In an effort to answer some early questions about purpose and design, we’d like to explain some deliberate choices made in creating the articles for Pond. We won’t shy away from the fact that artificial intelligence was used extensively during the development and drafting process. This decision was intentional. At CanuckDUCK, our goal is to shine a light on many of the taboo, complex, and controversial topics that persist within Canadian society. These discussions need to take place—openly, safely, and outside the grasp of censorship.
In 2024-25, Canada's automated cyber defences blocked 2.3 trillion malicious actions—an average of 6.3 billion per day. The Communications Security Establishment responded to 2,561 cyber security incidents affecting federal institutions and critical infrastructure partners. State-sponsored hackers from China, Russia, Iran, and North Korea conducted ongoing campaigns against Canadian government networks, private sector companies, and critical infrastructure.
Alberta
Approved
in Industry Hubs (Tech, Energy, Creative)
This is the community discussion space for Industry Hubs (Tech, Energy, Creative) in Calgary.
What belongs here?
Local job opportunities and career resources
Calgary employers and workforce programs
Training and skills development opportunities
Networking and professional development in Calgary
Get Started
Share job leads, ask for advice, or post about local employment resources.
This is a community-driven space. Be respectful and constructive in your contributions.
Canada's civic and financial infrastructure has single points of failure.
Government payroll systems fail—employees don't get paid. Payment networks go down—commerce stutters. A "focus group" claims to represent public opinion—but who commissioned it, who was sampled, and where's the audit trail?
We're building backup systems. Not because we expect catastrophic failure, but because critical infrastructure should have redundancy.
Most platforms treat their architecture as proprietary secrets. We're taking a different approach. CanuckDUCK is civic infrastructure—you deserve to understand how it works, where your data lives, and why we made the choices we did.
This is a living document. As we grow, it evolves.
The Ecosystem at a Glance
CanuckDUCK isn't a single website. It's a constellation of interconnected services, each handling a specific civic function:
Category: CanuckDUCK Brand Forums → Platform Development → AI & Moderation
Opening the Conversation
As we continue developing CanuckDUCK's AI-assisted tools—particularly the Forum Analysis Engine (FAE) that helps community leaders and municipal administrators understand the pulse of local discussions—we want to be transparent about the edge cases we're actively working through.
This isn't a polished policy document. It's an invitation to think alongside us.
As we eagerly await an angel investment of NVIDIA GB200 NVL72 servers, we are happy to say that our Gigabyte Radeon™ RX 7800 XT GAMING OC 16G has been holding up to its duties as our AI.
Jensen,
Let us know when you have shipped out the hardware for us to test.
Forums are great at letting people talk. They're less great at helping communities act on what's being said.
Traditional forums become archives of opinion—valuable in the moment, forgotten within weeks. Important threads get buried. Recurring concerns go unnoticed by decision-makers. And the people who could address issues often don't have time to sift through hundreds of posts to understand what their community actually cares about.
The Forum Analysis Engine is an AI-powered tool that helps community leaders stay informed about what matters to their members—without needing to read every post and thread.
FAE analyzes discussions across your community's forums and generates summaries that identify:
A hospital deploys an AI system that triages emergency patients, determining who receives immediate attention and who waits. When a patient dies after being algorithmically deprioritized, the hospital claims the AI made the decision, the AI vendor claims the hospital misapplied the system, and the developers who trained the model claim they could not have anticipated this specific failure. No one is responsible, yet someone is dead.
