Karsten Wenzlaff, Advisor
August 26th, 2025
AI Research | July 22, 2025

Image: Freepik AI
According to a recent WORKBank audit, a major new study from Stanford's SALT Lab, 41% of Y Combinator-backed AI agent companies are
to tasks that workers have no desire for automation. These 'no go zones' represent tasks that are technically automatable but socially or emotionally rejected by workers. It's a growing disconnect that highlights a fundamental challenge for the future of work.
Should AI companies and investors automate tasks that people do not want or lead to no progress, no matter how advanced these systems are?
The WORKBank database is based on a comprehensive survey of data collected between January and May 2025 from 1,500 U.S. workers across 104 occupations and 844 occupational tasks. Each task is drawn from the U.S. Department of Labor’s O*NET database and evaluated by worker preferences and AI expert assessments. Responses were collected using an audio interface to reflect practical real world task experience.
This structured format asked workers whether they would want a task fully automated by an AI agent, and how much human collaboration they believe is needed to maintain task quality.
To assess the balance between automation and augmentation, the research team created the Human Agency Scale, a 5 level scale from H1 (no human involvement) to H5 (essential human involvement).
The most preferred response across the workforce was H3, an equal partnership between humans and AI agents. This level was dominant in 47 out of 104 occupations, however for 47.5% of tasks, workers wanted more human involvement than experts believed was technically necessary. It's a gap that could evolve into resistance points in high efficiency AI rollouts.
Despite concerns, 46.1% of tasks received a positive rating for automation. Workers were most supportive of AI when it freed up time for more important work (69.4%), reduced repetitive or tedious tasks (46.6%), or improved quality (46.6%).
On the other hand, resistance appeared from fear of losing trust, jobs, or creativity. Among those expressing concerns, 45% cited lack of trust, 23% named job loss, and 16.3% described the loss of a human touch. Arts, Design, and Media was the sector with the lowest interest in automation where only 17.1% of tasks received a positive score.
Researchers compared the WORKBank tasks with descriptions of companies backed by Y Combinator’s public portfolio. The results show a concentration of capital in areas workers are skeptical about.
41% of companies were mapped to tasks in the Low Priority Zone or Automation Red Light Zone, where worker demand is weak or negative, while many tasks in the Automation Green Light Zone and R&D Opportunity Zone where workers want automation remains underfunded (Read: ripe for AI task automation).
The research also looked at how AI is impacting the demand for certain job skills. Tasks that require higher levels of human agency usually involve interpersonal and decision making abilities rather than data analysis or technical information processing.
Comparing skill rankings based on wage data from the U.S. Bureau of Labor Statistics with human agency requirements revealed a trend away from solo technical execution toward organizational coordination, collaboration, and judgment. This suggests a shift in the kinds of competencies that AI will complement rather than replace.
Canada is investing heavily in AI innovation, fintech development, and reskilling strategies for the future economy. The WORKBank research shows that AI innovation must be aligned with worker needs and social context. If Canadian fintechs and investors focus only on technical feasibility without considering how workers feel about automation, they risk building tools that sit unused, untrusted, or even opposed. AI companies and investors must engage the people whose work is being transformed.
The National Crowdfunding & Fintech Association (NCFA Canada) is a financial innovation ecosystem that provides education, market intelligence, industry stewardship, networking and funding opportunities and services to thousands of community members and works closely with industry, government, partners and affiliates to create a vibrant and innovative fintech and funding industry in Canada. Decentralized and distributed, NCFA is engaged with global stakeholders and helps incubate projects and investment in fintech, alternative finance, crowdfunding, peer-to-peer finance, payments, digital assets and tokens, artificial intelligence, blockchain, cryptocurrency, regtech, and insurtech sectors. Join Canada's Fintech & Funding Community today FREE! Or become a contributing member and get perks. For more information, please visit: www.ncfacanada.org
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AI Competition | July 21, 2025

Image: Freepik/Rochak Shukla
On July 11, 2025, TechTarget reported that Alibaba-backed Chinese AI startup Moonshot released Kimi K2, a fully open source language model to compete toe to toe with top U.S. AI models, such as ChatGPT-4.1 and Claude Opus 4. Kimi K2 is open source, cheaper, widely accessible, and optimized for coding performance, putting pressure on Western artificial intelligence labs that are delaying their own open models.
Built using a Mixture-of-Experts (MoE) architecture with 384 experts, Kimi K2 can process long technical documents and perform code automation. Moonshot trained the model using AI agent-style simulations and synthetic task scenarios. The model is open access with few restrictions and performs well on global developer benchmarks like SWE-Bench, GPQA, and AIME.
Unlike closed models like Claude and GPT-4.1, Kimi K2 can be used freely through its app or run locally by downloading the model files. Commercial use is allowed, with attribution required only for very large services.
| Model | Input Cost / 1M Tokens | Output Cost / 1M Tokens | Open Source | Coding Performance |
| Kimi K2 | $0.15 | $2.50 | ✅ Yes | Outperforms Claude Opus 4 on SWE-Bench, GPQA, AIME |
| GPT-4.1 | $2.00 | $8.00 | ❌ No | High general performance, strong reasoning |
| Claude Opus 4 | $15.00 | $75.00 | ❌ No | Strong general model, weaker in code |
| DeepSeek V3 | Free (GitHub) | Free | ✅ Yes | Former top open model; Kimi K2 exceeds on GPQA |
For Canadian fintech teams and AI builders, Kimi K2 is a cost-efficient way to automate development and build internal coding agents. It supports customized and secure deployments in regulated environments because files can be downloaded and can operate locally. There are team building tools like legal summarizers, compliance anlayzers, or custom service assistants that could be used to save costs at scale.
The pricing and accessibility of Kimi K2 shows that global leadership in open AI no longer belongs only to Silicon Valley. With more Chinese labs like Moonshot and DeepSeek producing high performance and competitively priced models, the AI infrastructure landscape is still jockeying for position with more powerful deployments inevitable.
This improvement in AI capabilities comes as Canada recently committed $240 million to fund local compute infrastructure via a new AI data centre with Cohere.
At just 15 cents per million input tokens, its cheaper than GPT-4.1 by more than 90% and Claude Opus by more than 99%. Combined with strong coding performance and open access, the Kimi K2 release is one of the most powerful free-to-use models available on the market today.
The National Crowdfunding & Fintech Association (NCFA Canada) is a financial innovation ecosystem that provides education, market intelligence, industry stewardship, networking and funding opportunities and services to thousands of community members and works closely with industry, government, partners and affiliates to create a vibrant and innovative fintech and funding industry in Canada. Decentralized and distributed, NCFA is engaged with global stakeholders and helps incubate projects and investment in fintech, alternative finance, crowdfunding, peer-to-peer finance, payments, digital assets and tokens, artificial intelligence, blockchain, cryptocurrency, regtech, and insurtech sectors. Join Canada's Fintech & Funding Community today FREE! Or become a contributing member and get perks. For more information, please visit: www.ncfacanada.org
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July 21, 2025

Image: Freepik/DC Studio
Canada’s home-care system is approaching a pivotal moment. According to federal projections, the country will need 39,000 additional personal support workers (PSWs) by 2043 to keep up with demand. As the population ages and more Canadians express a preference to age in place, this gap will only grow especially in rural and remote areas, where the care shortage is most severe.Provincial PSW Shortage Heat‑Map: Scheduling Tech for Rural & Remote Gaps
In Budget 2024, the federal government acknowledged this growing concern, flagging urgent incentives for rural recruitment, training, and deployment. But without better workforce management, even new funding can fall short. To bridge this divide, agencies must turn to smart scheduling and care management tools that optimize existing staff, reduce missed visits, and improve continuity of care no matter how remote the setting.
While urban centres like Toronto and Vancouver face their own home-care challenges, rural communities across provinces are confronting a different kind of crisis: chronic staffing shortages, long travel distances, and high burnout rates among the few remaining PSWs.
Provincial heat-maps reveal some of the hardest-hit areas:
| Province | High-Demand Regions | Rural Challenges |
| Ontario | Thunder Bay, Timmins, Kenora | Vast geography, staff shortages, long travel |
| Nova Scotia | Cape Breton, rural South Shore | Aging population, low PSW retention |
| Alberta | Northern Alberta, Peace River | Harsh weather, sparse housing, recruitment |
| Manitoba | Interlake and Northern regions | Limited access to training, high turnover |
| Newfoundland | Labrador and outport towns | Transport access, isolation, overwork |
In these zones, agencies often can't fill shifts, and residents go without consistent care, leading to emergency visits or premature long-term care admissions.
The federal Budget 2024 introduced welcome support: incentives to recruit PSWs to under-served regions, expand training pipelines, and bolster home-care programs. However, infrastructure without intelligent deployment tools risks underperformance.
Many providers still rely on manual spreadsheets or outdated systems that:
This results in wasted time, unbalanced workloads, and frustrated care teams—especially in areas where every PSW hour counts.
ShiftCare Canada offers a dedicated care management and scheduling platform that helps Canadian agencies meet growing demand—without overextending limited staff.
With ShiftCare, providers can:
By making it easier to assign the right carer to the right client at the right time, ShiftCare helps agencies maximize their existing workforce while reducing burnout and missed visits.
Whether you're operating in rural Nova Scotia or northern Alberta, smart scheduling is no longer optional—it’s mission-critical.
Here’s how modern care management software stacks up against traditional systems in rural care environments:
| Feature | Manual/Legacy Systems | ShiftCare Canada |
| Geographic Scheduling | ❌ Not supported | ✅ Optimized for travel time |
| PSW Availability Tracking | ❌ Often outdated | ✅ Real-time mobile updates |
| Multi-Region Scheduling | ❌ Cumbersome | ✅ Streamlined with filters and templates |
| Alerting for Cancellations | ❌ Manual follow-up | ✅ Instant push notifications |
| Compliance & Documentation Logs | ❌ Risk of error | ✅ Built-in audit trails and reports |
By using purpose-built care management scheduling tools like ShiftCare, providers can stretch their workforce further, without stretching them too thin.
The PSW shortage isn’t going away. But how we respond to it—through policy, planning, and technology adoption—will define the future of community-based care in Canada.
With platforms like ShiftCare Canada, home-care agencies can better navigate the challenges of rural service delivery, empower their staff, and ensure that no matter where a client lives, care shows up on time.
The National Crowdfunding & Fintech Association (NCFA Canada) is a financial innovation ecosystem that provides education, market intelligence, industry stewardship, networking and funding opportunities and services to thousands of community members and works closely with industry, government, partners and affiliates to create a vibrant and innovative fintech and funding industry in Canada. Decentralized and distributed, NCFA is engaged with global stakeholders and helps incubate projects and investment in fintech, alternative finance, crowdfunding, peer-to-peer finance, payments, digital assets and tokens, artificial intelligence, blockchain, cryptocurrency, regtech, and insurtech sectors. Join Canada's Fintech & Funding Community today FREE! Or become a contributing member and get perks. For more information, please visit: www.ncfacanada.org
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July 21, 2025
Image: Freepik/rawpixel.com
Creating a proper website for a portfolio is a big deal for anyone who works online. While a polished portfolio might raise your credibility and help you gain recognition in professional circles, a sloppy one can cost you an offer.
A rich portfolio can be used interchangeably with a CV and a business card. It is a showcase of you as a professional.
It can be a collection of your past works, for example, illustrations, a Linktree to sites you built, a story about events you organized. The format of a portfolio is mostly determined by its substance.
If you are a programmer, a designer, a copywriter, an event manager, or an SMM specialist, you need a neatly made portfolio page to present to your potential employers.
There’s a reason why even successful creative producers have their own websites. Having a webpage dedicated to you makes it easier to find you online. By publishing your portfolio, you basically invest in your future employment.
You should choose a reliable platform that won’t suddenly go on maintenance when you need to share it.
Pro-tip: always save the backups. It might also be a good idea to have your portfolio saved on your local device.
Google Docs
It may seem funny, but actually Google Docs is a good starting point. It’s better to have a portfolio in some shape or form than nothing at all. With creativity, you can make even a simple Google Doc shine.
Unfortunately, this option has obvious limitations and won’t work long-term when you have more projects, more pictures, and more info to share.
Pros
Cons
A Portfolio Platform
There are specialized platforms to publish your portfolio and look for a job at the same time. Examples include Behance and ArtStation. They already have a much more compelling design than Google Docs, but their page structure is always the same and doesn’t have much room for personalization. Besides, ArtStation is made specifically for artists and graphic designers, and Behance is mostly used for job hunting. Professionals often have links to their actual portfolios on their Behance page.
Pros
Cons
A PDF File
If you don’t want to think about hosting a website, you can just make your portfolio into a pretty single document and upload it to a cloud of your choice. Or you can share it directly through a USB flash drive. It’s a bold choice. A viable one, although not the most convenient.
Pros
Cons
CMS
You can make your own website from scratch with Content Management Systems like WordPress or Joomla. It’s certainly one of the better options, but a tricky one. To use CMS to its fullest, you need to have at least basic coding skills. Not to mention that they may be hard to navigate for a beginner.
Pros
Cons
Website Builders
A website builder presents the best of both worlds. It offers a lot of room for customization with templates and ready-to-use blocks while being easy to use and intuitive. There are both free and paid plan options.
Pros
Cons
There are, however, options that are both easy to use and affordable. Site.pro is a website builder with 200 templates, lots of plugins, and an AI website generator function. Its minimal plan starts at only $1.3 a year.
With Site.pro you can build a website in less than 10 minutes with no prior knowledge.
Follow these steps:
Your website is ready to go!
Structure is always the key. Nothing sells a portfolio like compelling storytelling. Split your website into sections.
You can use this plan as an example.
Main Page
Here should be all the navigation to other sections. At a single glance at your homepage, a user should get a general idea of who you are, what you do, and what you can offer. That’s also why naming is so important. Both your domain and the text on your main page should include your name.
About Me
It’s a place to introduce yourself. Your portfolio has to complement your CV and give the most positive first impression. There shouldn’t be too much text, just enough to get to know you in a nutshell. Your actual work will speak for you.
My Projects
There’s a simple rule: if you’re only starting out, you should include every project you worked on. But if you have more than a couple of projects under your belt, you should only choose the ones that showcase your abilities best. Keep in mind, no one is going to browse through your entire working history.
Place your works chronologically and give them a little context: what you did, when, what the results were.
If you use someone else’s material, remember to give proper credit.
Contact Me
Leave links where people can find and contact you: your email address, your social media. Make sure that your email address is active and all the links are properly named and actually lead where they say they do.
The draft of your portfolio is ready. What now? You should make it both good-looking and convenient.
Here are 4 tips for that:
Don’t hesitate to put the link to your portfolio on your professional and personal social media, share it when applying to a new job, and be proud of your work at all times.
And be sure to ask for feedback from people you trust. It can be other professionals, your colleagues, or friends.
Your portfolio has to keep up with your professional journey. Remember to update it with new projects and change links in case you lose access to your email address or social media accounts.
Making a portfolio is not an easy task, but with the right tools, references, and attitude, everything is possible. Everyone can build a website and make their portfolio truly shine. Prove it, try it yourself!
The National Crowdfunding & Fintech Association (NCFA Canada) is a financial innovation ecosystem that provides education, market intelligence, industry stewardship, networking and funding opportunities and services to thousands of community members and works closely with industry, government, partners and affiliates to create a vibrant and innovative fintech and funding industry in Canada. Decentralized and distributed, NCFA is engaged with global stakeholders and helps incubate projects and investment in fintech, alternative finance, crowdfunding, peer-to-peer finance, payments, digital assets and tokens, artificial intelligence, blockchain, cryptocurrency, regtech, and insurtech sectors. Join Canada's Fintech & Funding Community today FREE! Or become a contributing member and get perks. For more information, please visit: www.ncfacanada.org
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