Makerspace 2026 | AI & Entrepreneurship: Build. Connect. Strategize.

Part 1 · Building

AI for the Mundane, Not the Creative

AI is at its best when it handles the repetitive work that drains your time. The creative spark that defines your brand, your story, and your vision still belongs to you.

✅ Where AI Excels

✓ Boilerplate code and scaffolding
✓ Summarizing dense research papers
✓ Formatting documents and data entry
✓ First-draft outlines and templates
✓ Competitive landscape research
✓ Scheduling, email drafts, logistics
✓ Converting between file formats
✓ Answering factual reference questions

🧠 Where Humans Still Lead

✓ Brand identity and voice
✓ Storytelling with emotional depth
✓ Navigating ambiguity and nuance
✓ Building trust with stakeholders
✓ Original creative direction
✓ Reading a room and adapting tone
✓ Ethical judgment calls
✓ Motivation and vision-setting

💡 The Core Principle

When I started Quinan Labs, AI did not generate the company's mission, its partnerships, or its research hypotheses. What it did do: draft early documentation, scaffold code, and summarize 40-page academic papers into usable notes. The creative direction, the "why" behind the company, came from genuine human motivation. AI helped me move faster on the tasks that would have slowed me down.

Practical Examples: Where AI Saved Hours

📄 Grant Applications

AI helped structure early drafts of grant applications for Mitacs and InvestNS. It followed a template I provided and filled in sections with data I supplied. I then rewrote the narrative sections in my own voice. Total time saved: roughly 60% on the first draft.

💻 Code Scaffolding

Building the first prototypes for flood mapping dashboards required hundreds of lines of boilerplate configuration. AI generated the initial file structures and setup code while the team focused on the geomatics logic that required specialized knowledge.

📚 Research Summaries

Validating novel AI architectures requires reading dozens of academic papers. AI summarized key findings and highlighted methodology sections, cutting initial review time from hours to minutes per paper. Final analysis and conclusions remained human-driven.

📧 Communication Templates

Outreach emails to stakeholders, follow-up templates for partner meetings, and pitch deck outlines all benefited from AI drafting. The personal touch, the specific anecdotes, the connection, still required a human hand to get right.

"Let your passion lead, and let your AI assistance elevate you. The tool is powerful, but the direction it travels depends on the person holding it."

Rose Boudreau, Quinan Labs

Part 2 · Connecting

Business is Human to Human

Corporations, agencies, and institutions are all made up of groups of people. A good idea is only one piece of the puzzle. Genuine connection completes it.

🌍 The Reality of Business

We build norms, laws, and processes designed to be neutral and unbiased. But behind every contract, every partnership, and every funding decision, there are people making judgment calls. They invest in people they trust. They partner with people who show up. AI can help you prepare for those conversations, but it cannot replace the act of showing up, listening, and building a real relationship.

How Genuine Connections Built Quinan Labs

🎓

NSCC Entrepreneurship

The earliest supporter. Access to mentorship, workspace, and a network of fellow founders. This was not a cold application; it started with a conversation with the right instructor at the right time.

🔬

Mitacs & Labs4Market

Research validation funding that allowed Quinan Labs to hire a specialized team. These programs reward well-prepared applications, but the initial introductions came through relationship building within the NSCC network.

💰

InvestNS

Provincial funding to support early-stage innovation. The application will be strong because of the validation work behind it, but the opportunity to apply came from people in the network who believed in the work.

🌊

Applied Geomatics Research Group (COGS)

A partnership to build custom geomatics dashboards for flood maps and tree health monitoring for maple syrup producers. This started as a mutual interest conversation at NSCC, not a cold pitch.

💼

CGI

A full-time role that began as a co-op term. The company saw follow-through and initiative. That reputation opened doors to lead AI innovation projects across the Atlantic Business Unit.

📢

The Broader Community

Engaging stakeholders across business, government, and scientific communities to validate hypotheses through demonstrations and applied systems. Every one of these touchpoints was built on trust, not transactions.

🤖 How AI Supports Connection

✓ Research a person or organization before a meeting
✓ Draft follow-up emails after networking events
✓ Prepare talking points for presentations
✓ Summarize meeting notes into action items
✓ Translate technical concepts for non-technical audiences

⚠️ What AI Cannot Replace

✗ Showing up consistently over months and years
✗ Listening and responding with genuine empathy
✗ Sharing vulnerability and honest struggles
✗ Reading body language and adjusting your approach
✗ Building a reputation through consistent follow-through

"The best technology in the world will not save a business that fails to build trust. People invest in people first, and ideas second."

Part 3 · Strategizing

Understand the World You Build In

Geopolitics, legal frameworks, accounting realities, and economic structures all shape what is possible. AI is an excellent research partner for navigating this complexity.

📊 Who Holds the Wealth? Stock Market Ownership in America

Understanding wealth distribution is not an abstract exercise. It directly shapes who your potential customers are, what they can afford, and how they make purchasing decisions.

~90%

~8%

~2%

~90% held by the wealthiest individuals and billionaires

~8% in retirement fund investments (pensions, 401k)

~1-2% held by individual retail investors

Source: Federal Reserve Survey of Consumer Finances; multiple analyses cited by major financial outlets.

What This Means for Your Business

90%

of stock market wealth is held by a small number of elite investors

sits in retirement and pension fund investments

1-2%

is held by individual retail investors

$150K+

in non-dilutive funding secured by Quinan Labs

🎯 Asset Inflation & Customer Base

When a small number of individuals control most investable assets, the purchasing power of the average consumer is shaped by wages, not portfolio returns. If your product targets the general population, pricing and value propositions must reflect this reality. AI can help you model customer segments and price sensitivity at scale.

🧓 The Senior Market

Seniors still control a significant portion of personal wealth through real estate and retirement savings. Have you tested your product or service against the needs and realities of this demographic? AI is excellent at surveying market data and identifying underserved segments.

⚖️ Legal & Regulatory Landscape

AI can summarize legal frameworks, compare provincial and federal regulations, and flag compliance requirements before you invest months in a direction that faces regulatory barriers. Use it early for due diligence, not as an afterthought.

🌎 Geopolitical Awareness

Supply chains, trade agreements, and geopolitical shifts all affect small businesses. AI tools can monitor news feeds, summarize policy changes, and help you scenario-plan before disruptions hit. Strategic awareness is no longer reserved for large corporations.

🤖 AI as a Strategic Research Partner

AI will not make strategic decisions for you. But it can process information at a speed and scale that a solo entrepreneur cannot match. Use it to scan competitor landscapes, summarize regulatory documents, model pricing scenarios, and identify market gaps. Then apply your judgment. The combination of human strategic thinking and AI-powered research is where small teams gain an outsized advantage.

"You have to understand the society in which you are attempting to build something. The world's structures are not neutral. Know the terrain, and then choose your path."

The Journey · Quinan Labs

From Vague Ideas to a Clear Strategy

Quinan Labs did not start with a polished business plan. It started with curiosity, pivoted multiple times, and arrived at a research validation lab with $150K+ in non-dilutive funding and partnerships across Nova Scotia.

September 2025

The Spark

Founded Quinan Labs as a research validation lab focused on AI/ML deployment through an equitable lens. The initial concept was broad: explore how AI systems could be built to serve communities, not just corporations. No precise product. No revenue model. Just a hypothesis and motivation.

Late 2025

The Pivots

Tested multiple directions. Some gained no traction. Others revealed unexpected opportunities. Each pivot was informed by conversations with mentors, feedback from NSCC's entrepreneurship team, and early-stage market research (much of it AI-assisted). The key lesson: pivoting is not failure. It is the process of finding where your skills meet real demand.

Early 2026

Securing Funding

Secured over $150,000 in non-dilutive (equity-free) funding from NSCC Entrepreneurship, Mitacs, Labs4Market, and InvestNS. This funding came without giving up ownership of the company. AI helped with drafting applications and structuring materials; the relationships and validation work behind those applications came from months of genuine engagement.

Spring 2026

The Flood Mapping Project

Partnered with the Centre for Geographic Sciences (COGS) at NSCC to deliver a live flood mapping application for Cumberland County, NS, at no cost to the community. This project took four months and demonstrated the company's core mission: applying AI technology to real-world problems that affect real people. Hired and led a specialized team to execute.

2026 and Ongoing

A Clear Strategy Emerges

The research validation process led to two clear product directions. First: a novel writing AI assistant built on custom AI architecture, moving beyond static retrieval-augmented generation to include micro recursive self-improvement based on an author's corpus of work. Second: a partnership with the Applied Geomatics Research Group to build custom geomatics dashboards for flood maps and maple syrup producers (tree health monitoring), creating jobs for NSCC graduates and Nova Scotians.

Present Day

Deploying and Growing

Active deployment of both product lines. Continued research validation. Building a team. Creating employment opportunities in the province. The journey from vague ideas to a funded, focused company took deliberate effort: human creativity for the vision, AI assistance for the execution, and genuine relationships to make it all possible.

$150K+

Non-dilutive funding secured (zero equity given away)

Months to deliver the Cumberland County flood map

Clear product directions from research validation

10K+

Users reached by CGI Arc (RAG system Rose architected at CGI)

What Quinan Labs Is Building Now

📖 Novel Writing AI Assistant

A creative writing tool built on new AI architecture. Rather than generic content generation, this system uses micro recursive self-improvement agents that adjust weights based on an author's existing body of work. The goal is to assist, not replace, the creative process. The author's voice stays intact; the AI handles the structural and editorial support.

🌊 Geomatics Dashboards

Partnering with the Applied Geomatics Research Group to build custom dashboards for flood mapping and tree health analysis (maple syrup producers). These dashboards provide actionable environmental data and, more importantly, create employment opportunities for NSCC graduates in geomatics and data science.

💡 The Takeaway

Quinan Labs is proof that starting with uncertainty is normal. The path from "I have some ideas" to "I have a funded company with real partnerships" required three things: the courage to pivot when something was not working, a genuine network of people who believed in the work, and the strategic use of AI to move faster on the execution side. None of these three can stand alone. All three together created the result.

Hands-On · Build Session

Build Your Own Website Today

Two streams. Same outcome. Choose the path that fits your comfort level. By the end, you will have a real, deployable website built with AI assistance.

💬 Stream 1: Chatbot (Browser-Based)

Use a free account from any major AI provider (Gemini, Claude, or ChatGPT). Copy and paste prompts. The chatbot generates your HTML and CSS. You paste the code into files and deploy. No coding experience needed.

✓ Free accounts only, no payment required
✓ Works in any web browser
✓ No software installation needed

💻 Stream 2: Cline in VS Code

Use Cline, an AI coding assistant that runs inside Visual Studio Code. Connect to free models through OpenRouter with an API key. Cline reads your context documents and generates code directly in your editor. More control, more power.

✓ Uses OpenRouter API key with free models
✓ AI writes directly into your project files
✓ Context documents guide the output

1Set Up Your Chatbot

Choose a provider: Go to ChatGPT, Google Gemini, or Claude. Create a free account if you do not have one.

Open a new conversation. You will use this conversation for the entire build process.

2Prepare Your Context

Write a brief document (a few paragraphs) describing what your website is about. This is your "context document." Include: what the site is for, who the audience is, what sections you want, and any specific text or branding details.

Example prompt to start:

I want to build a simple one-page website for my small business. 
Here is the context:

Business name: [Your Name]
What we do: [Brief description]
Target audience: [Who visits this site]
Sections needed: Hero/header, About, Services, Contact
Style: Modern, clean, dark background
Colors: [Your preferences]

Please generate a complete HTML file with inline CSS that I can 
save and open in a browser. Make it responsive for mobile devices.

3Generate and Save Your Code

Paste the prompt into your chatbot conversation. It will generate HTML code.

Copy the generated code. Open any text editor (Notepad on Windows, TextEdit on Mac). Paste the code. Save the file as index.html.

Open the file in your web browser by double-clicking it. You should see your website.

4Iterate and Improve

Ask the chatbot to make changes: "Make the header larger," "Add a footer with my email," "Change the color scheme to blue and grey." Each response gives you updated code to save over your file.

If you want a separate CSS file: Ask the chatbot to "separate the CSS into its own file called styles.css and update the HTML to link to it."

5Deploy to Netlify

Go to netlify.com/drop. This is a free, no-account-required deployment tool.

Create a folder on your computer with your index.html (and styles.css if you separated it).

Drag and drop the entire folder onto the Netlify Drop page. Within seconds, your website will be live on a public URL you can share.

1Install Prerequisites

VS Code: Download and install from code.visualstudio.com if you do not already have it.

Cline Extension: Open VS Code. Go to Extensions (Ctrl+Shift+X). Search for "Cline" and install it.

OpenRouter API Key: Go to openrouter.ai. Create a free account. Generate an API key. You will paste this into Cline's settings.

2Configure Cline

Open Cline settings in VS Code (click the Cline icon in the sidebar).

Set the API provider to OpenRouter. Paste your API key.

Select a free model. Good options include: google/gemini-2.0-flash-exp:free, deepseek/deepseek-chat-v3-0324:free, or any model marked as free on OpenRouter.

3Create Your Project

Create a new folder on your desktop for the project (e.g., "my-website").

Open the folder in VS Code (File > Open Folder).

Create a context document: Make a new file called context.md in the project folder. Write a few paragraphs describing what you want the site to be. Include: business name, purpose, audience, desired sections, colors, and style preferences.

4Prompt Cline to Build

Open the Cline chat panel. Type a prompt like:

Read the context.md file in this project. Based on that context, 
create a complete one-page website with:
- An index.html file
- A styles.css file  
- Responsive design for mobile, tablet, and desktop
- A modern, clean design with the colors and style described 
  in the context document

Make it professional and ready to deploy.

Cline will create the files directly in your project. Review what it generates. Approve each file creation when prompted.

5Iterate and Deploy

Ask Cline for changes: "Add a contact form," "Make the fonts larger," "Change the header background." It edits your files in place.

Preview locally: Right-click index.html in VS Code and select "Open with Live Server" (install the Live Server extension if needed), or open it directly in your browser.

Deploy: Go to netlify.com/drop and drag your project folder onto the page. Your site will be live in seconds.

💡 Tips for Both Streams

Chatbot Stream

If the chatbot gives you code that does not work, paste the error message back into the conversation. Say: "When I open this file, I see [describe the problem]. Please fix it." The chatbot will correct itself.

Cline Stream

Keep your context.md file detailed. The more specific you are about what you want, the better the output. If Cline generates something you do not like, you can undo (Ctrl+Z) and rephrase your request.

AI & Entrepreneurship:Build. Connect. Strategize.

Building

Connecting

Strategizing

Workshop Agenda

Presentation & Class

Q&A & Discussion

Hands-On Walkthrough

Meet & Greet