suggests that AI can develop its own biases from experience and stereotype job applicants even more readily than humans do.

Researchers at Princeton University and the University of Chicago put large language models (LLMs), including ChatGPT, Claude, and Gemini, through a simulated hiring game with four fictional ethnic groups. The LLMs quickly began sorting candidates from different groups into different jobs based on early observations.

For example, when a candidate from one ethnic group failed as a doctor, the models began avoiding other candidates from that group for doctor roles. Instead, they started hiring them to lower-status jobs, such as janitorial work.

The models learned a stereotype from limited evidence and then generalized it to an entire group.

AI can be a powerful tool, but we can’t let it introduce more bias into our hiring decisions than we already have (which is too much).

If your organization is using AI to evaluate candidates, share this research. Ask whether AI is actually helping with the task. And start a conversation about what checks and balances are needed to help prevent further bias in the hiring process.

3. Meet one-on-one with everyone on the team

During the 25 years I worked in the tech industry, my managers always held one-on-one meetings with me. Sometimes they were weekly, sometimes less frequent. Regardless, I relied on them to keep my manager informed, ask for advice, and get help removing roadblocks.

I also got plenty of positive reinforcement about the things I was doing well, along with constructive suggestions for how to get better. I’m not sure how I could have effectively done my job or grown in my career without the feedback I received in these meetings.

You know what else? I would have been angry if my manager had scheduled one-on-one meetings with others on my team, but not with me.

While that’s not something I have experienced, many have. In Being Black In Corporate America, Coqual uncovered 14 specific microaggressions that Black employees experience at significantly higher rates than all other racial groups surveyed. One is, “My manager has met one-on-one with others on my team, but not with me.”

Don’t be that manager.

4. Respectfully showcase diversity in imagery

What story are your images telling?

We send subtle messages whenever and wherever we use images. In presentations and pitch decks. In marketing collateral. In blog posts, websites, and recruiting material. If we consistently show one type of person as the leader, expert, or successful employee, we may inadvertently reinforce stereotypes about who belongs in those roles.

So, the next time you choose a stock photo or use AI to generate an image, take a closer look. Ask yourself, who is represented and who is missing?

And, are you portraying people authentically and respectfully?

I recently updated my list of favorite stock photography resources to include All In Frame, a free stock photography collection led by disabled creatives to help marketers, advertisers, and creative teams tell more authentic stories about disability.

I especially appreciate this guideline from their Terms of Use:

“You may not use the image in any context that demeans, stereotypes, exploits, misrepresents, or otherwise harms the dignity, rights, or lived experience of disabled people or any person depicted in the image.”

While I wish the guideline wasn’t needed, I appreciate the reminder that representation matters and it should be done with respect.

5. Community spotlight: Give feedback by sharing what you’ve learned

I heard from a subscriber whose coworker announced a new productivity tool called “Master Aggregate.”

She reached out to him and asked, “Could we call it something other than ‘master’?”

Then she used one of my favorite techniques for better allies: give feedback by sharing what you’ve learned.

She explained that she’d learned the term “master” isn’t the most inclusive choice from a historical perspective, and often isn’t the clearest way to describe what we’re trying to say.

As an alternative, she suggested the phrase “Synced Aggregate.”

Her coworker thanked her and immediately changed the tool’s name.

Made. My. Day. 🙏

If you’ve taken a step towards being a better ally, please reply to this email and tell me about it. And mention if I can quote you by name or credit you anonymously in an upcoming newsletter.

That’s all for this week. I’m glad you’re on this journey with me,

Karen Catlin (she/her), Author of the Better Allies® book series

100% written by me. I use AI for researching a personal archive of my books and past newsletters, and for light editing.

Copyright © 2026 Karen Catlin. All rights reserved.

Together, we can make a difference with the Better Allies® approach.

  • Sponsor an edition of this newsletter
  • Follow @BetterAllies on Instagram, Medium, or YouTube. Or follow Karen Catlin on LinkedIn
  • Read the Better Allies books
  • Tell someone about these resources
♦♦

Control the Light, and Other Actions for Allies was originally published in Code Like A Girl on Medium, where people are continuing the conversation by highlighting and responding to this story.


Code Like a Girl

Good onboarding isn’t just a tutorial. It’s hospitality.

What happens when you follow every best practice and optimise your onboarding into oblivion

Continue reading on Code Like A Girl »


Elmira Advocate

REGION'S COMPLAINTS PROCESS SURVEY - LIKELY JUST MORE OF THE SAME

 

You know I'd like to fill out a survey that I had some confidence was actually honest and above board. One that for example I could see my survey responses at some later date had not only been received but kept as part of the documentation on file. Do I really believe that my or anybody else's comments have actually been taken to heart by regional staff or politicians? Not a hope. 

The survey I filled out today was advertised in the K-W Record and is the second that I have completed. It makes me wonder what the results of the first survey were. Is the Region hoping to come off looking better simply by their proposed new procedure that was in yesterday's newspaper and probably introduced at regional council the day before? If their ratings have already risen does that mean that they can then backtrack by the five councillors of the appeal group deciding to automatically torpedo 95% of all appeals coming their way?

Surveys and dog and pony shows such as past regional games playing and likely the latest "public information and consultation session"  scheduled for August 20/26 are not true public consultation. Public consultation is less scripted and more public. Citizens ask questions from a microphone so that all present can hear their questions and then also hear the responses back from whomever is representing the government or industry behind the public meeting. Something like that would be worth attending. Private one on one discussions with staff are a waste of time and do nothing.


Code Like a Girl

How Self-Attention Works in Large Language Models: Explained with Simple Examples

Before a language model predicts the next token, it first decides which earlier tokens deserve its attention. Here’s how one simple idea transformed modern AI.♦Image created by author using AI

Imagine you read the following sentence:

The trophy didn’t fit in the suitcase because it was too big.

What does “it” refer to?

The trophy?

Or the suitcase?

Most of us answer that question almost instantly without consciously thinking about it. Somehow, our brain knows which earlier words are important.

Large Language Models face exactly the same challenge.

Before predicting the next token, the model first needs to figure out which earlier tokens matter the most. Not every word contributes equally to the meaning of a sentence. Some words carry the core meaning, while others provide little useful information.

This ability to identify the most relevant parts of a sentence is called self-attention, and it’s one of the key innovations that made modern language models so successful.

Instead of treating every earlier word equally, the model learns to focus on the ones that provide the most useful information.

In this article, we’ll build an intuitive understanding of self-attention without diving into heavy mathematics. By the end, you’ll understand why the Transformer architecture changed natural language processing forever.

Why Earlier Models Struggled

Before Transformers, many language models processed text one word after another.

Imagine someone reading a book while trying to remember every previous sentence. As the story becomes longer, remembering details from earlier chapters becomes increasingly difficult.

Earlier neural network architectures faced a similar challenge. Although techniques like LSTMs and GRUs improved long-term memory, they still struggled with capturing relationships between words that were far apart in a sentence.

Consider this sentence:

The animal didn’t cross the road because it was tired.

When we read the word it we immediately understand that it refers to the animal.

For a machine, making that connection isn’t obvious.

The model needs a way to look back at the sentence and decide which earlier words matter most.

That is precisely what self-attention was designed to do.

♦Image created by author using AIWhat Is Self-Attention?

Imagine you’re attending a meeting with ten people.

At the end of the discussion, someone asks:

Who approved the budget?

You don’t replay every sentence spoken during the meeting.

Instead, your brain immediately focuses on the finance manager because that’s the person most likely to have the answer.

Your attention naturally filters out information that isn’t relevant.

Self-attention works in a similar way.

Instead of treating every token equally, the model asks:

Which previous tokens should I pay attention to before making my next prediction?

Every token examines the other tokens in the sentence and decides how much importance each one deserves.

Some receive a great deal of attention.

Others receive very little.

Every Token Looks at Every Other Token

At first, this raises an interesting question.

If every token can look at every other token, how does the model know which word came first?

Self-attention alone doesn’t understand word order.

That’s why Transformers add positional encoding, which gives every token information about its position in the sentence before attention is calculated. Positional encoding and self-attention work together — one tells the model where a token appears, while the other helps decide which tokens matter most.

Without positional encoding, the sentence:

Dog bites man

would look almost identical to

Man bites dog.

Let’s look at a simple sentence.

The cat sat on the mat.

When processing the token sat, the model doesn’t only look at the previous word.

Instead, it considers every token in the sentence.

An example attention distribution might look like this:

| Token | Attention |
|-------|----------:|
| The | 5% |
| cat | 60% |
| sat | 20% |
| on | 10% |
| mat | 5% |

The model isn’t reading the sentence strictly from left to right.

Instead, it builds relationships between all tokens simultaneously.

This ability to connect distant words is one of the biggest reasons Transformers outperformed earlier language models.

♦Image created by author using AIUnderstanding Attention Scores

How does the model decide which words deserve more attention?

It calculates an attention score between every pair of tokens.

A higher score means one token is more relevant to another.

Imagine the scores looked like this:

cat -> sat = 0.82

cat -> mat = 0.11

cat -> the = 0.07

These numbers aren’t manually programmed.

During training, the model gradually learns which relationships are useful for making accurate predictions.

After seeing billions of examples, it becomes remarkably good at identifying important connections.

Queries, Keys, and Values

Most explanations of self-attention immediately introduce three unfamiliar terms:

  • Query
  • Key
  • Value

That can make the idea seem much more complicated than it really is.

Instead, let’s first understand why these concepts exist.

A useful analogy is searching for a book in a library.

Imagine you’re looking for a book about machine learning.

  • Your search request is the Query.
  • Every book has a label describing its topic. That’s the Key.
  • The contents inside the matching book are the Value.

You compare your search request with every book label.

The closer the match, the more likely you are to open that book.

Self-attention works almost the same way.

Each token creates:

  • a Query describing what information it’s looking for
  • a Key describing what information it offers
  • a Value containing the information that will actually be shared

The model compares every Query with every Key.

The better the match, the more influence that token’s Value has on the final representation.

You can think of Query, Key, and Value as a search engine.

The Query represents what the token is looking for.

The Key describes what information another token offers.

The Value contains the information that can be shared.

Although the underlying mathematics involves matrix multiplication and dot products, the core idea is surprisingly intuitive:

Tokens that are more relevant to each other receive more attention.

♦Image created by author using AIMulti-Head Attention

Looking at language from a single perspective isn’t always enough. Language contains many different types of relationships.

Imagine asking a group of experts to analyze the same sentence.

One focuses on grammar.

Another looks for relationships between subjects and verbs.

Another tracks pronouns.

Another searches for long-distance connections.

Multi-head attention works in a surprisingly similar way.

The outputs from all attention heads are then combined before passing to the next Transformer layer.

♦Image created by author using AIWhy Self-Attention Changed AI

Self-attention solved several problems that earlier language models struggled with.

It allows every token to interact directly with every other token in the sequence, making it much easier to capture long-range relationships.

Unlike recurrent models, Transformers can process all tokens in parallel during training, significantly improving training efficiency on modern hardware.

Because of these advantages, self-attention became the foundation of today’s Large Language Models.

Self-attention does have one important limitation.

Every token compares itself with every other token.

As the input becomes longer, every token has to compare itself with more tokens, causing the amount of computation to grow rapidly.

That’s one reason researchers continue developing more efficient attention mechanisms for long-context models.

Whether you’re using GPT, Claude, Gemini, Llama or DeepSeek, they all rely on this same fundamental idea.

Does Self-Attention Mean the Model Understands Language?

Not exactly.

Self-attention helps the model decide which parts of the context deserve the most focus.

It does not mean the model understands language the way humans do.

The model still learns statistical patterns from enormous amounts of text.

Self-attention is simply one mechanism that makes those learned patterns far more useful.

Common Misconceptions

Self-attention is memory.

Not quite. Attention determines which tokens are most relevant at the current moment.

Memory is a broader concept involving the model’s parameters and its context window.

Every token receives equal attention.

No. Different tokens receive different attention scores depending on the context.

Self-attention alone makes Large Language Models intelligent.

Self-attention is one important component. Embeddings, positional encoding, feed-forward networks, training data, optimization algorithms, and massive computational resources all contribute to the model’s capabilities.

Key Takeaways
  • Every token can attend to every other token.
  • Attention scores are learned during training.
  • Queries, Keys, and Values determine how attention works.
  • Multi-head attention captures different types of relationships.
  • Self-attention is one of the core ideas behind every Transformer model.
Conclusion

Self-attention solved one of the biggest challenges in language modeling:

How can a model decide which earlier words matter most?

Instead of reading text one token at a time and hoping important information isn’t forgotten, Transformers allow every token to examine the entire context before making a prediction.

That simple shift completely changed modern AI.

Today, every time ChatGPT generates a response, millions of attention calculations happen behind the scenes.

Before making a prediction, every token effectively asks:

Out of everything I’ve seen so far, what deserves my attention right now?

The answer to that question guides the model toward its next prediction.

Once you understand self-attention, ideas like Transformers, inference, context windows, and even AI agents become much easier to understand because they all build on this same foundation.

How Self-Attention Works in Large Language Models: Explained with Simple Examples was originally published in Code Like A Girl on Medium, where people are continuing the conversation by highlighting and responding to this story.


Code Like a Girl

Token Economics 101: Why Your Prompt is Probably 3x Longer Than it Needs to Be

In a 2023 paper titled LLMLingua, researchers at Microsoft Research ran an experiment: strip everything from a prompt except the tokens…

Continue reading on Code Like A Girl »


Code Like a Girl

Arrays: From Classroom Attendance to Algorithms

Episode 2

Think about a classroom during attendance.

Each student is assigned a roll number:

  • Roll No 1 → Rahul
  • Roll No 2 → Priya
  • Roll No 3 → Arjun
  • Roll No 4 → Sneha

Now suppose the teacher wants to know:

“Who is Roll No 25?”

The teacher doesn’t need to read every student’s name before that. Since each student already has a position, they can directly look up Roll №25.

Arrays work similarly. Every element has a position (index), allowing quick access. That ability to access information by its position is one of the reasons arrays are so useful.

What’s interesting is that most developers start using arrays long before they formally learn Data Structures and Algorithms. Whenever you’ve worked with a list of users, products, notifications, messages, comments, or transactions, you’ve likely been using arrays without giving them much thought.

Arrays are everywhere because a large number of real-world applications deal with collections of similar pieces of data. Whether you’re displaying products on an e-commerce website, showing notifications in a mobile app, or rendering search results on Google, chances are an array is involved somewhere behind the scenes.

Understanding arrays is important because they are not just another data structure. They are the foundation on which many other DSA concepts and problem-solving patterns are built.

So What Exactly Is an Array?

An array is a data structure that stores multiple values under a single variable name.

Imagine having to store the names of students in a classroom without arrays:

const roll_No1 = "John";
const roll_No2 = "Sarah";
const roll_No3 = "Mike";
const roll_No4 = "Emma";

This works when there are only a few users, but it quickly becomes difficult to manage as the list grows.

Arrays solve this problem by allowing us to group related values together:

const students = ["John", "Sarah", "Mike", "Emma"];

Instead of managing four separate variables, we now have a single array that contains all the users.

Each value inside the array is assigned a position known as an index. One thing that need to remember is that array indexing starts from 0, not 1.

const students = ["John", "Sarah", "Mike", "Emma"];
console.log(students[0]); // John
console.log(students[1]); // Sarah
console.log(students[2]); // Mike

Here, "John" is stored at index 0, "Sarah" at index 1, and "Mike" at index 2.

This idea of assigning a position to every element is what makes arrays so powerful.

Why Are Arrays So Fast?

Let’s go back to our classroom example.

Suppose a teacher wants to know who has Roll No 50. The teacher doesn’t need to start from Roll No 1 and count all the way to 50. Since every student already has an assigned position, they can directly look up Roll No 50.

Arrays work in much the same way.

Because every element has an index, the computer can directly access the required position instead of searching through the entire collection.

const numbers = [10, 20, 30, 40, 50];
console.log(numbers[3]);

When we ask for numbers[3], the computer doesn't start from the beginning and count its way to the fourth element. It already knows exactly where that position is located and can retrieve it immediately.

Whether the array contains 5 elements or 5 million elements, accessing an element by its index requires essentially the same amount of work.

That’s why array access is considered O(1), also known as constant time complexity. The size of the array doesn’t affect how quickly the element can be retrieved.

Common Array Operations and Their Complexity

Now that we understand how arrays are organized, let’s connect them to the complexity concepts we discussed in Episode 1.

Some array operations are extremely fast, while others become more expensive as the array grows.

Understanding why these complexities differ is much more valuable than simply memorizing them.

Accessing an Element

Suppose we want to access the element at index 5:

arr[5]

Since every element in an array has a fixed position, the computer can directly jump to that location and retrieve the value.

There is no need to check the elements before it or search through the array.

That’s why accessing an element by index takes O(1) time.

Searching for an Element

Now consider a different problem. Instead of asking for a specific position, we’re looking for a specific value.

const arr = [10, 20, 30, 40, 50];

Suppose we want to find the value 50.

The computer has no way of knowing where that value is located, so it starts checking the elements one by one.

Is it 10?
Is it 20?
Is it 30?
Is it 40?
Is it 50?

In the worst case, the value might be at the very end of the array, or it might not exist at all. That means every element may need to be inspected.

As the array grows, the amount of work grows as well, which gives us a time complexity of O(n).

Inserting at the End

Adding a new element to the end of an array is usually straightforward.

[10, 20, 30, 40]

Insert 50:

[10, 20, 30, 40, 50]

Nothing else needs to move, so this operation typically takes O(1) time.

Inserting at the Beginning

Now let’s insert a value at the start of the array.

[10, 20, 30, 40]

Insert 5:

[5, 10, 20, 30, 40]

From our perspective, this looks like a simple operation. Internally, however, every existing element must shift one position to the right to make space for the new value.

10 → moves to index 1
20 → moves to index 2
30 → moves to index 3
40 → moves to index 4

The larger the array becomes, the more elements need to be moved.

That’s why inserting at the beginning has a time complexity of O(n).

Deleting from the Beginning

A similar situation occurs when we remove the first element.

[10, 20, 30, 40]

Remove 10:

[20, 30, 40]

After the deletion, every remaining element must shift one position to the left to fill the gap.

Because the amount of work grows with the size of the array, deleting from the beginning also takes O(n) time.

The key takeaway is that arrays are incredibly efficient when you know exactly where the data is located, but operations that require shifting many elements can become expensive as the array grows.

Problem 1: Find the Largest Number in an Array

Let’s start with one of the most common array problems.

Given an array of numbers, find the largest value present in it.

Input:

[5, 9, 2, 15, 7]

Output:

15
How Should We Think About It?

Imagine all the numbers are placed on a table.

Instead of comparing every number with other numbers, we can keep track of the largest number we’ve seen so far.

We start by assuming the first number is the largest. Then, as we move through the array, we compare each number against our current largest value. Whenever we find a bigger number, we update it.

By the time we reach the end of the array, the value we’re holding will be the largest number in the entire array.

Solution
function findLargest(arr) {
let largest = arr[0];
for (let num of arr) {
if (num > largest) {
largest = num;
}
}

return largest;
}
Array = [5, 9, 2, 15, 7]
Start:
largest = 5
5 > 5 ? No
largest = 5
9 > 5 ? Yes
largest = 9
2 > 9 ? No
largest = 9
15 > 9 ? Yes
largest = 15
7 > 15 ? No
largest = 15
Answer = 15
Complexity Analysis

We traverse the array exactly once, checking each element against the current largest value.

  • Time Complexity: O(n)
  • Space Complexity: O(1)

The time complexity is O(n) because every element is visited once. The space complexity is O(1) because we only use a single variable, largest, regardless of how large the array becomes.Pattern Behind This Problem

This problem introduces one of the most fundamental patterns in Data Structures and Algorithms: Linear Traversal.

In this problem, we start at the beginning of the array and examine every number exactly once while keeping track of the largest value we’ve seen so far. While traversing, we can perform whatever operation the problem requires, such as finding a maximum value, counting elements, calculating a sum, or checking a condition. Although the pattern seems simple, it appears surprisingly often. You’ll encounter it while working with arrays, strings, linked lists, trees, and many other data structures.

As we move through this series, we’ll build on this foundation and explore more advanced patterns that evolve from the same basic idea.

Problem 2: Count Even Numbers in an Array

Consider the following array:

[2, 5, 8, 11, 14, 19]

We need to count how many even numbers are present in the array.

The answer is:

3

because 2, 8, and 14 are even.

Before writing any code, think about what information we actually need. The problem is asking for the count of even numbers, not the numbers themselves. That means there is no need to store even numbers we find.

Instead, we can start with a counter set to 0 and traverse the array one element at a time. Whenever we encounter an even number, we increment the counter by one. By the time we reach the end of the array, the counter will tell us exactly how many even numbers are present.

Instead of storing every even number, we only need a count.

Start with zero.

Whenever you encounter an even number, increase the count.

Continue until the array ends.

Solution
function countEvenNumbers(arr) {
let count = 0;
for (let num of arr) {
if (num % 2 === 0) {
count++;
}
}
return count;
}
Complexity Analysis

Again, every element is visited once.

Time Complexity: O(n)

Space Complexity: O(1)

Pattern Behind This Problem

Behind this solution is the same Linear Traversal pattern that we saw in the previous problem. We move through the array one element at a time and perform a small piece of work for each element.

However, this problem introduces another important concept: maintaining a running value.

Instead of storing every even number we encounter, we keep track of only the information we actually need. In this case, that information is the count of even numbers, so we continuously update a single variable as we traverse the array.

This idea shows up frequently in DSA. Whether you’re calculating a running sum, tracking a maximum value, counting occurrences, or maintaining a window of information, the underlying approach is process each element and keep updating a variable that represents the current state of the solution.

The Bigger Picture

At first glance, arrays might look simple.

In fact, many developers underestimate them because they are usually the first data structure we learn.

But arrays are the foundation for a huge portion of Data Structures and Algorithms.

Many popular patterns begin with arrays:

  • Linear Traversal
  • Two Pointers
  • Sliding Window
  • Prefix Sum
  • Binary Search
  • Hashing
  • Kadane’s Algorithm

The important thing is to recognize that arrays are where these patterns start.

Once you’re comfortable traversing arrays and understanding their complexity, learning those patterns becomes much easier.

For anyone interested in practicing further, here are a few LeetCode problems that align well with the concepts covered in this episode.

1480. Running Sum of 1D Array
1732. Find the Highest Altitude
2011. Final Value of Variable After Performing Operations
485. Max Consecutive Ones
414. Third Maximum Number

A Little More Challenging

724. Find Pivot Index
121. Best Time to Buy and Sell Stock
53. Maximum Subarray
697. Degree of an Array
1748. Sum of Unique Elements

In the next episode, we’ll explore the Two Pointers pattern and discover why having two positions moving through an array can often be more useful than having just one.

Arrays: From Classroom Attendance to Algorithms was originally published in Code Like A Girl on Medium, where people are continuing the conversation by highlighting and responding to this story.


James Davis Nicoll

Over With Quick / Find Me Where It Ends By Cassandra Khaw

Cassandra Khaw’s 2026 Find Me Where It Ends is an upcoming fantasy novella of existential despair.

Antigone’s family has a rare gift. Or perhaps it is a curse. Impending death appears to them as a dog, a different dog for each member of the family. Whether this is a gift or a curse depends on how one feels about the timing of the dog’s manifestation.


Kitchener Panthers

Penalver powers Panthers to win over Toronto

KITCHENER - Yosvani Penalver only had one hit on the night, but it provided the momentum swing the Kitchener Panthers needed.

Down 2-0, he hit a three-run home run in the third inning and Kitchener never looked back in a 7-5 win over the Toronto Maple Leafs Thursday night at Jack Couch Park.

The Panthers scored three more in the fourth, two of which came off the bat of Malik Williams. His two-run single extended the lead, while Williams reached a milestone with his 100th career RBI.

Jorge Minyety got the win, striking out three in six innings of work. He gave up two runs on four hits, including a first inning solo homer from Yasiel Puig.

Jacob Liberta gave up three runs (two earned in the ninth), and Toronto did get the tying run to the plate, but the lefty reliever wrapped things up.

Kitchener improves to 14-26 on the season, while Toronto dropped to 12-24.

The Panthers hit the road to Welland on Saturday, before playing four of their next five at home. The next home game is Sunday at 2:05 p.m. against Barrie.

Kitchener will sport special jerseys on Sunday, commemorating Orange Shirt Day to honour the National Day for Truth and Reconciliation.

GET YOUR TICKETS NOW and #PackTheJack!

BOXSCORE


Kitchener-Waterloo Real Estate Blog

Family Home in the Heart of Laurelwood Waterloo | 298 Pineland Place

Located on a quiet court in the heart of Laurelwood, 298 Pineland Place is a beautifully updated family home offering approximately 2,500 square feet of finished living space, 3+1 bedrooms, 3 bathrooms and an exceptionally deep, private backyard.

With a bright open-concept main floor, renovated bathrooms, a fully finished basement and a 180-foot-deep lot surrounded by mature trees, this property offers the space and functionality many buyers are looking for when considering homes for sale in Laurelwood, Waterloo.

A Bright and Functional Main Floor

The main level is designed around everyday family living, with an open layout connecting the kitchen, dining area and family room.

At the centre of the space is a well-appointed eat-in kitchen featuring granite countertops, a tiled backsplash, under-cabinet lighting and extensive cabinetry. A large centre island provides additional prep space and breakfast bar seating, while premium appliances and an integrated dining area make the kitchen equally functional for busy mornings, family meals and entertaining.

Just beyond the kitchen, the sunken family room provides a comfortable gathering space with direct views and access to the backyard.

Large glass sliding doors open onto the rear deck, bringing in natural light and creating an easy connection between the indoor and outdoor living areas.

A convenient 2-piece powder room completes the main level.

A Spacious Primary Suite

Upstairs, the primary bedroom offers significantly more space than a typical bedroom layout.

Double-door entry opens into a generous suite with vaulted ceilings, a separate lounge or sitting area and dual closets. The room provides enough space to create a true retreat while still maintaining excellent storage.

The renovated 3-piece ensuite features a tiled glass shower with a rain shower fixture and modern finishes.

Two additional bedrooms are also generously sized and share an updated 4-piece main bathroom with a tub and shower combination, providing a practical layout for families.

♦ Additional Living Space in the Finished Basement

The fully finished basement adds valuable flexibility to the home and extends the usable living space well beyond the main two levels.

An oversized family room provides plenty of room for a secondary TV area, games room or recreation space. A separate office or den creates a dedicated area for working from home, homework or hobbies.

The lower level also includes an additional bedroom, laundry room and excellent storage.

For growing families, buyers working from home or those who regularly host overnight guests, the basement provides options that can adapt as needs change.

♦ A 180-Foot-Deep Backyard

The backyard is one of the defining features of 298 Pineland Place.

At approximately 180 feet deep, the lot offers considerably more outdoor space than is typically found in many established Waterloo neighbourhoods. Mature trees surround the property, creating a private and tranquil setting behind the home.

A large deck provides plenty of room for outdoor dining and entertaining, while the pergola adds a defined seating area. The fully fenced yard also includes a shed and extensive lawn space for children, pets, gardens or additional outdoor living areas.

With direct access from the family room, the backyard functions as a natural extension of the main living space throughout the warmer months.

♦ Living in Laurelwood, Waterloo

Laurelwood continues to be one of Waterloo’s most established and sought-after west-end neighbourhoods, particularly for buyers looking for family-oriented streets, schools, parks and convenient access to everyday amenities.

298 Pineland Place is located within walking distance of neighbourhood schools and is zoned for Laurelwood Public School and Laurel Heights Secondary School, with St. Nicholas Catholic School also nearby.

The home is also just minutes from:

  • Laurel Creek Conservation Area
  • Stork Family YMCA
  • Waterloo Public Library, Harper Branch
  • The Boardwalk
  • Grocery stores, restaurants and everyday shopping
  • University of Waterloo
  • Wilfrid Laurier University
  • Major commuter routes throughout Waterloo Region

Laurel Creek Conservation Area adds extensive green space, trails and outdoor recreation close to home, while The Boardwalk provides convenient access to shopping, restaurants, services and entertainment.

For families balancing school, work, recreation and commuting, the location offers strong day-to-day convenience without sacrificing the residential feel that draws many buyers to Laurelwood.

♦ 298 Pineland Place, Waterloo

298 Pineland Place offers approximately 2,500 square feet of finished living space across three levels, with a well-appointed kitchen, spacious primary suite, renovated bathrooms, finished basement and an exceptionally private 180-foot-deep backyard.

Set on a quiet court in an established Laurelwood location, it is a strong option for buyers searching for a spacious, move-in-ready family home in west Waterloo.

For more information about 298 Pineland Place or to arrange a private showing, contact The Deutschmann Team.

The post Family Home in the Heart of Laurelwood Waterloo | 298 Pineland Place appeared first on Kitchener Waterloo Real Estate Agent - The Deutschmann Team.


Greater Kitchener Waterloo Chamber of Comerce

Is Your Business Set Up for the Tools You Use Every Day?

Is Your Business Ready Set Up for the Tools You Use Everyday? ♦

A typical workday depends on a lot of small connected moments. A payment goes through. A phone call comes in. A staff member checks a schedule. A customer uses Wi-Fi while waiting. Someone opens a cloud file, updates an order, or checks information from another device.

None of these actions may seem significant on their own. They are simply part of how the business runs. But together, they show how many everyday tasks now rely on Internet, Wi-Fi, phone, and network services working together in the background.

When everything is working well, those systems are easy to take for granted. As businesses add more staff, more devices, new software, or new ways of serving customers, it becomes helpful to ask whether the setup behind those systems still reflects how the business operates today.

Being “set up” means your Internet, Wi-Fi, phone, and network services still reflect the tools, systems, and workflows your business depends on today. That does not always mean something needs to change. It means the business has a clearer picture of what it depends on.

More of the Workday Runs Online
Business Internet is no longer just used for email, web browsing, and basic office tasks. For many Ontario businesses, connectivity now supports phone systems, payment terminals, cloud- based platforms, video meetings, customer portals, file sharing, scheduling tools, security systems, and connected devices throughout the workplace. For businesses that rely heavily on customer calls, Business Voice can also be an important part of that connected environment.

In a retail store, that may include a point-of-sale system, debit terminal, guest Wi-Fi, inventory tools, and cameras. In a professional office, it may include cloud files, phone service, shared applications, video calls, and remote access. In a clinic, restaurant, warehouse, or service business, the tools may look different, but the reliance is similar.

More of the workday now runs through connected systems. That makes connectivity part of the operating environment, not just a service in the background.

Everyday Changes Can Add Up Over Time

Business needs often change gradually. A new employee joins the team. A new software platform is added. Staff begin using more cloud-based files. A payment system is updated. Guest Wi-Fi becomes more important. More devices are connected throughout the workplace. A phone system starts supporting more customer calls. Each change may seem small on its own. Over time, those changes can add up.

The services that worked well when the business had fewer users, fewer systems, or different workflows may now be supporting more than they were originally set up to handle. That does not mean the current setup is wrong. It means the business has evolved.

This is especially true for small and mid-sized businesses that grow in practical, everyday ways. Growth is not always a major expansion. Sometimes it looks like more customers, more connected systems, more staff using shared tools, or more work happening online throughout the day.

Why a Clearer View Can Help Your Business Plan Better

Many businesses know which Internet, phone, or Wi-Fi services they have. Fewer have a clear view of everything those services support. That matters because connected systems are often linked together in daily operations. If staff use Business Wi-Fi for tablets, payment systems, cloud software, scheduling tools, and customer communication, Wi-Fi is not just a convenience. It is part of how work gets done.

The same applies to Business Internet, Voice, and Network Solutions. These services may
support more day-to-day activity than expected, especially when several systems are being
used at the same time.

For business owners and decision makers, understanding that full picture can make planning easier. It can show whether the current setup still fits the  way the business works, whether certain areas need more consistent support, or whether a more managed network environment could help simplify how everything works together.

A clearer view can also support better cost-awareness. It can help identify whether the business is using the right services for how it operates today, whether certain systems need more reliable support, or whether there are areas where the current setup no longer matches the way work is
being done.

The benefit is not only technical. It is practical. Understanding what your connectivity supports can help your business make more informed decisions, avoid reactive changes later, and plan with more confidence as needs evolve.

 

Examples of Connected Tools by Business Type

Every business uses connected tools differently. The right setup depends on how the business operates, which systems are most important, and how staff and customers interact throughout the day.

  • For a retail business, connectivity may support payment terminals, point-of-sale systems, guest Wi-Fi, inventory tools, cameras, and customer communication.
  • For a professional office, it may support cloud files, phone systems, video meetings, shared applications, remote access, printers, and staff devices.
  • For a restaurant or café, it may support debit terminals, online ordering, digital menus, guest Wi-Fi, scheduling tools, phones, and staff devices.
  • For a service-based business, it may support dispatching, scheduling platforms, customer calls, shared files, mobile staff, and cloud-based systems used in the field.
  • For a clinic, studio, or appointment-based business, it may support booking systems, phones, payment tools, customer records, Wi-Fi, security systems, and staff communication.

The details may vary, but the larger point is the same: more everyday business activity depends on connected systems working together.

 

What to Look at Before Making Changes
Taking a closer look at your connected environment does not need to be complicated. It can start with a few simple questions about how your business works today.

What systems does your team rely on every day to communicate, serve customers, process payments, access files, or manage work? Which of those systems rely on Internet, Wi-Fi, phone, or network services? Have you added more users, devices, software, or customer-facing systems since your services were first set up?

It can also help to think about which systems are most important during busy periods. Phones, payment systems, staff devices, guest Wi-Fi, cloud tools, and security systems may all be active at the same time.

Consider whether any connected systems would interrupt the workday if they became unreliable. For some businesses, that may be payments or phones. For others, it may be scheduling software, cloud files, remote access, customer portals, or Wi-Fi-connected devices.

It is also useful to think about support. Do staff know who to contact if something is not working? Are services managed separately, or is there a clear point of contact? Has the business added new systems without taking a broader look at how everything works together?

That does not automatically mean the business needs a different service. It simply helps show what the current environment is supporting. For a related look at signs your current setup may need attention, read When It’s Time to Upgrade Business Internet. For decision makers, that clarity can be valuable. It provides a better view of what the business depends on today and where future planning may be helpful.

Planning for a More Connected Business

As businesses become more connected, planning becomes less about looking at one service on its own and more about understanding how everything works together.

Internet, Wi-Fi, phones, network services, and support all play a role in helping the business stay organized, responsive, and ready for everyday work. When those pieces are aligned with how the business operates, staff can access the tools they need more consistently, customer- facing systems are better supported, and future changes become easier to plan for.

For some businesses, the current setup may still be a good fit. For others, taking a closer look may reveal areas where Wi-Fi coverage, voice services, connected devices, or Network Solutions could be better aligned with how the business works today. The value is in having a clearer picture before decisions feel rushed.

Connected systems are now part of the everyday workday. Taking time to understand what supports them can help your business make practical decisions, plan with more confidence, and stay prepared as needs continue to evolve.

Download the Checklist.
Explore Business Solutions
Execulink Business offers Internet, Voice, Wi-Fi, and Network Solutions designed to support the way businesses operate today, backed by Ontario-based support.
Explore Business Solutions at execulink.ca/business.

The post Is Your Business Set Up for the Tools You Use Every Day? appeared first on Greater KW Chamber of Commerce.


Elmira Advocate

WATERLOO REGION: "WE NEED TO BUILD TRUST AND ACCOUNTABILITY" " ESPECIALLY AS THEY DON'T DESERVE IT.

 

Hypocrisy, puffery and obfuscation, the three building blocks of politics. The quote about trust and accountability in the title above came from Amy Shaw of the Region of Waterloo.  Amy who? Is that the same Amy Shaw who worked for our grossly corrupt and dishonest Ontario Ministry of Environment for decades? Or was it only for many years? Either way I think she knows where she can put your trust and the Region's accountability and that is along with everybody else's trust and that is deep on the back shelf beside the non existent regional accountability. God the overwhelming nerve! I'll just bet that she and Hadley are buddies too. 

Meanwhile Wilmot Mayor Salonen has got to go in the upcoming election if as stated in today's K-W Record article "I'm really happy with where we are".  Longtime Wilmot resident Martha Bricker however referred to the all councillor appeals committee thusly: "If it's just councillors, it's just going to be the same old, same old." With age comes both wisdom and honesty provided you're not a politician.

Some of the terms of the new water interference process have been improved but not all. The one concerning an independent third party or professional doing the investigating can be easily monkied with as so many allegedly private and independent hydrogeologists and firms have long term financial interests with either the Ministry of Environment or the Region of Waterloo. Both sketchy parties sub contract studies and hydrogeological investigations to many different private consulting firms who once on the approved list want to stay there. Actually being independent and coming up with results that either the Region or the MECP don't want can end their government work.

Of course the real stinker is that after the investigation is completed and results submitted a resident told that their well has not been interfered with can appeal to a committee of five regional councillors. This is where the rubber meets the road and simply is not acceptable. The Region have showed that they do not play fair including ignoring written agreements with Wilmot Township as well as denying obvious interference claims in the past  while drastically increasing their water pumping from Wilmot wellfields.



The Backing Bookworm

All Our Beautiful Goodbyes



All Our Beautiful Goodbyes caught my eye but left me very disappointed. It had an interesting, atmospheric setting (the very remote Sable Island off the coast of Nova Scotia, Canada) but the storytelling and main character left much to be desired.
Let's start with Emma, the main character. She had an interesting childhood on the remote island but her whole personality was being immature and making bad choices. 
Next, this is supposed to be a historical romance - and this author has written almost 50 books - many of them romances - and yet in this book the romances felt awkward and with no depth or emotional punch set within a story that didn't seem to know what it wanted to be. 
I wanted interesting characters, poignant moments and engaging storylines but instead I got simplistic dialogue, juvenile storytelling and, granted, some interesting themes (PTSD, women's roles ...) and a tidbit of Canadian history but none of them were explored in any depth. 
I liked the setting and era but so much more could have been done with this book. If you're looking for books with Canadian history, well-developed characters and storylines, this is not the book for you (Genevieve Graham would be a much better choice). This author gets good reviews on her other books but based on this book alone, I would not recommend it.

My Rating: 2.5 starsAuthor: Julianne MacLeanGenre: Historical Fiction (Canada)Type and Source: ebookPublisher: Lake Union PublishingFirst Published: March 25, 2025

Book Description from GoodReads: From USA Today bestselling author Julianne MacLean comes an epic tale of unrequited love that is by turns breathtaking, heartbreaking—and utterly unforgettable.
1946: World War II is over, and Emma Clarkson is poised to take flight. With dreams of attending university, she’s ready to leave behind the wild beauty of Sable Island, the only home she’s ever known. But when a handsome British sea captain is rescued from a nearby shipwreck, her destiny is forever changed.

Emma falls deeply in love with Oliver Harris, but their romance is not meant to be. Oliver returns to the sea, while Emma vows to forget him and pursue her own ambitions. When a handsome veterinarian arrives on the island to study the wild horses, Emma finds love again, but soon discovers that all is not as it seems…

1995: Mourning the death of her beloved grandmother, Joanna Griffin is shocked to learn that her grandfather once loved a young woman named Emma, but lies, betrayals, and catastrophic events separated them forever. As Joanna crosses an ocean to solve the secrets of her grandfather’s past, she learns that love is a powerful force, even mightier than the passage of time…

A shining thread of hope illuminates this epic tale of lost love and fallen dreams, set in the remote splendor of Nova Scotia and spanning decades.

Code Like a Girl

The Secret to Developing an App in 48 Hours and Crashing it in the First Week

The Hidden Cost of Building Software Without Engineering

Continue reading on Code Like A Girl »


Code Like a Girl

6 engineering articles I read this week that were actually worth my time

I Replaced Doom-Scrolling With System Design This Week

Continue reading on Code Like A Girl »


Code Like a Girl

Table-Valued Functions in SQL: Turning Requests Into Data Tables

♦Photo by JC Gellidon on Unsplash

I’m pretty sure all of us know how going out for dinner works. And no, I’m not talking about all the preparations before leaving the house or the famous waiting time while your partner is getting ready. 😄

I’m talking about the best part: sitting at the table, opening the menu, and telling the waiter what you’d like to eat.

For you, it is just a simple dish name:
“I would like the carbonara pasta, please.”

But have you ever wondered how your order looks from the chef’s perspective?

The chef doesn’t simply see “carbonara pasta.” Behind that simple request, there is a detailed recipe: ingredients, quantities, and instructions that transform your choice into the final dish arriving at your table.

And this is exactly how we can think about Table-Valued Functions in SQL: a simple request can be transformed into a complete set of information — a table of results ready to be used.

From a Dinner Order to a Data Table

In my previous article, we explored CROSS APPLY and saw how SQL can execute a function for every row returned by another table.

But that raised an important question: what type of function can return a complete set of rows instead of a single value?

CROSS APPLY does not create those rows. It simply consumes the result returned by the function and combines it with the outer query.

This is where Table-Valued Functions come into play. Just like a chef needs a complete list of ingredients to prepare a dish, SQL sometimes needs a complete table of results to continue processing the data.

Let’s move forward because somehow I’m starting to get hungry 😅

So, getting into a more technical part, we know that a Table-Valued Function (TVF), as you most probably got from its name, is a function that returns a table.

The magic of a TVF (Table-Valued Function) is not only what it returns, but how SQL can use that result.
Let’s take a look at the recipe

Before the chef (or maybe you 😉) can prepare your dish, they need a recipe that explains what ingredients are required and how they should be combined. That recipe isn’t just a simple instruction; it contains everything needed to prepare the final dish in a structured way.

A Table-Valued Function works in a very similar manner. It receives an input, applies a set of instructions, and returns a structured list of results, so we have:

So, how do we actually create that “recipe”? 🤔

Pretty simple:

CREATE FUNCTION dbo.GetRecipeIngredients(...)
RETURNS TABLE
AS
RETURN
(
SELECT ...
)

At first glance, it looks like any other SQL function. It has a name, it can accept parameters, and it contains logic that produces a result.

But there is one key difference: instead of returning a single value, it returns an entire table that can be queried just like any other table in your database.

And that’s where the real power of Table-Valued Functions begins.

Now, let’s imagine our restaurant database keeps track of its menu and recipes. To prepare a dish, we need to know which ingredients belong to each menu item:

and

and

How our code for the table-valued function look like?

CREATE FUNCTION dbo.GetRecipeIngredients
(
@MenuItemID INT
)
RETURNS TABLE
AS
RETURN
(
SELECT
m.DishName,
i.IngredientName,
CONCAT(ri.Quantity, ' ', ri.Unit) AS Quantity
FROM RecipeIngredients AS ri
INNER JOIN Ingredients AS i
ON ri.IngredientID = i.IngredientID
INNER JOIN MenuItems AS m
ON ri.MenuItemID = m.MenuItemID
WHERE ri.MenuItemID = @MenuItemID
);

Now our recipe generator is ready. We provide the menu item as the input parameter:

SELECT *
FROM dbo.GetRecipeIngredients(2); -- 2 is the menuid for the Carbonara

SQL executes the logic inside the function and returns the ingredient list required for that dish, and we have something like this:

Notice that we provided only one input value: the menu item ID. However, the function returned multiple rows, each representing an ingredient required for that dish.

The Two Recipes: Inline vs Multi-Statement Table-Valued Functions

Usually, the dish depends on our hunger level. For sure, we will want a lot of time and hear our stomachs start a strike till we have our meal done.

So we have 2 types of recipes, the ones that you read once and you’re ready to start preparing, and the other ones that require a lot of time and experience (or ambition to do it).

This applies as well in our SQL kitchen, and we have:

  • inline TVF → those simple recipe cards, read once and eat soon.
  • multi-statement TVF → multiple-step recipe with intermediate work and an elaborate dish at the end.
Inline TVF — simple and easy recipe to do

These recipes that could easily fit on a sticky note: a straightforward set of instructions.

Going back to our SQL kitchen, it is a simple return of a single SELECT statement, just like the example we saw earlier. Nothing fancy like temporary variables and intermediate steps.

Simple recipe, simple process, simple result.

Multi-statement TVF — a full version of a grandma’s notebook

On the other hand, multi-statement TVF are more like our grandma's notebook, where the dishes are explained step by step, and also can have prerequisites and intermediate things that need to happen before the final dish is ready.

In SQL, it is translated into multiple statements and an internal table variable that helps us build the result one step at a time.

CREATE FUNCTION dbo.GetRecipeSummary
(
@MenuItemID INT
)
RETURNS @Recipe TABLE
(
DishName VARCHAR(100),
IngredientName VARCHAR(100),
Quantity VARCHAR(30),
IngredientType VARCHAR(50)
)
AS
BEGIN

-- First step: add the ingredients to our result table
INSERT INTO @Recipe
(
DishName,
IngredientName,
Quantity,
IngredientType
)
SELECT
m.DishName,
i.IngredientName,
CONCAT(ri.Quantity, ' ', ri.Unit) AS Quantity,
CASE
WHEN i.IngredientName IN ('Pasta', 'Flour', 'Bread')
THEN 'Main'
WHEN i.IngredientName IN ('Salt', 'Pepper', 'Basil')
THEN 'Seasoning'
ELSE 'Other'
END AS IngredientType
FROM RecipeIngredients AS ri
INNER JOIN Ingredients AS i
ON ri.IngredientID = i.IngredientID
INNER JOIN MenuItems AS m
ON ri.MenuItemID = m.MenuItemID
WHERE ri.MenuItemID = @MenuItemID;

-- Additional processing could happen here

RETURN;

END;

And after all this fight with the preparation step and logic, you call it exactly like an inline TFV:

SELECT *
FROM dbo.GetRecipeSummary(1);

When each of them is good, you might ask, seeing that they return almost the same table….

♦Generated with AI

The rule of thumb says:

If you can write your TVF as a single SELECT, an Inline TVF is usually the answer.
What about our CROSS APPLY ?

Going back to my previous CROSS APPLY article, this TVF completes the puzzle and allows the CROSS APPLY to run it on each row returned by another table.

Imagine we have a table containing the dishes ordered at each restaurant table:

SELECT o.TableNumber, o.MenuItemID, r.IngredientName, r.Quantity 
FROM Orders AS o
CROSS APPLY dbo.GetRecipeIngredients(o.MenuItemID) AS r;

Here, CROSS APPLY takes the MenuItemID from each order and passes it to our TVF.

Conclusions before leaving the kitchen

An inline TVF lets our server breathe because there is no additional table variable to populate and no extra layer of processing between the query and the result.

A Multi-Statement TVF, on the other hand, gives us more room when the logic really needs multiple steps, so we can build the result gradually before returning the final table.

In the end, you should remember to:

Not open Grandma’s entire recipe notebook if a sticky note is enough. 😄

Stay tuned, and don’t forget you can find more data-related articles on my Medium.
If you enjoy my articles, let’s spend our coffee break together here ☕
🙏 Thank you for your support!

You can learn more about me and my work👉 here 👈

Table-Valued Functions in SQL: Turning Requests Into Data Tables was originally published in Code Like A Girl on Medium, where people are continuing the conversation by highlighting and responding to this story.


Code Like a Girl

How YouTube Counts Millions of Live Viewers

Counting Live Viewers Without a HashMapThe Problem

I was watching a FIFA World Cup match streamed live on YouTube, and it was showing a live count of how many people were watching along with me, updating in real time.

My first thought was: that’s just a HashMap, add a viewer, remove a viewer when they drop off. But then I thought about it a bit more. A HashMap holding millions of viewer IDs, updating on every single join and leave, staying consistent enough to show a smooth live number, that didn’t sit right.

At that scale, something that “just works” like a HashMap usually isn’t what’s actually running under the hood.

So I went looking, and it surprised me. It wasn’t a HashMap at all. It was a small, elegant piece of math most engineers only encounter in a system design interview: HyperLogLog. This is me breaking down what I learned digging into it.

♦Source: Gemini

HashMap works. It’s also exact, which sounds like a feature until you look at the cost. You’re storing every single user ID, and that set grows without bound as your traffic grows. At a few thousand daily users, this is nothing. At tens of millions, that hash set is real memory you’re paying for every single day, just to answer “how many unique.”

♦Image Source: ClaudeBackground

Say I flip a coin and tell you I got tails three times in a row. Not a huge deal, that happens about once every 8 flips. But if I tell you I got tails fifteen times in a row, you’d assume one of two things: either I’ve been flipping for a very, very long time, or I’m lying.

That instinct, that rare streaks imply a large number of attempts, is the entire idea behind HyperLogLog. The more items you feed it, the more likely you are to see a rare pattern in the data. So if you’re only tracking the rarest pattern you’ve seen so far, you can work backward to estimate how many items passed through, without ever storing the items themselves.

♦Image Source: ClaudeThe Mechanism: How HyperLogLog Works

1. Hash & Count Zero-Streaks: Every incoming ID is passed through a uniform hash function, outputting a sequence of binary $0$s and $1$s. HLL counts the number of consecutive trailing (or leading) zeros. A hash ending in $k$ zeros represents a $1\text{ in } 2^k$ event. If the longest zero-streak observed is 3, HLL estimates roughly $2³ = 8$ unique items have passed through.

♦Image Source: Claude

2. Bucket to Mitigate Variance: A single “freak hash” (e.g., an ID hashing to 15 trailing zeros) would instantly corrupt a single counter. HLL prevents this by splitting the hash into two components:

  • First p bits: Select a specific register (bucket).
  • Remaining bits: Count zero-streaks local to that bucket.

3. Aggregate via Harmonic Mean: To merge individual bucket counts into a single global estimate, HLL applies a harmonic mean across all registers, followed by a bias-correction constant. Unlike an arithmetic mean, the harmonic mean severely suppresses extreme outliers, preventing a few anomalous buckets from skewing the final result.

The Result: Redis uses 16,384 registers capped at just 12 KB of memory to estimate cardinalities up to $2^{64}$ items with a typical standard error of ~0.81%.

Where It Belongs

  • Analytics Dashboards: Daily Active User (DAU) metrics where speed and memory efficiency trump exact precision down to the single digit.
  • Database Query Planners: Estimating column cardinality to choose optimal execution plans without performing full-table scans.
  • Cache Management: Tracking the volume of distinct keys hitting a cache layer to optimize memory allocations.
  • Native Infrastructure: Supported out-of-the-box in Redis using the PFADD and PFCOUNT commands.

When to Avoid It

  • Small Datasets: If exact sets fit comfortably in memory, probabilistic trade-offs offer no practical benefit.
  • Strict Audit & Financial Systems: Ledger platforms, billing systems, or compliance tracking where undercounting or overcounting by even 0.1\% represents real monetary loss. Eating the $O(N)$ memory cost for an exact hash set is the correct design decision here.
Back to the Livestream

So what was actually counting those FIFA unique viewers?

Not a HashMap.

Just 16,384 tiny registers watching for the rarest pattern seen so far, and a bit of math turning that into “2.3M watching now.”

No per-viewer bookkeeping, no growing memory. That’s why it stays cheap to update live, in front of millions of people.

What stuck with me is that it’s not a faster way to count active users, it’s estimating “roughly how many.” And that shift, from exact to roughly, is what makes the whole thing possible.

How YouTube Counts Millions of Live Viewers was originally published in Code Like A Girl on Medium, where people are continuing the conversation by highlighting and responding to this story.


James Davis Nicoll

The Place I Belong / The Curve of the World By Vonda N. McIntyre

Vonda N. McIntyre’s 2026 The Curve of the World is an alternate-history novel.

One thousand years after Knossos was warned of an impending tsunami in time to save the inhabitants, the descendants of the Minoan Cretans — the Idaeans — are thriving. Skilled shipwrights and savvy navigators have allowed the matriarchal Idaean traders to explore much of the world.

But not all of the world.


Code Like a Girl

Claude Code for Production AI Engineering: Build Scalable AI Systems in 2026

Master persistent memory, multi-agent AI orchestration, token optimization, and modern engineering workflows for building reliable…

Continue reading on Code Like A Girl »


Kitchener Panthers

Five-run inning burns Panthers against Brantford

KITCHENER - A two-run double from former Panther AJ Karosas capped off a five-run inning for the Brantford Red Sox Wednesday night, as they went on to beat Kitchener 12-4.

Kitchener took the early lead with Petey Kiefer's two-run double in the first inning.

Raffi Gross drove in the other two runs on a single in the sixth inning.

Evan Elliott gave up five runs on eight hits in four innings of work in the loss. He struck out four.

Anthony Porcellato nabbed the win for Brantford, going 5.1 innings and striking out six batters. Brody Black and Chris Ortega had home runs for the Red Sox.

Zane Skansi led the way for the Panthers with three hits, and recorded three stolen bases. On that note, Yunior Ibarra was solid behind the plate, catching three base runners stealing.

Kitchener dropped to 13-26 on the year, while Brantford improved to 13-22.

The Panthers host Toronto Thursday night at 7:05 p.m.

GET YOUR TICKETS NOW and #PackTheJack!

BOXSCORE

House of Friendship

Friendship Dinner 2026: Welcome Home

Friendship Dinner 2026: Welcome Home ♦Event Details

Friendship Dinner 2026: Welcome Home♦

♦ Saturday, October 24, 2026 
♦ Bingemans Conference Centre, Marshall Hall 
♦ 5:00 pm – 9:00 pm 

Buy a ticket, reserve a table, bring a friend, or donate a ticket. 

Together, we’re helping create a community where everyone can find a place to call home. 

Register Today What makes a place feel like home?

♦Is it a roof over your head? 

A favourite chair in the corner of the room? 

The people who gather around your table? 

For most of us, home is about far more than four walls. Home is where we feel safe. It’s where we belong. It’s where we can rest, dream, connect with others, and build a future. 

But for many people in Waterloo Region, that home can feel out of reach. 

Every day, House of Friendship walks alongside people in our community who are experiencing complex challenges. Through the generosity of our incredible donors, we offer food security, stable housing, addiction treatment, and neighborhood support. These community connections help move people toward stability, belonging, and hope. 

This fall, we invite you to join us as we explore what it truly means to be welcomed home. 

You're Invited

Registration is now open for Friendship Dinner 2026: Welcome Home. 

Join us on Saturday, October 24, 2026, at Bingemans Conference Centre, Marshall Hall, for an inspiring evening of community, storytelling, and impact. 

Together, we’ll celebrate the upcoming completion of Friendship Village, a transformative supportive housing community that will provide more than housing – it’s a place where people can access support, build relationships, and find belonging. 

Throughout the evening, you’ll hear powerful stories that highlight the journey from homelessness to housing and learn how supporters like you are helping create lasting change across Waterloo Region.

♦A Community Effort

This year’s theme, Welcome Home, is not only about buildings or housing developments. 

It’s about what happens when a community comes together. 

It’s about creating spaces where people feel seen, valued, and supported. 

It’s about ensuring that everyone has the opportunity to belong. 

Whether you’ve attended Friendship Dinner for years or are considering joining us for the first time, we hope you’ll be part of this special evening. 

Register Today

The post Friendship Dinner 2026: Welcome Home appeared first on House Of Friendship.


House of Friendship

Finding a Community

“It’s not easy being all alone,” said Joy. “I’m glad I found House of Friendship.”

Joy came to Canada 23 months ago as a refugee from Nigeria.

“I had to run for my life,” said Joy. “I had to leave my family behind.”

Joy volunteers weekly at one of House of Friendship’s Neighbourhood Food Programs, where she also receives food support.

She found out about the program through a neighbour in her apartment building, who was also from Nigeria.

“Just seeing someone from my country, just talking to them, made me happy,” said Joy. “I asked her, ‘Please, I need assistance. Is there anywhere I can go?’

Joy received the help she needed, but soon decided to volunteer, both to give back her time and to help her with her ultimate goal of finding a job in Canada.

“It has been so difficult to find a job,” said Joy. “I needed somewhere to volunteer. I just want to be useful here, in the community.”

Currently, Joy is trying to make ends meet while living on Ontario Works, but it hasn’t been easy. She shares a two-bedroom apartment with a single mother; even so, her rent takes up most of the money she receives.

What little is left over has to be carefully set aside for anything extra, like clothing, which is why she is so grateful she can get food every week.

“I have to pay my bills, and it has been tough,” said Joy. “Without this food, how would I survive?”

Volunteering has also helped her get to know her neighbours, and find out about other available support. Joy regularly joins House of Friendship’s English Conversation Circle, even though she is quite fluent in English, simply to have people to talk to.

But most of all, Joy has enjoyed being part of the House of Friendship team, finding connection and community with both volunteers and staff.

“I feel like I have a family here,” said Joy. “Even though my family are not here, at least I have people around me here. They have been so good to me.”

Your support of our Food programs helps community members like Joy get the help they need. Thank you for your faithfulness and compassion!

The post Finding a Community appeared first on House Of Friendship.


Capacity Canada

The Clifton Women’s Healthcare Education Network CWHEN

♦ Seeking: Volunteer Board Member ABOUT US

CWHEN is a non profit organization that is committed to amplifying the voices of female patients, across Canada. We promote education on women’s health issues and fund neglected areas of women’s health research to help transform our current models of care.

WHY YOU WOULD JOIN US
  • If you are passionate about women’s healthcare
  • If you believe the current healthcare system needs to change, in regards to women, especially minority and low-income women
  • If you want to help educate women across Canada about their own health and bodily autonomy
  • If you want to collaborate with other healthcare professionals to breakdown myths about gender in healthcare, to improve women’s diagnostic rates and times, and help to shift healthcare away from a male-default model of care
  • And you want to work with doctors across the country to change the current approach to healthcare
THE OPPORTUNITY

We are seeking motivated, skilled healthcare professionals to join our Board of Directors. As a board member, you will have the opportunity to build your network and community, while working on issues you feel passionate about. You’ll acquire governance skills and be able to work alongside other healthcare professionals, as we work to achieve our goals.

KEY RESPONSIBILITIES

Board members are expected to:

  • Attend quarterly board meetings
  • Assist in program evaluation and development and to provide clinical expertise and guidance on the design, relevance and effectiveness of CWHEN’s healthcare education initiatives
  • Provide strategic oversight and contribute to organizational planning and priorities
  • Ensure financial stewardship, transparency, and risk management
  • Uphold governance best practices, including compliance with applicable bylaws
  • Support a culture of equity, inclusion, and accessibility in decision-making
  • Support CWHEN’s outreach and engagement with healthcare professionals, researchers and community partners
  • Help to promote the organization’s visibility and grow supporter base
YOUR SKILLS
  • At least 5 years of experience as a healthcare professional in Canada
  • Ideally bilingual in English and French; both written and spoken. English is essential
  • Comfortable communicating ideas and willing to collaborate and work as a part of a team
  • Able to analyze program viability and help to identify potential risks and benefits, based on evidence and experience.
  • A dedication to actively participate in fulfilling the organization’s mission and to contribute to our ongoing growth and improvement.
  • Experience delivering educational presentation or lectures is an asset

How to apply: Please email your CV and a cover letter to Naiomi Badri Email: naiomi.badri@cwhen.ca

The post The Clifton Women’s Healthcare Education Network CWHEN appeared first on Capacity Canada.


Elmira Advocate

DO NOT DRINK WATERLOO REGION TAP WATER AS IS

 

Have I got the name correct? Was it the O'Connor Commission which looked into the Walkerton mass bacteria poisoning with E. Coli back around 2000?  Among a number of key recommendations was the multi barrier approach to water protection.  The plan was to isolate and protect each and every step of water withdrawal, water treatment, water storage, water distribution from its' source to your kitchen sink. This is where the Region of Waterloo have failed horribly. They may claim to have the finest, most up to date water treatment available but that is merely one step in a multi step process. Hence a single breakdown whether mechanical, electrical or human failure at a treatment plant could be catastrophic. Now in Walkerton there were multiple failures mostly human albeit they affected the raw water entering the system as well as the treatment efforts further along as human beings actually fudged some of the treatment data and reports to make things look better on paper than they were.

Here in Waterloo Region we have serious issues with at least two of the four steps mentioned earlier. Water withdrawal from contaminated aquifers is far worse than problematic. Water distribution is also a problem as far too many water pipes still in the ground are made of lead and possibly even some asbestos pipe is still in existence. Some of these pipes astoundingly include ones going to our public and elementary schools. The third step overall namely treatment might be reasonably good but it fails to totally remove trichloroethylene (TCE), glyphosate (Round Up) and others from the treated water sent to our homes and businesses. The Middleton Wellfield in Cambridge even has greater treatment (Advanced Oxidation Process) than all the other groundwater sources but still can't eliminate it completely from the water supply. Similar issues but with less treatment occur at the William St. Wellfield in Waterloo as well as the Parkway Wellfield in Kitchener. 

There are also issues, mostly totally ignored, with synergy between toxic contaminants. It is what we don't know that can hurt us. If TCE is at 2 parts per billion (ppb) in our tap water and glyphosate is at 6 ppb plus a dash of lead from the pipes as well then what is the true health criteria? Nobody knows!! Science is wonderful but to date there have been no published drinking water standards for more than one contaminant at a time in our water.

Following is a partial list of known contaminants throughout Waterloo Region groundwater and drinking water wells:  NDMA, chlorobenzene, ammonia, TCE, nitrates, glyphosate, xylenes, toluene, benzene, sodium, chlorides and more. Most groundwater has multiple contaminants. Surface water drinking sources (Grand River) have more bacteria, viruses and pathogens such as coliforms, E.Coli, cryptosporidium and many others.

There are expensive fixes such as reverse osmosis systems and ultraviolet light systems that can be put in homes and or much less expensive and maybe much less efficient systems including Brita filters (activated carbon filters). Regardless demanding safer and cleaner drinking water from our elected representatives is the first step. It may even be necessary to delay other hobby priorities of our politicians if we as citizens believe that drinking water for ourselves and families is a bigger priority. 


James Davis Nicoll

In Their Eyes / A Plagued Sea By Kim Bo-Young (Translated by Sophie Bowman)

Kim Bo-Young’s 2020 A Plagued Sea is a stand-alone horror novella. The 2026 English translation is by Sophie Bowman.

Despite the crowds, professional bodyguard Mu-young and her beloved niece Hyun manage to make the train to Haewon. Time with her aunt, away from her obsessive, controlling mother, is precious to Hyun. Thus, despite her better instincts, Mu-young ignores the alert about a quake near Haewon. Surely, by the time the pair reach Haewon, whatever is going to happen will be long over.

Three years later, Mu-young lives alone in Haewon.


Cordial Catholic, K Albert Little

360: How an Anti-Catholic Converted to Catholicism (w/ Joel Robertson)

In this episode of The Cordial Catholic, I'm joined by Joel Robertson, The Accidental Catholic on Instagram, to share his incredible journey from an anti-Catholic Reformed Baptist to full communion with the Catholic Church. It's a wild ride, buckle up. 

We tackle Joel's experience as a Christian musician, touring Protestant churches and recognizing a problem in their different and conflicting beliefs, we dig into the Early Church Fathers, issues of interpretation of Scripture, and some of the biggest barriers to becoming Catholic – plus so much more! 

Please find and follow Joel on Instagram. 

A very special thanks to our Patreon co-producers who make this show possible: Amanda, Elli and Tom, Fr. Larry, Gina, Heather, James, Jorg, Michelle, Noah, Robert, Shelby, Susanne and Victor, and William.

Beyond The Beacon
Join Bishop Kevin Sweeney for inspired interviews with Catholics living out our faith!

Listen on: Apple Podcasts   Spotify

Support the show

Find and follow The Cordial Catholic on social media:

Instagram: @cordialcatholic
Twitter: @cordialcatholic
YouTube: /thecordialcatholic
Facebook: The Cordial Catholic
TikTok: @cordialcatholic

Andrew Coppolino

Les brumes du coude Moncton

Reading Time: 3 minutes

The name of the French/Acadian restaurant in Moncton is catchy, multi-layered and allusive: roughly translated as the “mists of the elbow” as might be found at the bend of a river, especially in Canada’s at times foggy, misty east coast.

But, according to staff, the phrase is cheeky and playful because it might also evoke the back-and-forth elbow-action as one shakes a sauté pan flipping and tossing hot food and in doing so flipping and tossing up some steam, liquid and perhaps a short burst of flame.

All of that helps capture, linguistically, the casual essence of number 91 on Canada’s 100 Best restaurants.

♦Located in historic Aberdeen Cultural Centre (photo/andrewcoppolino,com).

The small menu is nicely packed with big flavour and fine technical execution — several apps and three mains — that comes out of the open, rustic kitchen situated, interestingly, in the visual and multimedia hub “Centre culturel d’Aberdeen.” The venue is a lovely 1898 structure that was once a secondary school — and alma mater to Northrop Frye, one of Canada’s preeminent and iconic literary critics. Given the various meanings layered into the restaurant’s name, that seems a quite suitable coincidence.

Alongside the open kitchen, the background of which is century’ old brick-and-mortar and weathered and rough boards, is a 40-seat open dining room serving bistro dishes and Canadian/Acadian-inspired fare, details of which come via a blackboard.

♦Open kitchen in an old school-room (photo/andrewcoppolino.com).

A well-designed patio overlooking Botsford Street is perfect for outdoor dining on a warm summer night — and is, temperature-wise, cooler than inside. There, waitstaff shuffle a placard-sized blackboard with beverage selections to your table-side. An interesting quirk.

Competent and friendly, staff transition easily between French and English and can explain succinctly both the wines and cocktails as well as the food served with them.

Four snacks for sharing lead off the menu (the ciabatta was mediocre; the burrata very good) followed by five appetizers and a trio of mains that include a tenderloin tartare with beef-fat fries.

Medium-rare bavette is perched on a raft of asparagus and zucchini spears, the latter of which have taken very nicely to a few moments’ charring on the grill, accompanied by a duo of delicate green peppercorn and celeriac sauces.

♦Bavette and sauces (photo/andrewcoppolino.com).

Tender fletan cheeks are confited in olive oil and nestled prettily on a “summer succotash” with some zucc, cannellini beans and a rich roasted-corn velouté. The halibut is delicately sweet, slightly briny and buttery in texture. It’s a gorgeously colourful, picturesque dish with perhaps the palette of a Monet.

♦A Monet-like palette of colour (photo/andrewcoppolino.co).

Desserts — we gobbled four of them — are alternately sweet, lemony and tart with summer fruits and are possessed of ample texture contrasts. All were beautiful to look at and appreciate at meal’s end as well.

♦A balance of sweet and tart (photo/andrewcoppolino.com).

Attentive service was paced properly throughout the evening allowing for a leisurely but engaged experience with staff promptly responding to a request or question.

It struck me that many of the guests had been to Les brumes du coude previously, and I happened to have noticed a few patrons earlier in the evening as they walked to the restaurant: it would seem that the venue is part of the fabric of the neighbourhood and that of the local food-lovers community in Moncton.

This success might also be the reason that ownership has more recently opened a sister restaurant — Sève bar-apéro — a few minutes away in Dieppe.

Check out my latest post Les brumes du coude Moncton from AndrewCoppolino.com.


Grand River Rocks Climbing Gym

Bouldering 101-WATERLOO

The post Bouldering 101-WATERLOO appeared first on Grand River Rocks Climbing Gym.


Kitchener-Waterloo Real Estate Blog

Elevated Condo Living at Trailside at Grey Silo Gate | 201-245 Grey Silo Road, Waterloo

♦ Condo for Sale in Waterloo: 201-245 Grey Silo Road in Carriage Crossing

Located in Waterloo’s sought-after Carriage Crossing neighbourhood, 201-245 Grey Silo Road offers spacious, well-finished condo living in a quiet, newer building close to recreation, trails and everyday amenities.

Set within Trailside at Grey Silo Gate, this immaculately maintained 2-bedroom, 2-bathroom suite offers approximately 1,363 square feet of finished living space, a bright open-concept layout, private balcony, underground parking and access to an impressive rooftop terrace.

For buyers searching for condos for sale in Waterloo, this property offers the space and functionality of a larger home with the convenience of condo living.

A Bright, Spacious Main Living Area

The main living space is one of the standout features of this suite.

Large windows and sliding glass doors bring in plenty of natural light, while hardwood flooring runs throughout the open-concept kitchen, dining and living areas. The generous layout provides defined spaces for dining and relaxing without compromising the flow of the room.

The living room offers enough space for substantial furniture and opens directly to the private balcony through large sliding glass doors, creating an easy extension of the indoor living area.

The balcony provides additional outdoor space while maintaining the privacy and convenience of condo living.

♦ A Well-Appointed Kitchen

The kitchen is designed with both function and everyday use in mind.

Extensive cabinetry provides excellent storage, while granite countertops and a tiled backsplash give the space a polished finish. Premium stainless steel appliances are complemented by under-cabinet lighting and a reverse osmosis drinking water system.

A large centre island offers additional prep space along with seating for three, making it equally practical for casual meals, entertaining or additional workspace.

The kitchen remains fully connected to the dining and living areas, creating an open layout that feels spacious without sacrificing storage or functionality.

♦ Two Bedrooms and Two Full Bathrooms

The primary bedroom offers generous proportions and a well-designed layout. A tray ceiling adds architectural detail, while the walk-in closet provides ample storage. The private 4-piece ensuite features a large tiled glass shower with a built-in bench, creating a comfortable and well-finished primary suite.

The second bedroom is also generously sized and positioned near the second 4-piece bathroom.

The layout works well for a traditional second bedroom, guest room or dedicated home office, offering flexibility for a range of buyers.

With two full bathrooms, the suite is particularly well suited to those who regularly host guests or want additional separation between bedroom spaces.

♦ Thoughtful Details Throughout

Additional interior features add to the functionality and overall quality of the suite, including:

  • Hunter Douglas window coverings
  • In-suite laundry
  • Pot lighting and updated fixtures
  • Excellent in-unit storage
  • Hardwood flooring throughout the main living areas
  • Premium stainless steel appliances
  • Private balcony access from the living room

The suite also includes one underground parking space and an exceptionally large storage locker located directly behind it, providing convenient additional storage rarely found in condo living.

Rooftop Amenities at Trailside at Grey Silo Gate

Residents have access to an impressive rooftop terrace with a pergola-covered lounge, multiple seating and dining areas, BBQs, a fire table, landscaped planters and expansive views.

The building itself is only four storeys, offering a quieter residential setting while still providing the amenities and conveniences associated with newer condo developments.

♦ Living in Carriage Crossing, Waterloo

Carriage Crossing offers a newer residential setting in northeast Waterloo with convenient access to recreation, trails, dining and everyday services.
Carriage Crossing Plaza is just steps away and includes Levetto restaurant, a pharmacy, animal hospital, dental office and additional neighbourhood amenities.

Nearby, residents have easy access to RIM Park, Grey Silo Golf Club and the Walter Bean Grand River Trail, making this location especially well suited to buyers who value proximity to outdoor recreation.

The property is also only minutes from:

  • St. Jacobs Farmers’ Market
  • Conestoga Mall
  • University of Waterloo
  • Wilfrid Laurier University
  • Major commuter routes
  • Shopping and dining throughout north Waterloo
201-245 Grey Silo Road, Waterloo

With approximately 1,363 square feet of finished living space, generous principal rooms, a well-appointed kitchen, two spacious bedrooms, two full bathrooms, a private balcony and excellent storage, 201-245 Grey Silo Road offers a strong combination of space, finish and location.

For buyers considering condos for sale in Waterloo, this suite provides a well-maintained, move-in-ready option in one of northeast Waterloo’s most desirable residential communities.

For more information about 201-245 Grey Silo Road or to arrange a private showing, contact The Deutschmann Team.

The post Elevated Condo Living at Trailside at Grey Silo Gate | 201-245 Grey Silo Road, Waterloo appeared first on Kitchener Waterloo Real Estate Agent - The Deutschmann Team.


Elmira Advocate

OH MY, OH MY IS IT POSSIBLE THAT THE PROVINCE OF ONTARIO HAVE ALSO SEEN ENOUGH NONSENSE FROM WATERLOO REGION ?

 

O.K. I will admit that my political biases don't exactly match my hopes for either a regional house cleaning at the polls or a provincially initiated housecleaning by removing the regional Chair and replacing her with a better provincial appointee. Now I have made my concerns with our current regional councillors abundantly clear even as recently as my Blog post of yesterday. A third issue I have is with our Police Services Board as well as with our regional police. My issues aren't in regards to individual police officers, they are in regards to the decision makers at the top. This includes being far too influenced by other organizational idiots such as at the school board (WRDSB) as well as how they (mis)handled the serious concerns and lawsuits of their female officers. I suppose this also includes the appropriate focus on drunk driving and the total ignoring and failure to enforce all other driving safety issues except speeding. Speeding and drinking & driving laws are enforced whereas distracted driving is not nor are mandatory turn signals, driving in the right lane on the Xpressway unless passing, tailgating and believe it or not driving well below the speed limit under ideal driving conditions. Is there some kind of insurance bonus given to pick up truck drivers who appear to be intentionally delaying all traffic behind them just because they can?

So yes I'd love to see the province swoop in and kick political butt here in Waterloo Region. The one itsy bitsy problem I have is an almost total lack of faith in your hero and mine, Doug Ford. I am not a Conservative and even if I was I think he would trouble me. Yes Mr. Ford has properly given Donald Trump  the stink eye as well as banned U.S. alcohol sales in our LCBO. Other than that he has given too many concessions to developers and too few to environmentalists. There is my conundrum. Sure come in Mr. Ford and clean house here because unfortunately our voting public aren't paying enough attention and simply vote for the pretty face who talks nicely and tells all the right lies. Sometimes though inviting a predator in to solve one problem only leads to other, maybe worse problems.  


Andrew Coppolino

Nostra Cucina = Veal Parm

Reading Time: 2 minutes


Visit Nostra Cucina for their ordering procedures …

*****

Nostra Cucina
31 Manitou Drive
Kitchener, ON N2C 1K9
(519) 748-0504
nostracucina.com

[Previously published]
A good veal parm is always what you need: it’s been widely reported and is factually true.

Okay, that’s fake news, but Nostra Cucina’s magnificent veal sandwich is legit and one you do need to have. And regularly.

If I’m near the take-away restaurant, I pop in and buy one — even if I’m not hungry, or I just had lunch. They are just too good to miss.

It’s a world-class sandwich and one that has won best veal sandwich in the province. That’s right: the province. And that includes sandwiches in Little Italy of Vaughan and Woodbridge repute.

A world class sandwich x 150,000

Sian Burns and Dina Marsillo own and operate Nostra Cucina on Manitou Drive between Webster Road and Cress Lane.

At the time or writing, the menu features 15 or so hot or cold sandwiches (including the lovely New Orleans Muffuletta), pasta and pizza. But they excel at the veal, and they have done a lot of them over the years.

“I did some quick math,” Burns says calculating a prodigious parm production. “I think we’re at nearly 150,000 sandwiches in the 14 years that we’ve been here.”

Each one has been remarkable but none more so than the one that brought home veal sandwich gold a couple of years ago for Ontario’s Best Veal Sandwich, a competition sponsored by the Veal Farmers of Ontario and held at Toronto’s St. Lawrence Market.

Don’t worry: it wasn’t a one-off sandwich. The sandwich that won the competition is the sandwich you’ll get at Nostra Cucina. It’s composed of several thin slices of veal breaded and shallow-fried and piled nice and high.

A hot-loaded or sweet-loaded sandwich

“You can bite right through because it’s so thin and tender. Then there’s roasted peppers, sautéed mushrooms, red onions, our tomato sauce and Provolone cheese. Or any way you want it,” says Marsillo while she cooks one.

♦Sian and Dina (Photo/Andrew Coppolino).

You can get the hot loaded version, or the sweet loaded version, depending on which peppers you choose. The breading is light (and lightly seasoned), so the individual flavours come through. The bun is thick—it needs to be to hold the heavy-with-goodness sandwich ingredients—but not heavy.

Sandwich love

“We’ve nicknamed it ‘The Love,’ and it’s the reason Nostra Cucina exists. We didn’t open a restaurant and ask ourselves what we should sell. I ate the sandwich and said we need to open a shop and sell this,” Burns says.

“And it’s made with love which I think is the most important part,” she says. “Each veal sandwich is made like we’re going to eat it.”





Check out my latest post Nostra Cucina = Veal Parm from AndrewCoppolino.com.


James Davis Nicoll

Bee Inside A Jar / A Short Stay in Hell By Steven L. Peck

Steven L. Peck‘s 2012 A Short Stay in Hell is a stand-alone Borgesian horror novella.

Soren Johansson died of brain cancer at age forty-five, leaving a widow and four orphans. A devout Mormon, he had no doubt he would be reunited with his family in the afterlife.

An afterlife did await. However, Soren discovers he made one slight miscalculation.


Kitchener-Waterloo Real Estate Blog

Rare Waterfront Home in Wellesley | 20 David Street

If you’re searching for homes for sale in Wellesley, 20 David Street offers something especially rare: waterfront living right in the heart of town.

Overlooking Wellesley Pond, this beautifully updated 3-bedroom + den, 3-bathroom home combines approximately 2,133 square feet of finished living space with a peaceful, cottage-inspired setting. Professionally and extensively renovated in 2021, the home offers modern finishes, generous living spaces and direct access to the water, all within walking distance of everyday amenities.

Cottage-Inspired Living in the Heart of Wellesley

One of the defining features of 20 David Street is its connection to the outdoors.

The main living areas are positioned to take advantage of the pond views, while glass sliding doors open directly onto an oversized back deck. Glass railings preserve the sightlines toward the water, and a pergola creates a comfortable setting for outdoor dining, entertaining or simply enjoying the quiet surroundings.

Beyond the deck, the landscaped backyard features mature trees, added privacy and walk-down access to a private dock on Wellesley Pond.
It creates the feeling of a cottage retreat without giving up the convenience of living in town.

♦ A Bright, Updated Interior Designed for Everyday Living

Inside, the main floor features a bright, open layout connecting the family room, dining area and kitchen.

The family room includes an electric fireplace, while the updated kitchen offers quartz countertops, stainless steel appliances, a tile backsplash, under-cabinet lighting and breakfast bar seating for four.

Additional main-floor features include:

  • Main-floor laundry
  • Updated 2-piece bathroom
  • Custom window coverings
  • Designer lighting
  • Pot lights throughout
  • Direct access to the backyard and waterfront deck

The result is a comfortable, polished space designed equally well for everyday living and entertaining.

A Private Primary Suite With Dedicated Flex Space

Upstairs, the primary bedroom is positioned within its own private wing.

The suite features dual walk-in closets and an updated 3-piece ensuite with a tiled glass shower. It also connects directly to a separate den or office, creating flexible space for working from home, a nursery, reading room or private sitting area.

Two additional spacious bedrooms and an updated 4-piece main bathroom complete the upper level.

A Rare Option Among Homes for Sale in Wellesley

Waterfront properties within established communities can be difficult to find, particularly when they combine an updated interior with a central location.
Approximately $30,000 in additional recent improvements have further enhanced the landscaping, privacy, curb appeal and move-in-ready condition of 20 David Street.

For buyers exploring homes for sale in Wellesley, this property offers a combination that stands apart: an extensively renovated home, approximately 2,133 square feet of finished living space and a private waterfront setting overlooking Wellesley Pond.

♦ Small-Town Living With Everyday Amenities Close By

20 David Street offers the peaceful setting Wellesley is known for while keeping everyday conveniences close to home.

Buyers can enjoy a walkable village setting with local shops, recreation and community amenities nearby, while remaining within an easy drive of Waterloo, Kitchener and Stratford. Wellesley is approximately a 20-minute drive from Kitchener-Waterloo, while Stratford is roughly 25 minutes away.

Nearby highlights include:

  • Wellesley Pond / Albert Erb Conservation Area directly behind the property
  • Pym’s Village Market for local groceries and everyday essentials
  • Bill Gies Recreation Centre, Wellesley’s modern recreation and community hub
  • Wellesley parks, playgrounds, splash pad and dog park
  • Local shops, restaurants and community events throughout Wellesley Village


Bill Gies Recreation Centre

Wellesley Pond

A One-of-a-Kind Wellesley Property

20 David Street offers the opportunity to enjoy the slower pace and character of Wellesley with a waterfront setting that feels removed from everyday life.

From mornings overlooking the pond to summer evenings on the deck and direct access to the water from your own backyard, this is a home designed around its setting.

Interested in learning more about 20 David Street or booking a private showing? Contact The Deutschmann Team to explore this one-of-a-kind Wellesley property.

The post Rare Waterfront Home in Wellesley | 20 David Street appeared first on Kitchener Waterloo Real Estate Agent - The Deutschmann Team.


The Backing Bookworm

The Romance Revival


Bring the crash cart - this book needs to be revived.
Christina Lauren is a hit and miss author for me. I loved The Honeymooners and Paradise Problem, but this writing duo also has a few books I didn't enjoy.
This is one of those books.
This romance felt excessively scientific with lots of info dumping - so much so that within the first 50 pages I considered DNF'ing it. And I probably should have because I pick up a CL book for the romance and their signature humour, not Sci-Fi! But I persisted! 
I appreciate the second chance love trope and that we get perspectives from both Emery (the super smart workaholic woman in STEM) and Luca (the handsome, laidback landscaper) who have a complicated relationship. But the whole amnesia trope was not handled with care and I honestly wanted Luca to run away from his marriage as fast as he could! 
I pick up a Christina Lauren book for humour, spice and heart and this was lacking all three. Instead, we get this odd blend of Sci-Fi and romance with the addition of nefarious secret corporations, and it simply did not work for me. 


My Rating: 2.5 starsAuthor: Christina LaurenGenre: RomanceType and Source: Trade paperback, public libraryPublisher: Gallery BooksFirst Published: July 14, 2026Read: July 28-30, 2026

Book Description from GoodReads: An unforgettable novel in which one fateful accident erases a troubled marriage from memory—and love gets one extraordinary do-over.
Three years ago, Emery Finch did something completely out of character: She got married. To Luca—the impossibly charming landscaper she met on one blistering night in Vegas who made her laugh, made her dance, made her feel.

But now, Emery is consumed by her top-secret job, missing dinners, forgetting anniversaries, and promising herself Luca will understand once her cutting-edge research comes to light. Until the unthinkable happens: A tragic accident takes Luca from her.

Desperate not to lose him, Emery breaks every rule to bring him back. And Luca would probably thank her for it, if only he could remember her. Their first kiss, their Sunny Sundays at the beach, the life they built together...all of it is gone.

It may be a miracle of science, but for Emery it’s her one shot at a second chance. And this time, she won’t waste it—because true love is always worth reviving.


Chaslinux's blog

Mint Device Screensaver

The problem is boring!

When The Computer Recycling Project switched from Xubuntu Linux to Linux Mint Cinnamon edition the screensavers that are a part of the XFCE environment were no longer available without forcing them on top of Cinnamon.

Linux Mint Cinnamon has some basic screensaver controls. You can set:

  • the delay before starting the screensaver (blanking)
  • adjust whether the computer is locked when it goes to sleep
  • adjust whether the lock screen appears after the screensaver starts.
  • adjust the amount of delay before locking
  • always show the clock & adjust clock settings
  • show a particular message, and customize the message
  • show a bunch of media player stuff

This is decent in itself, but not quite as cool as some of the screensavers in the XFCE environment (opengl savers).


Capacity Canada

COSTI

♦ Help Shape the Future of a More Inclusive Community Volunteer Board and Board Committee Opportunities

COSTI Immigrant Services is seeking several passionate and experienced leaders to join its volunteer Board of Directors, as well volunteers for its Finance, Audit and Risk Committee and its Strategy & Impact Committee.

For more than 70 years, COSTI has helped newcomers, refugees, and individuals facing barriers build successful lives in Canada. Today, as communities evolve and needs become more complex, we are looking for volunteers who want to use their skills, experience, and leadership to help guide one of Canada’s largest and most diverse immigrant-serving organizations.

Bring Your Expertise to COSTI

We are seeking individuals who are committed to strong governance and community impact, and who are passionate about contributing their leadership experience to a mission-driven organization

Ideal candidates will:

  • Have a passion for community service and social impact to shape the future of an organization that serves nearly 39,000 individuals each year
  • Have previous board, committee, governance, or senior leadership experience
  • Be able to work effectively within a governance framework and contribute to strong board culture
  • Believe in accessibility, inclusion, and community connection and value diverse perspectives and consensus-building
  • Bring a thoughtful, respectful, and collaborative approach to leadership
  • Be comfortable contributing strategically and constructively to support innovation, and impact during an important period of change and transformation
  • Advance opportunities for newcomers, refugees, and individuals facing barriers

Candidates will ideally live in the Greater Toronto Area, as this is the focus area of COSTI.

Priority Areas of Expertise

As COSTI continues to evolve and expand its impact, we are seeking leaders whose expertise can help guide strategic decisions, strengthen governance, and support our long-term success.

  • Employment and Workforce Development: Senior leaders from finance, healthcare, construction, STEM, and other key sectors who can support COSTI’s employment strategy by fostering partnerships and expanding opportunities for newcomers.
  • Housing: Senior leaders in affordable housing, policy, urban planning, and/or housing systems who can help strengthen partnerships and advance housing opportunities for newcomers and vulnerable communities.
  • Fundraising, Philanthropy and Revenue Diversification: Leaders with expertise in fundraising, philanthropy, or revenue diversification who can provide strategic guidance, support a strong culture of philanthropy, and help advance COSTI’s long-term sustainability.
  • Financial Oversight and Accounting: Professionals with a CPA or other financial designation with experience in financial governance, audit, risk management, and fiduciary oversight.
  • Digital Governance and Technology Risk: Senior leaders with expertise in digital strategy, cybersecurity, or technology risk management who can help guide governance oversight, innovation, and organizational resilience.

 

Details:

Term: For Board Directors: 3-year term with possibility of renewal

For Board Committee Members: 2-year term with possibility of renewal

Time Commitment: For Board Directors: Approximately 50-70 hours per year. Virtual Board meetings every two months during the calendar year plus an annual Board retreat (in person) and the Annual Meeting of Members. Board Directors are also expected to serve on a Board Committee.

For Board Committee Members: Approximately 25 hours per year. Up to six (6) virtual meetings per year.

Location: Hybrid / Greater Toronto Area (GTA), Ontario Start Date: Late 2026

Our Commitment

COSTI is committed to Equity, Diversity, Inclusion and Accessibility. We believe our Board and committees are strongest when they reflect the diversity of the communities we serve, and we encourage applications from individuals of all backgrounds, identities, abilities, and lived experiences. We welcome and encourage applications from people of all races, ethnicities, religions, abilities, sexual orientation, gender identities and expressions and diverse lived experiences.

How to Apply

If you are interested in applying, please send your cover letter and CV to careers@costi.org

Please include in your cover letter, why you are interested in serving on the Board (or a Committee) of COSTI.
Please note that this is a volunteer position with no remuneration. Application Deadline: Friday, September 4, 2026

We thank all applicants for their interest; however, only those selected will be contacted.

Use of Artificial Intelligence in Recruitment

Artificial intelligence is not used to screen, assess, or select applicants for these roles.

The post COSTI appeared first on Capacity Canada.


Kitchener-Waterloo Real Estate Blog

What Does a Listing Agent in Waterloo Region Actually Do?

A listing agent in Waterloo Region does far more than list your home on MLS®. The agent develops the pricing and launch strategy, coordinates preparation and marketing, manages buyer access and feedback, advises you on offers, negotiates your terms, and keeps the transaction moving toward closing.

KEY TAKEAWAYS

  • A seller representation agreement should clearly define the applicable services, fees, term, responsibilities, and cancellation provisions.
  • A full-service listing agent coordinates pricing, preparation, marketing, showings, offer analysis, negotiation, paperwork, and closing support.
  • You make the final decisions about price, offer acceptance, and instructions. Your agent provides advice and carries out your lawful direction.
  • Service levels vary by brokerage, so confirm the marketing plan, communication cadence, and reporting system before you sign.
  • A strong listing experience should leave you informed, prepared, and able to understand the reasoning behind each recommendation.
What Is a Listing Agent and Who Do They Represent?

A listing agent is the real estate agent who works through the seller’s brokerage to represent the seller and provide the services outlined in a written representation agreement. RECO’s consumer guidance explains that an Ontario agent may advise on market conditions, market the property, arrange showings, help assess offers, negotiate price and terms, and guide the paperwork and closing process.

As a client, you also receive professional protections: loyalty, disclosure, confidentiality, and conflict management. The relationship is an advisory and advocacy role built around your objectives, not simply access to a listing platform.

The scope still depends on the agreement you sign. RECO notes that there is no single standard package of services, so your seller representation or listing agreement should specify what the brokerage will do, what you will pay, how long the agreement lasts, and how it can end. Read the service schedule carefully. A clear plan protects both your expectations and your ability to hold the listing team accountable.

What Should Full-Service Listing Representation Include? 

Full-service listing representation should include much more than placing your property on MLS®. Your listing agent should develop the pricing and launch strategy, coordinate the preparation and presentation of the home, manage marketing and buyer access, interpret showing activity and feedback, advise you on offers, negotiate your terms, and oversee the real estate process through closing.

Before signing a seller representation agreement, ask the agent to clearly explain:

Who will complete the pricing analysis and recommend the launch strategy

What preparation, staging, photography, video, floor plans, and marketing are included

How inquiries, showings, and buyer-agent communication will be managed

How often you will receive feedback and written performance updates

Who will review and negotiate offers with you

Who will track conditions, deadlines, amendments, and closing-related steps

Who your primary point of contact will be throughout the sale

The services, responsibilities, fees, term, and cancellation provisions should be clearly set out in the written agreement. A strong listing agent should also explain the reasoning behind each recommendation so you understand not only what will be done, but why it supports your sale.

What Does a Listing Agent in Waterloo Region Do Before Your Home Goes Live?

Before launch, a listing agent turns your goals, property details, timeline, and local market conditions into a practical selling plan. That work usually begins with a consultation and valuation, then moves into property preparation, documentation, pricing, and launch scheduling.

Build a pricing strategy, not just a list price

Your agent should review relevant recent sales, active competition, expired or withdrawn listings where useful, property condition, layout, upgrades, location factors, and current buyer behaviour. The Deutschmann Team’s home evaluation process combines a comparative market analysis with local adjustments and a broader valuation approach. The purpose is to establish a defensible launch range and a strategy for how the property should enter the market.

Coordinate preparation and confirm listing accuracy

Preparation may include a staging consultation, decluttering and repair priorities, photography scheduling, measurement, floor plans, access arrangements, and a checklist for documents or property details. RECO’s seller checklist reminds sellers to ensure listing details such as square footage, renovations, taxes, lot dimensions, and included items are accurate and supported where possible.

A good plan identifies the preparation that matters most for your property, budget, and timeline without pressuring you into unnecessary work.

How Does a Listing Agent in Waterloo Region Market Your Home?

A listing agent markets your home by crafting a clear buyer-facing story, producing the media needed to support it, distributing the listing through the agreed channels, and managing the launch so interested buyers can act. Marketing should help buyers understand the property quickly and accurately, both online and in person.

For The Deutschmann Team, the published seller service and marketing approach includes professional photography, video, aerial imagery where appropriate, 3D iGuide tours, measured floor plans, customized campaigns, and distribution across local and broader real estate platforms. Qualifying luxury properties may receive additional syndication. These are service commitments, not guarantees of a specific price or timeline.

The live launch also includes instructions, agent questions, engagement monitoring, feedback, and current property information. One isolated comment may not warrant a change, but repeated patterns can reveal a presentation, access, or positioning issue.

A clear home selling process shows how preparation, marketing, showings, negotiation, conditions, and closing connect. Marketing continues for as long as the listing is active.

What Does a Listing Agent Negotiate on Your Behalf?

A listing agent negotiates the full offer, not just the headline price. Depending on the transaction, that can include the deposit, financing or inspection conditions, the closing date, inclusions and exclusions, representations, access, rental items, and other terms that affect certainty, risk, and convenience.

The agent should compare offers, explain trade-offs, identify unusual clauses, and clarify likely implications. A higher price may come with more conditions, whereas a cleaner offer may offer greater certainty. The right choice depends on your goals, not on a single number.

In a competing-offer situation, RECO confirms that the seller makes the decisions about how offers are handled and which offer is accepted. Your agent advises you based on the property, market, and offer terms, then follows your lawful written direction. Offer contents remain confidential unless you direct otherwise, subject to Ontario rules and the protection of personal information.

Strong negotiation is calm and specific. Your listing agent should explain what is known, what is uncertain, and what each response option may mean.

How Involved Is a Listing Agent After Your Home Goes Live?

A full-service listing agent remains involved from launch through closing. After the property goes live, the focus shifts to showings, inquiries, feedback, performance reviews, justified adjustments, and seller updates.

Communication should be defined before launch. At The Deutschmann Team, sellers receive two structured updates each week, along with ongoing showing feedback, market activity, and recommended next steps. 

Once you accept an offer, the agent helps manage dates, conditions, amendments, access, and communication. Your lawyer handles the legal closing, while the listing agent keeps the real estate side organized, flags deadlines, and coordinates with your legal advisor as needed.

How Do You Know Whether Your Listing Agent Is Doing a Good Job?

You can evaluate a listing agent by looking for clear planning, accurate information, consistent execution, timely communication, and evidence-based advice. Results matter, but no agent controls the market or can guarantee a specific sale price. The quality of the process is evident before an offer arrives.

Look for these signs:

  • The pricing recommendation is supported by relevant comparables and property-specific adjustments.
  • The marketing deliverables and launch timeline are written down and completed as promised.
  • Showing activity and feedback are reported consistently, with context rather than raw comments alone.
  • Questions are answered directly, and changes in strategy are supported by market evidence.
  • Offers are explained term by term, with clear trade-offs and no pressure to accept them.
  • Important dates, conditions, and next steps are tracked once an offer is accepted.

Before signing, verify that the agent is registered with RECO, ask who your day-to-day contact will be, request references, and confirm the reporting cadence. You can also review The Deutschmann Team’s seller resources and guides to compare the proposed process with the level of support you expect.

Frequently Asked Questions Does a listing agent only put my home on MLS®?

No. A full-service listing agent may advise on pricing, coordinate property preparation and media, create the listing, arrange showings, manage feedback, analyze offers, negotiate terms, and support the transaction through closing. The exact services must be set out in your representation agreement, so confirm the scope rather than assuming every brokerage offers the same package.

How involved is a listing agent after my home goes live?

The agent should remain involved throughout the active listing and accepted-offer stages. This includes handling buyer and agent inquiries, coordinating showings, providing feedback, reporting performance, discussing strategy, reviewing offers, tracking conditions, and communicating through closing. Ask for a written communication schedule before launch, so you know when and how updates will arrive.

What does a listing agent negotiate on my behalf?

The agent can negotiate price, deposit, conditions, closing date, inclusions, exclusions, and other terms that affect the strength and practicality of an offer. The agent explains options and recommends a response, but you decide what to accept, reject, or counter. Legal questions about contract wording should be directed to your lawyer.

How do I know if my listing agent is doing a good job?

Look for a documented strategy, accurate listing information, completed marketing deliverables, prompt responses, consistent feedback on showings, clear performance updates, and evidence-based recommendations. A good agent also explains offer terms without pressure and tracks the transaction after acceptance. Judge both the outcome and whether the promised process is delivered.

Conclusion

Selling a home involves pricing, presentation, access, negotiation, contracts, and deadlines. The listing agent’s job is to organize those moving parts around your goals, provide you with the information you need to decide, and remain accountable from the first evaluation through closing. That is what boutique service should feel like: personal attention, disciplined strategy, and no uncertainty about what happens next.

If you are considering a sale in Kitchener, Waterloo, or a surrounding township, start with a free, no-obligation home evaluation. You can discuss your timeline, learn how the property would be positioned, and decide whether the proposed plan is right for you.

The post What Does a Listing Agent in Waterloo Region Actually Do? appeared first on Kitchener Waterloo Real Estate Agent - The Deutschmann Team.


Elmira Advocate

AN ELECTORAL REGIONAL HOUSECLEANING IS DESPERATELY NEEDED; MUNICIPALLY YES AND NO

 

First and foremost thank goodness we are finally ridding ourselves of the too popular by half Sandy Shantz. She has delivered bad governance with a smile, speaks softly and tries to offend no one. Unfortunately the public have lapped that crap up. Maybe in her private life she really is the good person I thought she was over a dozen years ago but her positions and decisions in office have harmed the public interest. Most likely they have assisted her husband's and family's business interests but if so that too appears to have flown under the radar. Maybe it's all been scrupulously according to the rules; I really don't know for sure.

Her positions on both the east side expansion and by-pass onto contaminated properties combined with her heavily pro polluter/corporate biases regarding Chemtura and Lanxess will be her eventual reputational downfall. She has bent over backwards to accommodate corporate self-interests that have resulted in her and their gross failures to either restore Elmira's drinking water or to so much as clean up a single shovel full of downstream dioxins, DDT, mercury and PCBs in the Canagagigue Creek. Wildlife, the environment and human beings have suffered because of those failures. 

My comments on a regional housecleaning are due to both the Wilmot Land Grab (770 acres) democratic failures of transparency and communications as well as the still ongoing regional water crisis that they now claim is "solved".  We are in big, long lasting water trouble and that is all due to past negligence and incompetence combined with the similar mentioned above municipal "pro polluter/corporate biases". Slamming gates shut after the livestock have all left rarely is an effective strategy.    

Regarding our municipal councillors I am conflicted. Yes I will have no regrets if Nathan Cadeau is unelected based upon multiple early interactions with him over Lanxess that I found distasteful. Other than that I do not have strong feelings for or against the other councillors mostly based upon really not knowing them at all. That said I do kind of grudgingly like Eric Schwindt despite believing that he is considerably more right wing and pro business than myself. Somehow he has conveyed to me a willingness at least to listen with an open mind. Time will confirm or deny that. Evan Burgess appears to be more mature than his chronological age and with seasoning I can hope that he too will expand and flourish. Maybe that comment is based more on my age than on his. Again time will tell. Bonnie and Kayla have shown commonsense on various issues and I wish them well.

 


Kitchener Panthers

Panthers split home doubleheader with Baycats

KITCHENER – The Kitchener Panthers picked up their seventh road victory of the season on Sunday ... at Jack Couch Park.

It was a day of doubleheaders in the CBL. Due to their scheduled meeting in Barrie Saturday being rained out,  and Barrie being in Kitchener Sunday anyway, the teams played two seven-inning games.

Six was the magic number for the winning side, as the Baycats took the opener 6-3.

Baycats pitcher Saul Vasquez threw 115 pitches to record his fifth win of the season.

The star in the first game for Kitchener was Trent Lawson, who knocked his seventh and eighth home runs of the season. One came in the bottom of the seventh, with the Panthers down to their final out.

In the second game, the Panthers played as the visitors and got a solid home debut from Trey Cruz.

The Florida native went four innings, while striking out three and didn't issue a walk.

His early showing, combined with three stellar innings from Jake Liberta, gave the Panthers a 6-5 'road' win.

Liberta picked up the victory on the mound, for his first win in the CBL.

Kitchener exploded for four runs in the first three innings, holding the Baycats scoreless for three.

Malik Williams smacked two home runs in the second game, including a three-run shot that gave the Panthers a 4-0

lead in the first. 

Yosvani Penalver added power from the other side of the plate, belting a homer of his own.

Kitchener moved to 13-25 on the season, while Barrie sits at 21-15.

The Panthers will be back in action in Kitchener on Wednesday night, for a 7:05 p.m. start with the Brantford Red Sox.

GET YOUR TICKETS NOW and #PackTheJack

GAME 1 BOXSCOREGAME 2 BOXSCORE

KW Predatory Volley Ball

Congratulations Ben Charles. Jason Senechal Memorial Award Recipient

Read full story for latest details.

Tag(s): Home

James Davis Nicoll

Sword and Shield / Swordsmistress of Chaos (Raven, volume 1) By Robert Holdstock & Angus Wells

Robert Holdstock and Angus Wells 1978’s Swordsmistress of Chaos is the first volume in their Raven secondary universe fantasy sword and sorcery series. The Raven books appeared under the house name Richard Kirk1.

Guided by a mysterious Voice, beautiful Su’uan flees across the desert from cruel slave-owner Karl ir Donwayne… straight into the waiting arms of a slightly less cruel slave dealer, who easily captures Su’uan. Is Su’uan doomed to be a slave forever?

Suddenly, Argor’s bandits attack!

Github: Brent Litner

brentlintner starred jthegedus/asdf-gcloud

♦ brentlintner starred jthegedus/asdf-gcloud · August 8, 2026 13:41 jthegedus/asdf-gcloud

☁️ GCloud CLI (Google Cloud SDK) plugin for asdf version manager. Pin gcloud versions for each project!

Shell 61 1 issue needs help Updated Mar 14, 2024


Github: Brent Litner

brentlintner pushed vim-settings

♦ brentlintner pushed to master in brentlintner/vim-settings · August 8, 2026 20:28 1 commit to master
  • a05022e
    Update to latest pkgs

Elmira Advocate

RECENT WOOLWICH HAPPENINGS & REPORTS CONCERNING WATER ISSUES & MORE

 

Perhaps the " & MORE " would be the addition of a third candidate for the Mayor's position. Chane Ballantyne is the candidate and I guess I'm a little surprised at the relative lack of public experience of all three candidates. Having said that I am remembering how Todd Cowan with absolutely zero municipal experience walked in and got himself elected primarily due to his personal door to door campaigning. Unfortunately despite some good work Todd managed to self-destruct and implode before his first term ended. Bonnie Bryant has the most actual municipal experience with two terms as councillor but to date she has not thrown her hat in the ring for the mayor's job. I guess I would view Eric Schwindt as the most experienced of the current three mayoral candidates.

TRAC, Lanxess, MECP and the Region are all spinning their wheels regarding both aquifer remediation and Creek rehabilitation. The best they've come up with are two recent, fundamentally flawed reports pretending to support the status quo while absolutely not doing so. In fact careful examination of the Jen Lyndal (Integral Inc.) report proves the immense amount of downstream contamination still there fifty-six years after mass dumping on-site and into the Canagagigue Creek ended. The tied for most bizarre aspect of this report was Hadley Stamm's relationship with the author Jen Lyndal, as if that was somehow supposed to be a positive reinforcement of the honesty of the report. 

The second recent weird report was Lanxess/GHD's partial shutdown of Elmira pumping wells which was to somehow indicate again that their pumping regimens had merit and were appropriate. That horse has long bolted as neither NDMA nor chlorobenzene concentrations are at or below the Ontario Drinking Water Standards (ODWS) as they are supposed to be almost literally within spitting distance of them, and are not. Also rest assured there are many more solvents still not removed from our drinking water aquifers although I would recommend much greater focus on DDT and Dioxin/Furans possibly in coordination with greater focus on all the DNAPL chlorinated solvents.

Lanxess and the MECP have been trying to get rid of off-site (i.e. under Elmira) DNAPLS for decades without admitting their existence, using pump & treat technology. Pump & treat was never solely appropriate on its' own and the proof is in the pudding as all parties now admit failure to achieve the 2028 mandated deadline. This citizens and politicians is the result when you leave the fox in charge of the henhouse and you blind and cripple citizen watchdogs.



Elmira Advocate

BAD TIMING FOR WOOLWICH TWN.: WATERLOO REGION STILL IN A WATER CRISIS

 

Maybe just maybe other parts of Waterloo Region may finally take a look at Woolwich Township and learn a thing or two. Lying and dissembling are not the sole prerogative of politicians anywhere. They all participate in targeted truth polishing when the occasion demands. Right now just before a municipal election that includes regional government, the occasion to lie doesn't just demand it; it screams it. Can you imagine the shock, the consternation, the relief and the sheer joy if we threw all the bums out this October?

Waterloo Region claims that the water crisis is passed. Bullfroghooey to say the least. Above and beyond all the contaminated aquifers already listed here over the last few weeks you can add St. Agatha and Wilmot Centre. I'm basing both on the permitted volumes of pumping available versus the tiny amounts of water actually pumped back in the early 2000s. Added to this is the known high concentrations of Nitrates in the Wilmot Centre Wellfield. Seriously folks anybody who thinks that Wilmot Township are going to bail out the rest of Waterloo Region waterwise, are smoking way too much wacky tobaccy. 

Getting back to Woolwich Township mostly what the rest of Waterloo Region should have learned is that talk and puffery are a poor substitute for unbiased science, action and money carefully spent. Right now the rest of Waterloo Region need water from Woolwich Township, not to be continuing to supply them water from shrinking sources. Both the three major cities and the other Townships have a right to know why the promised return to water production in Elmira less than two years away just isn't going to happen and if it does it will require mass introduction of substandard water quality. The other municipal jurisdictions kept their noses out of Woolwich's water woes only on the understanding that the 25 years of Uniroyal/Crompton/Chemtura  and the MOE/MECP promises of full remediation meant something. In hindsight they meant nothing. They were BULLS**T and the Region themselves kept awfully quiet about   the shortcomings in the remediation, public consultation, lack of cleanup on and off site etc. 

Well Woolwich you've made your bed now lie in it. You, the Region and the Province (MECP) certainly know how to lie so get to it. 


James Davis Nicoll

No More Than A Boy / Luminous By Silvia Park

Silvia Park’s 2025 Luminous is a stand-alone near-future science fiction novel.

Robots are commonplace in re-unified Korea. As designs improve, more and more roles once reserved for humans are relegated to the robots. Some of these are service jobs. Others are more intimate. Robots can be made in the form of sex partners or to resemble dead siblings.

Cho Jun and Cho Morgan, children of once-prominent roboticist Cho Yosep, once had a robot sibling named Yoyo1. One day, Yoyo vanished. Neither Jun nor Morgan ever knew what happened to Yoyo.

Skip forward some years.


Kitchener Panthers

Panthers walk off Royals in Highway 7 classic

KITCHENER – Yunior Ibarra played the hero role, sending the Jack Couch faithful into a frenzy Thursday night.

His grounder in the bottom of the ninth allowed the winning run to come in, as the Panthers beat their Highway 7 rivals from Guelph 6-5.

Zane Skansi - who pinch ran for Malik Williams - slid home safely after Royals catcher Matthew Ward bobbled the throw home from Garrett Takamatsu, who came in to play as a fifth infielder.

It capped off a stunning bottom of the ninth. Kitchener, down by a run, loaded the bases with nobody out.

Jackson Cooke walked to score Petey Kiefer before Ibarra's heroics.

Ben Hewitt, who came into the ballgame with the bases loaded in the seventh, picked up his first win of the season. Hewitt struck out three in this one, while going 2.1 innings.

The game went back-and-forth.

Trent Lawson hit a three-run home run in the first off former major leaguer Edgar Garcia.

But Garcia settled in after that, striking out 10 in six innings of work. All the while, Guelph scored four to take the lead.

Not for long. Mateo Zeppieri took Brandon Deans' first offering of the night over the fence to tie the game up again.

“It was a huge team win for us,” said Shanif Hirani, who is now 2-0 as the team's field manager.

“We had contributions up and down the lineup and our pitchers gave us a chance. We gave up our lead early, but they never gave in. We kept stacking good at-bats until we could break it open in the end.”

Kitchener improves to 12-24 on the season, while Guelph drops to 21-16.

The Panthers now go into a home-and-home with the Barrie Baycats. 

Saturday, they will head north before returning for a Sunday matinee at Jack Couch Park.

First pitch flies at 2:05 p.m.

GET YOUR TICKETS NOW and #PackTheJack!

BOXSCORE

The Backing Bookworm

Dolly All The Time


I went into this book a little hesitant. I had read only one book by this author in the past (Summer Romance in August 2025) and I was not a fan.
But I am a HUGE fan of Dolly All The Time and from the first pages I was absolutely hooked! 
This is charming fake dating romance done right. Stewart Whitfield, of the Rhode Island Whitfields, of course, was born into a wealthy family with strong ties to the small town. Dolly Brick is a 39-year-old single mother who comes from a working-class family and returns to the town, with her 13-year-old son in tow, to help her father save their family home.  
The couple meets when Dolly changes Stewart's flat tire and from there a plan is hatched - one that will save Dolly's family home and helps Stewart achieve his own goals. Needless to say, things get complicated fast.
The story has an obvious Pretty Woman vibe, and I enjoyed seeing Dolly's fish out of water experiences and how she and Stewart, who are delightfully and believably flawed, grow together. The secondary cast is one of the strongest I've seen and added a lot to the story. I particularly loved that the ultrarich Whitfields weren't stereotypical snobbity snobs and Dolly's bond with her family and, in particular, her teenage son melted my heart. 
The only wee issue is the romantic blip towards the end that felt contrived and a bit drawn out. But the ending, which made me tear up, made up for the third act issue.
With laugh out loud moments, lots of heart and some swoony bits, this is a well-paced story with romance, family set in a lovely small-town seaside locale. 


My Rating: 5 starsAuthor: Annabel MonaghanGenre: RomanceType and Source: trade paperback from public libraryPublisher: G.P Putnam's SonsFirst Published: May 26, 2026Read: August 1-4, 2026

Book Description from GoodReads: If they start by pretending, can they end with something real?
Dolly Brick has never met a problem she couldn’t solve. Not when her mom left when she was twelve, and not at thirty-nine when she moves with her son back to Whitfield, Rhode Island, for the summer to keep her dad and brother from losing the family home.

So when she comes across Stewart Whitfield—annoyingly handsome scion of the Whitfield family—with a flat tire and at the wrong end of a very public, very humiliating breakup, it’s in her nature to help. But Stewart’s proposed arrangement ends up being more than either of them bargained for, because as public dinners and high-society benefits turn into sunset boat rides and kisses that hit her bloodstream like a ghost pepper, Dolly starts to feel something more than helpful. She’s never relied on anyone besides herself—can she really start now?

Glynn Stewart

State of the author August 2026

(Image is of Freya, a tortoiseshell tabby, sitting curiously on a new faux-leather kitchen chair. A second chair is dismantled on the ground next to her)

Well, if the state of the author is “busy,” I hope that helps explain why there was no update in July. Finishing up Keepers of the Flesh while getting Alien Olympus out absolutely ate my time around the turn of last month.

(I still haven’t released the Ingram paperback of Alien Olympus, for that matter, as the initial proof I received wasn’t usable. I had to redo the cover and it takes them forever to get my my proofs.)

Everything is trucking along at this point. I’ll be setting up the preorder for Keepers in the next few days. It does look like the audiobook will come out after the ebook and paperback release, as a heads up there.

Schedule for the next few books is currently:

September 24 – Keepers of the Flesh (Saints of the Void 2)

November 26 – Wildcard (House Adamant 6)

January 21 – Sisters in Magic (Spirit Knight 2)

March 25 – Project Acropolis (Starship’s Mage 20)

I am currently hoping to do the last Aether Spheres Kickstarter this fall, but I don’t even want to schedule that until I have fulfilled the last pieces of Void Spheres and the leatherbounds are delayed.

Happy reading everyone!

-Glynn Stewart

The post State of the author August 2026 appeared first on Glynn Stewart.


Kitchener-Waterloo Real Estate Blog

Selling a Luxury Home in Waterloo Region

Selling a luxury home in Waterloo Region requires a strategy tailored to a smaller buyer pool, more complex property differences, and higher expectations for presentation. The strongest plan combines evidence-based pricing, premium marketing, qualified-buyer reach, and disciplined negotiation tailored to the property rather than a generic listing formula.

KEY TAKEAWAYS

  • Luxury is market-relative: the relevant threshold depends on property type, neighbourhood, features, and current local inventory.
  • Fewer truly comparable sales make feature-by-feature pricing adjustments more important than relying on broad averages.
  • Premium photography, video, floor plans, staging guidance, and precise listing copy help buyers understand a property’s value before they book a showing.
  • Local exposure remains essential, while broader referral and syndication networks can expand reach for distinctive or higher-priced properties.
  • Credentials matter most when paired with current local evidence, a clear marketing plan, and direct accountability.
What Price Is Considered Luxury Real Estate In Waterloo Region?

Luxury real estate in Waterloo Region is not defined by one permanent price. It refers to the upper tier of the current local market, and that tier shifts by property type, location, inventory, and buyer demand.

A detached custom home in Waterloo may be evaluated differently from an executive townhome in Kitchener or an estate property in a surrounding township. The Deutschmann Team’s May 2026 luxury market update used separate benchmarks for single-family and attached properties, which illustrates why sellers should avoid applying one broad threshold to every home.

Use current segment data as a starting point, then evaluate the property’s lot, privacy, architecture, finish quality, condition, neighbourhood, and scarcity. For a current local snapshot, review the team’s live Waterloo Region housing market statistics.

How Is Selling A Luxury Home In Waterloo Region Different From A Standard Listing?

Selling a luxury home in Waterloo Region usually requires more detailed positioning because there are fewer comparable properties and fewer buyers who fit the price range. The listing must explain why the home deserves its position, not simply announce its square footage and features.

The process typically requires more preparation, tighter control over visual presentation, targeted outreach, private-showing coordination, and careful qualification of buyer interest. A strong strategy also anticipates longer decision cycles and more detailed questions about systems, renovations, land, permits, and operating costs.

The difference is not about adding decorative marketing. It is about reducing uncertainty for a selective buyer and presenting the property’s value in a way that is specific, credible, and easy to understand.

How Should A Luxury Home Be Priced When There Are Fewer Comparable Sales?

A luxury home should be priced using a multi-variable analysis rather than by copying the price per square foot of the nearest sale. Comparable sales still matter, but each may require larger adjustments for lot quality, views, privacy, architecture, renovation level, layout, outbuildings, and neighbourhood prestige.

The pricing process should compare recently sold properties, active competition, expired listings, assessed-value relationships, and the current behaviour of buyers in the same price band. The goal is a defensible range and a launch strategy, not an inflated number intended to win a listing.

We describe this kind of analysis in our free home evaluation and pricing process.

What Luxury Home Marketing Actually Reaches Qualified Buyers?

Effective luxury marketing combines excellent local distribution with presentation and outreach that align with the property. Professional photography, cinematic video, aerial imagery where appropriate, measured floor plans, thoughtful staging, and strong copy should work together as a single narrative.

Local buyers and their agents remain central, so exposure through REALTOR networks and established regional channels cannot be replaced by international promotion alone. Broader syndication and agent-to-agent referral networks are most useful when they provide relevant reach for a distinctive property, a relocation buyer, or an internationally connected purchaser.

Review our team’s seller marketing and multimedia approach to see how the presentation components fit together.

What Credentials Should A Luxury Home Seller Look For?

Look for evidence of luxury-specific training, verified performance at the upper tier, a strong local track record, and a clear plan for your property. A designation, by itself, is useful context, but it should not replace questions about pricing methodology, marketing deliverables, communication, and negotiation responsibility.

The Certified Luxury Home Marketing Specialist designation is an educational and performance credential offered by The Institute for Luxury Home Marketing. Sellers should verify the agent’s current status and ask how the training, network, and tools will be applied to their specific listing.

Most importantly, confirm who will lead the file, how often you will receive updates, what feedback will be collected after showings, and how the strategy will be adjusted if the market response differs from the launch assumptions.

Does A Luxury Listing Need Global Exposure Or Is Local Marketing Enough?

Most luxury sales still depend on strong local and regional execution. Still, broader exposure can be valuable for a property with unusual architecture, acreage, waterfront, relocation appeal, or a price point that attracts buyers beyond Waterloo Region.

Global exposure should be treated as an amplifier, not a substitute for accurate pricing and compelling presentation. Ask exactly where the listing will appear, whether the placement is automatic or selective, what audience those channels reach, and how inquiries will be managed.

A credible plan explains the role of each channel and avoids implying that syndication alone guarantees a better result.

How Do You Choose The Right Strategy For Selling A Luxury Home In Waterloo Region?

Choose a strategy that begins with the property and the seller’s goals. The plan should define the target buyer, the property’s strongest differentiators, the pricing evidence, the preparation schedule, the launch assets, the showing process, and the communication cadence.

Before signing, request a written outline of deliverables and decision points. Clarify what is included, who approves marketing, how buyer feedback will be interpreted, and what evidence would trigger a pricing or positioning adjustment.

You can compare live local trends on The Deutschmann Team’s market statistics page and request a property-specific assessment rather than relying on regional averages alone.

Conclusion

A successful luxury sale is built on precision: a defensible price, a polished presentation, the right reach, and clear decisions throughout the listing period. The Deutschmann Team’s brand promise is to provide honest strategy and direct accountability, so sellers understand both the plan and the evidence behind it. Request a free, no-obligation home evaluation to discuss how your property fits within the current Waterloo Region luxury market.

Frequently Asked Questions What price point is considered luxury real estate in Waterloo Region?

There is no universal, permanent threshold. Luxury typically refers to the top tier of the current local market, and the threshold varies by property type and location. Use current segment data and property-specific analysis rather than assuming that every home above a certain price belongs to the same buyer pool.

How is marketing a luxury home different from marketing a standard listing?

Luxury marketing places greater emphasis on property positioning, visual quality, buyer qualification, privacy, and targeted distribution. The goal is to communicate why the home is exceptional and to reach buyers whose needs, finances, and timing align with the property.

Does a luxury listing need global exposure or is local marketing enough?

Local and regional exposure is essential, while broader syndication can add value for distinctive or very high-priced properties. Global placement should support, not replace, strong local agent outreach, accurate pricing, professional presentation, and responsive inquiry management.

What credentials should I look for in a listing agent for a high-value property?

Look for luxury-specific training, verified upper-tier experience, local market knowledge, and a written property-specific plan. Also confirm who will manage the listing, how communication works, what marketing is included, and how the agent will measure and respond to market feedback.

The post Selling a Luxury Home in Waterloo Region appeared first on Kitchener Waterloo Real Estate Agent - The Deutschmann Team.


Kitchener-Waterloo Real Estate Blog

How Much Does It Cost to Prepare a Home for Sale in Waterloo Region?

The cost to prepare a home for sale in Waterloo Region can range from a few hundred dollars for cleaning, decluttering, minor repairs, and touch-ups to several thousand dollars for painting, moving, storage, professional staging, or more extensive property work.

The right budget depends on the home’s current condition, expected price range, likely buyer, competing listings, and the improvements most likely to strengthen presentation without overbuilding for the market.

The goal is not to renovate everything before selling. It is to determine which work should be addressed, which improvements could meaningfully support the sale, and which projects are unlikely to justify their cost, delay, or disruption.

KEY TAKEAWAYS‘

  • Preparation costs should reflect the home’s condition and what buyers expect within its neighbourhood, property type, and price range.
  • Cleaning, decluttering, maintenance, minor repairs, and selective painting usually deserve attention before major renovations.
  • Professional staging may range from guidance using your existing furniture to partial or full furniture rental for a vacant property.
  • Significant renovations do not automatically produce an equal increase in market value.
  • The strongest preparation plan separates essential work, high-impact presentation opportunities, and projects that can be left for the next owner.
  • Obtain written Waterloo Region quotes before relying on any preparation budget.
  • Establish the pricing and marketing strategy before hiring trades or beginning major work.
What Is Included in the Cost to Prepare a Home for Sale?

The cost to prepare a home for sale may include:

  • Cleaning
  • Decluttering
  • Junk removal
  • Moving or storage
  • Minor repairs
  • Painting
  • Landscaping
  • Exterior maintenance
  • Professional staging
  • Pre-listing inspections
  • Specialist assessments
  • Contractor or handyman work
  • Preparation for photography and showings

Two homes with similar square footage can require very different preparation plans.

An occupied home with suitable furniture may require only editing, organization, cleaning, and minor touch-ups. A vacant home may require furniture rental, delivery, installation, monthly carrying costs, and removal.

An older property or a home with visible maintenance concerns may require repair estimates, specialist advice, or additional documentation before the seller can establish a realistic preparation budget.

Instead of relying on one online average, homeowners should begin with three broad planning levels.

Preparation levelTypical workGeneral budget patternEssential refreshDeep cleaning, decluttering, minor patching, touch-up painting, small repairs, and basic yard cleanupUsually the lowest-cost route and may be measured in hundreds rather than thousandsTargeted preparationSelective painting, handyman repairs, lighting or hardware updates, moving or storage, landscaping, and partial stagingCan move into the low thousands depending on the size of the property, labour, materials, and scopeComprehensive preparationExtensive painting, multiple repairs, substantial moving or storage, specialist work, or vacant-home stagingCan reach several thousand dollars or more and should be supported by written quotes and a clear market reason

These are broad planning bands—not Waterloo Region contractor quotes or local price averages.

The exact cost depends on:

  • Property size
  • Current condition
  • Required labour
  • Material selection
  • Accessibility
  • Ceiling height
  • Amount of preparation required
  • Whether the home is occupied or vacant
  • Scheduling and time constraints
  • Whether the seller completes any of the work independently
  • The length of time rented staging or storage is required

A property-specific consultation and written local quotes are required before establishing a final budget. 

Which Pre-Sale Improvements Usually Provide the Best Value? 

The most useful pre-sale improvements are generally those that remove visible distractions, address obvious maintenance concerns, and help buyers understand the home quickly.

Cleanliness, organization, consistency, and proper maintenance often deserve priority because they can improve presentation without the cost and delay of a major renovation.

Begin with the work most likely to affect buyer confidence and the way the property appears in listing photographs and during showings.

Deep Cleaning

A thorough cleaning should normally address:

  • Kitchens and bathrooms
  • Floors and baseboards
  • Windows and glass
  • Doors and trim
  • Light fixtures
  • Appliances
  • Cabinet fronts
  • Closets and storage areas
  • Basement areas
  • Overlooked corners
  • Pet-related marks or odours

A home that feels clean and well cared for allows buyers to focus on its features instead of becoming distracted by maintenance.

Deep cleaning may be completed by the homeowner or by a professional cleaning company. The best option depends on the seller’s available time, the size and condition of the home, and the standard required before professional photography.

Decluttering and Furniture Editing

Decluttering involves more than placing belongings inside closets.

The objective is to make each room feel functional, comfortable, and easy to navigate while still allowing the home to feel welcoming.

Furniture and belongings should be edited to show:

  • The function of each room
  • Available floor space
  • Natural walking paths
  • Storage capacity
  • Architectural features
  • Window placement
  • Natural light
  • The scale of the room

Large furniture, personal collections, crowded shelving, excess countertop items, and unnecessary décor can make rooms appear smaller and prevent buyers from noticing the property itself.

Depending on the amount being removed, preparation costs may include:

  • Storage containers
  • Junk removal
  • Donation pickup
  • A storage unit
  • Moving services
  • Temporary off-site storage

The home should not be emptied without a plan. In many occupied properties, the best presentation comes from keeping the right furniture and removing only what interferes with space, light, or function.

Minor Repairs and Maintenance

Visible defects can create a broader impression that a property has not been maintained.

Consider addressing items such as:

  • Loose door handles
  • Damaged screens
  • Dripping taps
  • Missing or damaged trim
  • Burnt-out light bulbs
  • Damaged switch plates
  • Unfinished wall patching
  • Cracked or deteriorated caulking
  • Cabinet doors that do not close properly
  • Loose railings
  • Doors that stick
  • Damaged weather stripping
  • Visible exterior maintenance concerns

Not every imperfection requires repair. The preparation plan should focus on issues that are noticeable, affect normal use, weaken buyer confidence, or create unnecessary distractions.

Selective Painting

Fresh paint can be worthwhile when strong colours, visible wear, inconsistent finishes, poor patchwork, or damaged walls detract from the home.

Painting costs depend on:

  • The size of the area
  • Wall and ceiling condition
  • Surface preparation
  • Ceiling height
  • Trim, doors, and baseboards
  • The number of colour changes
  • Paint quality
  • Labour
  • Furniture moving
  • Timing
  • Whether the home is occupied

Obtain written estimates from Waterloo Region painters before approving the work.

Not every room needs to be repainted.

Priority areas may include:

  • The front entrance
  • Main living spaces
  • Kitchen
  • Primary bedroom
  • Main bathrooms
  • Hallways
  • Rooms with strong or inconsistent colours
  • Areas that will appear prominently in listing photographs

Selective painting can sometimes provide most of the presentation benefit without the cost and disruption of repainting the entire property.

Lighting and Hardware

Lighting affects how buyers experience a home both online and in person.

Preparation may include:

  • Replacing burnt-out bulbs
  • Using consistent bulb temperatures
  • Cleaning light fixtures
  • Replacing badly dated or damaged fixtures
  • Repairing loose switches
  • Updating visibly worn cabinet hardware
  • Replacing damaged door hardware

Updates should be selected carefully. The goal is not to replace every fixture or handle simply because something newer exists.

Curb Appeal

The exterior creates the first impression before a buyer enters the home.

Simple exterior improvements may include:

  • Mowing and edging
  • Removing weeds
  • Pruning shrubs
  • Cleaning walkways
  • Washing the front door
  • Cleaning exterior light fixtures
  • Removing damaged planters
  • Adding simple seasonal plants
  • Improving exterior lighting
  • Repairing loose house numbers
  • Removing unnecessary items from the porch
  • Keeping the driveway and entrance tidy

A good spending decision does not ask only:

Will this make the property look better?

It also asks:

  • Will it improve buyer confidence?
  • Will it strengthen the listing photographs?
  • Will it reduce a foreseeable concern?
  • Will it make the property easier to understand?
  • Will it help the home compete with similar listings?
  • Is the likely benefit reasonable in relation to the cost? 
Which Renovations Rarely Recover Their Full Cost Before Selling? 

Large renovations should not be automatically completed immediately before listing.

Projects such as full kitchen replacements, complete bathroom renovations, structural changes, highly personalized finishes, and renovations involving long permit, material, or delivery timelines can require substantial time and money without guaranteeing that the seller will recover the full expense.

Renovation cost and market-value contribution are not the same thing.

Buyers may value an improvement differently based on:

  • Design
  • Workmanship
  • Materials
  • Layout
  • Function
  • Neighbourhood expectations
  • Price range
  • Personal preference
  • The quality of competing properties

A newly renovated space does not automatically add an equal amount to the property’s market value.

A significant renovation may still be worth considering when:

  • A major defect prevents normal use
  • An issue may affect financing or insurance
  • The property is substantially weaker than its direct competition
  • The existing layout creates a serious functional concern
  • Comparable sales demonstrate meaningful buyer resistance to similar dated properties
  • The work can be completed properly within the seller’s timeline
  • The expected benefit reasonably justifies the cost and risk

Before approving a large project, compare the property with relevant recently sold homes and current competing listings.

Ask:

  • Did buyers demonstrably pay more for renovated alternatives?
  • How different were those properties?
  • Is the proposed work necessary to compete?
  • Would selective improvements provide most of the benefit?
  • Could the project delay the listing?
  • Is there a risk of unexpected costs?
  • Will the work require permits or specialist involvement?
  • Would pricing the property appropriately be a better strategy?
  • Is the seller renovating for the market or according to personal taste?

The goal is to address what buyers are likely to notice and value without overbuilding for the neighbourhood or expected price range. 

How Does Staging Affect the Cost of Preparing a Home for Sale? 

Staging costs depend on how much assistance the property requires.

A professional consultation using the seller’s existing furniture generally involves less work than partial furniture or accessory rental. A vacant-home installation may include furniture rental, delivery, setup, ongoing monthly charges, and removal.

The most economical staging plan often begins by editing and repositioning what the homeowner already owns.

This may include:

  • Removing oversized furniture
  • Repositioning key pieces
  • Reducing personal photographs
  • Clearing countertops
  • Editing shelves
  • Removing excess accessories
  • Improving bedding and linens
  • Defining the function of each room
  • Allowing more natural light into the space
  • Removing furniture that blocks windows or walkways

Rental pieces may be useful when a room is:

  • Empty
  • Poorly scaled
  • Difficult to understand
  • Missing the furniture needed to demonstrate its function
  • Visually disconnected from the rest of the property

Staging does not have to mean furnishing every room. The plan should focus on the spaces that have the greatest effect on first impressions, photography, buyer understanding, and the overall flow of the home.

The 2025 National Association of REALTORS® Profile of Home Staging found that 83% of surveyed buyers’ agents said staging made it easier for buyers to visualize a property as their future home. The living room, primary bedroom, and dining room were the most commonly staged spaces. This is U.S. research and provides useful general context, but it does not guarantee a higher sale price or shorter selling time in Waterloo Region. (National Association of REALTORS®)

With The Deutschmann Team, sellers receive a professional home-staging and interior-design consultation. Our listing service also includes professional photography and multimedia presentation.

The recommended preparation and staging plan is reviewed with the seller before the property is launched.

Staging and professional presentation may improve how buyers experience a home, but they do not guarantee:

  • A particular sale price
  • A specific number of showings
  • Multiple offers
  • A shorter selling timeline
  • Recovery of every preparation expense

The recommendation should always be based on the needs of the individual property. 

Should You Pay for a Pre-Listing Inspection? 

A pre-listing inspection may be useful for:

  • An older property
  • A home with previous renovations
  • A property with suspected mechanical concerns
  • Visible roofing, electrical, plumbing, structural, or moisture issues
  • A home where the seller wants additional information before establishing the listing strategy

An inspection may help a seller:

  • Identify potential concerns before receiving an offer
  • Obtain repair estimates
  • Decide what should be addressed
  • Gather supporting documentation
  • Investigate an issue in advance
  • Reduce the risk of being surprised during a buyer’s inspection
  • Prepare a more informed pricing and marketing strategy

However, a pre-listing inspection does not prevent a buyer from arranging a separate inspection.

It may also identify issues that require:

  • Specialist advice
  • Further investigation
  • Repair estimates
  • Additional documentation
  • A discussion with the seller’s real estate lawyer about any applicable disclosure obligations

Ontario disclosure obligations depend on the facts and the nature of the defect. Sellers should obtain transaction-specific legal advice rather than assuming that every inspection finding is treated in the same way. (Real Estate Council of Ontario)

Discuss the purpose and likely consequences of the inspection with your listing agent before ordering one.

The decision should be based on the property and selling strategy—not on the assumption that every home requires a pre-listing inspection. 

How Does The Deutschmann Team Build a Pre-Listing Preparation Plan?  

The preparation plan begins with:

  • The property’s current condition
  • The likely buyer
  • Expected price range
  • Recent comparable sales
  • Current competing listings
  • Neighbourhood expectations
  • The seller’s timeline
  • Whether the home will be occupied or vacant
  • The areas most likely to affect presentation and buyer confidence

Recommendations are then separated into three categories.

1. Work That Should Be Addressed

This may include issues that affect:

  • Normal use
  • Buyer confidence
  • Safety
  • Functionality
  • Insurability
  • Listing accuracy
  • The ability to market the property effectively

These items may require repair, further investigation, documentation, or advice from an appropriate professional.

The category does not mean that every item must automatically be repaired. It means the issue should be understood and addressed within the pricing, preparation, disclosure, or marketing strategy.

2. High-Impact Presentation Opportunities

These are improvements that may materially strengthen the way the home photographs, shows, or compares with competing properties.

They may include:

  • Deep cleaning
  • Decluttering
  • Selective repairs
  • Painting
  • Landscaping
  • Lighting improvements
  • Furniture editing
  • Professional staging
  • Improving the front entrance
  • Addressing visible maintenance concerns

Each recommendation should be tied to a clear buyer or marketing objective.

For example:

  • Removing furniture may improve the perceived scale and flow of a room.
  • Painting may reduce a distraction that would otherwise dominate the photographs.
  • Landscaping may strengthen the property’s first impression.
  • Staging may help buyers understand an empty or unusual space.
  • Repairing a visible defect may prevent buyers from assuming that broader maintenance has been neglected.

3. Optional or Unnecessary Projects

These are projects that may:

  • Be unlikely to recover their cost
  • Delay the listing unnecessarily
  • Exceed buyer expectations for the neighbourhood
  • Introduce construction risk
  • Require more investment than the market is likely to recognize
  • Reflect personal taste instead of broad buyer appeal
  • Provide only a minor presentation improvement

The purpose of a pre-listing consultation is not to create the longest possible renovation list.

It is to determine:

  • What should be addressed
  • What is likely to make a meaningful difference
  • What can be handled through pricing or disclosure
  • Where the seller can preserve time and money
How Can You Control the Cost to Prepare Your Home for Sale?

The best way to control preparation costs is to establish the pricing and marketing strategy before hiring trades or purchasing materials.

Every expense should address a specific concern, presentation issue, or competitive disadvantage.

1. Begin With a Property-Specific Consultation

Review the property before ordering work.

The consultation should consider:

  • Current condition
  • Likely value range
  • Buyer expectations
  • Current competition
  • Recent comparable sales
  • Selling timeline
  • Whether the home is occupied or vacant
  • Which rooms matter most to the presentation
  • Which concerns could affect buyer confidence

This helps prevent sellers from investing in projects that are unnecessary, overly personal, or unsupported by the market.

2. Compare the Home With Relevant Competition

Do not prepare the property in isolation.

Consider what buyers will see when comparing:

  • Recently sold homes
  • Current competing listings
  • Similar neighbourhood properties
  • Similar property types
  • Comparable price ranges
  • Renovated and non-renovated alternatives

A broad Waterloo Region market statistic may provide context, but the preparation strategy should be based on the homes competing for the same buyer.

3. Separate Maintenance From Cosmetic Work

Safety, functionality, maintenance, and listing accuracy should be considered separately from optional design improvements.

A cosmetic update may improve presentation. A maintenance concern may affect buyer confidence, inspection results, insurability, financing, or the transaction itself.

The two categories should not be treated as though they have the same purpose.

4. Obtain Written Quotes

For contracted work, confirm:

  • The exact scope
  • Labour and materials
  • Applicable taxes
  • Start and completion dates
  • Cleanup
  • Disposal
  • Payment terms
  • Warranty information
  • Potential additional charges
  • Whether permits or specialist involvement are required

Include a contingency for hidden work, material delays, or scheduling changes.

Do not rely on an online average as though it were a quotation for your property.

5. Prioritize the Most Visible Areas

Focus first on:

  • Exterior and entrance
  • Main living areas
  • Kitchen
  • Primary bedroom
  • Main bathrooms
  • Rooms visible in listing photographs
  • Spaces that are difficult to understand without furniture
  • Areas containing obvious maintenance concerns

Not every room requires the same amount of work or spending.

6. Consider the Seller’s Timeline

Preparation that might be reasonable with several months available may not be appropriate when the seller needs to list quickly.

A delayed launch can create costs of its own, including:

  • Additional mortgage payments
  • Property taxes
  • Utilities
  • Insurance
  • Storage
  • Temporary accommodation
  • Lost market timing

The preparation recommendation must account for both project cost and timing.

7. Stop When Additional Spending Is Unlikely to Matter

The next dollar spent should have a reasonable chance of improving:

  • Buyer confidence
  • Listing photography
  • Showing experience
  • Competitive positioning
  • The clarity or function of the property
  • The likelihood that buyers will understand its value

When the benefit becomes uncertain, preserve the money and consider whether the remaining work should instead be reflected in the pricing and marketing strategy. 

Conclusion

Preparing a home for sale is not a contest to complete the longest renovation list.

The strongest plan aligns the budget with:

  • Current competition
  • Buyer expectations
  • The property’s condition
  • Its likely price range
  • The seller’s timeline
  • The presentation needed to market it effectively

Begin with cleaning, organization, maintenance, and visible concerns.

Consider larger projects only when there is a clear market reason, and the likely benefit justifies the cost, timing, and risk.

The objective is to present the property honestly, remove preventable distractions, and protect the seller’s equity without spending money in areas buyers are unlikely to recognize.

Not Sure What to Repair, Paint, or Stage Before Selling?

Request a complimentary home-value and preparation consultation with The Deutschmann Team.

We will review your property, likely buyer, current competition, and selling timeline. We will then separate the recommendations into:

  • Work that should be addressed
  • High-impact presentation opportunities
  • Optional projects
  • Work that may be better left for the next owner

You will receive a practical preparation strategy designed around your home—not a generic renovation list. 

Frequently Asked Questions

Do I Have to Renovate My Home Before Selling It?

No.

Many homes can be positioned effectively through cleaning, decluttering, maintenance, selective repairs, painting, and professional presentation instead of a major renovation.

The right strategy depends on:

  • The property’s current condition
  • Neighbourhood
  • Expected price range
  • Competing listings
  • Seller’s timeline
  • Likely buyer
  • Cost and risk of the proposed work

Review the property before spending so you can distinguish between work that removes a real objection and work that is unlikely to recover its cost.

Is It Worth Spending Money on Staging Before I List?

It can be, particularly when rooms feel crowded, empty, dated, poorly defined, or difficult to understand.

Staging does not have to involve furnishing the entire property.

A professional consultation, furniture editing, improved placement, and selective accessories may be sufficient.

The decision should compare:

  • The likely presentation benefit
  • The cost
  • The needs of the property
  • The expected price range
  • Whether the home is occupied or vacant
  • How long rented items may be required

Staging does not guarantee a higher price or faster sale.

What Cosmetic Updates Usually Have the Biggest Impact?

The most broadly useful improvements often include:

  • Deep cleaning
  • Decluttering
  • Repairing visible defects
  • Selective neutral painting
  • Consistent lighting
  • Updating visibly worn hardware
  • Improving curb appeal
  • Refining furniture placement
  • Removing damaged or distracting décor

The best choices depend on the home and its direct competition.

Focus on improvements that strengthen listing photographs, reduce distractions, and communicate that the property has been cared for.

How Much Should I Spend Preparing My Home for Sale?

There is no universal amount.

The budget should reflect:

  • The home’s condition
  • Expected price range
  • Buyer expectations
  • Competing listings
  • Whether the home is occupied or vacant
  • The seller’s timeline
  • The work most likely to influence presentation or buyer confidence

Some properties need only a modest refresh. Others may require painting, repairs, storage, moving, specialist work, or professional staging.

Obtain written local quotes before establishing the final budget.

How Does a Pre-Listing Inspection Affect My Selling Costs?

A pre-listing inspection creates an upfront professional expense and may lead to repair estimates, specialist reviews, or additional investigation.

It can also help a seller understand potential concerns and prepare before an offer is received.

The value depends on:

  • Property age
  • Current condition
  • Suspected concerns
  • Selling strategy
  • How the information will be used
  • The seller’s timeline

Discuss the potential benefits and consequences with your listing agent before ordering an inspection. Obtain legal advice about any property-specific disclosure obligations.

Should I Paint My Entire Home Before Selling?

Not necessarily.

Whole-home painting may be useful when there is significant wear, strong or inconsistent colour, visible patchwork, or widespread cosmetic damage.

In other homes, selective painting may be enough.

Prioritize:

  • The entrance
  • Main living spaces
  • Kitchen
  • Primary bedroom
  • Main bathrooms
  • Hallways
  • Rooms that will appear prominently in photographs
  • Areas with visible damage or strong colour

Obtain a local quote before deciding whether the likely presentation benefit justifies whole-home painting.

Should I Replace My Kitchen Before Selling?

Usually not without first reviewing the property and comparable sales.

A full kitchen replacement can be expensive, time-consuming, and influenced heavily by personal taste.

A better strategy may involve:

  • Deep cleaning
  • Repairing damaged items
  • Painting where appropriate
  • Updating lighting or hardware
  • Improving styling
  • Pricing the existing condition accurately

A complete replacement may be justified in limited situations, but it should be supported by market evidence and a clear financial reason.

Is It Better to Sell a Home Empty or Furnished?

It depends on the property.

An occupied home can show well when the furniture is appropriately scaled, edited, and positioned. An empty home may feel clean and spacious, but some buyers may have difficulty judging room size, function, and furniture placement.

Professional staging may be particularly useful for:

  • Vacant homes
  • Unusual layouts
  • Open-concept spaces
  • Small rooms
  • Luxury properties
  • Homes with poorly defined spaces

The best approach should be determined during the preparation consultation. 

The post How Much Does It Cost to Prepare a Home for Sale in Waterloo Region? appeared first on Kitchener Waterloo Real Estate Agent - The Deutschmann Team.