Canada’s Financial Rules May Be Holding Growth Back

  • In the second year of our regulatory scorecard paper, results continue to show the need for a more balanced approach to financial oversight, one that explicitly incorporates innovation and competition alongside traditional stability and consumer protection goals.
  • Newly issued and updated regulatory documents did not change previous results.
  • The imbalance reflects the mandates of Canadian regulators, which stand in contrast to those of their UK, Australian, and US peers, where innovation and competition are more explicitly recognized.
  • The study highlights deficiencies in the implementation and communication of cost-benefit analyses. Compliance costs are increasingly embedded across most of the financial sector workforce, with the share of labour costs and revenues devoted to compliance rising steadily, significantly exceeding international counterparts, and falling disproportionately on smaller firms.
  • If left unaddressed, these asymmetric and rising compliance costs risk diverting skilled labour and capital away from core business functions, undermining productivity, innovation, and the overall competitiveness of Canada’s financial sector.
  • Modernizing the mandates of Canadian regulators to explicitly recognize the tradeoffs between stability, investor protection, and economic dynamism is an economic imperative.

1. Introduction

Canada continues to face a well-documented struggle with weak productivity growth, poor business investment, and sluggish economic expansion.1 There is also a quantifiable link in Canada between growing regulatory burdens, including financial sector regulation and weaker growth.2 The challenge, therefore, is not whether to regulate, but how: regulators must find a balance between safeguarding financial stability and enabling economic dynamism. Achieving such a balance could be especially consequential in Canada, where both growth and competitiveness remain fragile.

Against this backdrop, a crucial question is whether Canadian financial regulators operate within a sound and structured framework that ensures the implementation of truly necessary rules and regulations. To provide an answer, this paper builds on the work of Bourque and Caracciolo (2024)3 which employed two complementary types of analysis – one theoretical, one empirical – to shed light on the strengths and the weaknesses of Canada’s regulatory landscape.

The theoretical analysis established the foundation for evaluating regulatory effectiveness by defining the core principles that should guide financial regulators in building a sound and efficient regulatory framework.4 It identified three essential steps that should underpin any regulation-making process: (1) thoroughly identifying the problem; (2) conducting a comprehensive cost-benefit analysis to weigh the implications of potential regulations; and (3) clearly articulating objectives to ensure predictability and consistency.

The empirical analysis involved a two-stage quantitative and qualitative textual analysis. The first stage consisted of an international comparison, where the performance of Canada’s primary federal financial regulator – the Office of the Superintendent of Financial Institutions (OSFI) – was benchmarked against two international counterparts: the United Kingdom’s Prudential Regulation Authority (PRA) and the Australian Prudential Regulation Authority (APRA). This comparative analysis helped contextualize OSFI’s regulatory approach in relation to best practices observed in other financially comparable jurisdictions.

The second stage dug deeper into the Canadian financial regulatory landscape, evaluating the regulations of the main federal and provincial bodies against the principles identified in the theoretical framework. To do this, Bourque and Caracciolo (2024) developed a comprehensive scorecard that assessed core regulatory documents to determine the extent to which Canadian regulators adhered to these principles.

The findings showed that although Canadian regulators have generally succeeded in crafting well-structured regulations, their approach often falls short of adhering – on aggregate – to the core principles outlined in the framework. This leads to a lack of predictability and a more reactive, rather than proactive, set of rules and regulations. In this environment, rules are introduced in response to emerging challenges rather than through proactive, forward-looking planning. Further, there is a notable lack of systematic and substantive use of cost-benefit analysis, both in the development of regulations and in communicating their expected impact.

The scorecard allowed for an investigation into the priorities of Canadian regulators. Most of the current regulations in Canada place financial stability and consumer protection as their primary goals. These are, of course, both crucial objectives; however, they are too often pursued without adequate consideration of their interplay with innovation and competition. As a result, regulatory frameworks may end up stifling growth, particularly among smaller firms that lack the resources to absorb compliance costs as easily as larger institutions.

Building on last year’s study, this paper has three principal objectives. First, it updates the regulatory scorecard. An annual update makes it possible to track how Canadian regulatory priorities evolve over time and assess whether any progress is being made in addressing the shortcomings identified earlier. Notably, this updated scorecard reveals that the fundamental orientation of Canadian financial regulation remains largely unchanged: stability and consumer protection continue to dominate (if anything, with a slight uptick), while considerations of dynamism, innovation, and competition remain on the back burner. To be sure, some rebalancing is emerging. Ad hoc initiatives – such as blanket orders, sandbox activities, and similar discretionary measures – have introduced some pockets of innovation and efforts to reduce administrative burden. Nevertheless, our main point persists: without a deeper shift in regulatory philosophy, such measures risk remaining isolated exceptions, rather than indicative of a broader shift.

To probe the core of Canadian regulators’ philosophy – and to test whether the observed regulatory imbalance is structural – the analysis is extended to include foundational documents that set out regulators’ objectives, mandates, and missions.5 Examining these texts allows for an assessment as to whether the current priorities are rooted in the very design and self-perception of regulatory institutions, rather than from recent or temporary policy choices. The results show a clear hierarchy of objectives in regulator mandates across the country, with stability and consumer protection firmly dominant. This stands in contrast to the mandates of regulators in the UK, Australia, and the US, where innovation and competition feature more prominently. Without a shift toward a more balanced regulatory philosophy, Canada risks falling further behind in competitiveness, innovation-driven growth, and overall economic resilience.

One consequence of this regulatory imbalance is the potential for disproportionate compliance costs – relative to benefits – being imposed on the financial sector. Hence, the third goal of the paper is to evaluate the cost side of cost-benefit analysis in regulatory decision-making. We do this by quantifying and identifying compliance costs imposed by financial regulations across different financial subsectors, with particular attention to varying firm sizes. By empirically assessing these costs, this study fills a critical gap in the literature, offering concrete evidence of how current regulatory frameworks affect businesses, especially smaller firms that may face a heavier burden. Our aim is to start a new, thorough, and reliable database that will create valuable insights for policymakers and regulators.

The first wave of results is concerning.

Although the benefits of regulation are difficult to measure, compliance duties are becoming increasingly embedded across most of the financial sector workforce. The share of labour and revenues devoted to compliance continues to rise – well above international counterparts – and the burden falls disproportionately on smaller firms. If left unaddressed, these asymmetric and rising compliance costs risk diverting skilled labour and capital away from core business functions, further undermining productivity, innovation, and the overall competitiveness of Canada’s financial sector.

2. The Updated Scorecard

2.1 Methodology

To update the regulatory scorecard, we employ the same textual and topic analysis framework as in the previous study (Bourque and Caracciolo 2024), applying it to newly issued and updated regulatory documents from the past year (June 2024 to June 2025) alongside previous documents. Our focus remains on key regulatory materials across the banking, insurance, pensions, and securities sectors, including Financial Services Regulatory Authority of Ontario (FSRA) Guidelines, Autorité des marchés financiers (AMF) Guidelines, Office of the Superintendent of Financial Institutions’ (OSFI) Guideline Impact Analysis (and related documents), and Canadian Securities Administrators’ (CSA) Companion Policies.6

Using natural language processing (NLP) techniques (see Bourque and Caracciolo [2024] for a more complete description), we extract and classify key terms, sentences, and logical arguments to assess how these documents address market failures (e.g., market abuse, asymmetric information, systemic and liquidity risk), policy objectives (e.g., stability, transparency, efficiency), and cost-benefit considerations.7 This allows us to evaluate the extent to which Canadian regulators align with the core principles of sound regulatory decision-making: problem identification, cost-benefit assessment, and clear articulation of objectives.

While the core methodology remains unchanged, this iteration refines our classification process.8 We will perform this update on an annual basis, allowing us to systematically track shifts in regulatory priorities over time. The full updated scorecard, which reflects these refinements and new findings, is presented in online Appendix C (Table 1).

2.2 Results

This updated regulatory scorecard reveals similar results as last year in Canadian financial regulation: the fundamental priorities of regulatory authorities have remained largely unchanged, with consumer protection, transparency, and stability dominating the regulatory agenda. Despite ongoing discussions about the need to stimulate economic growth in Canada, our analysis indicates that a more balanced approach to financial oversight, one that explicitly incorporates innovation and competition alongside these traditional goals, remains largely absent from newly issued and updated regulatory documents (evaluated alongside existing documents).

Most regulatory initiatives (approximately 92 percent versus 89 percent of last year) primarily target market abuse, stability, transparency, and, ultimately, improved consumer protection. On the other hand, a smaller fraction (around 14 percent, compared to 16 percent last year) explicitly aim to enhance efficiency, promote growth and innovation, and take into account the stability versus dynamism trade-off that is a critical part of any regulatory structure.

One notable exception among the newly analyzed documents is delivered by FSRA’s Guideline GR0014APP, which demonstrates a departure from the prevailing regulatory narrative. This document explicitly acknowledges the importance of fostering a more dynamic financial marketplace, introducing measures aimed at reducing barriers to entry and enhancing the competitive landscape.9 We also acknowledge that CSA’s National Instrument 81-101 Mutual Fund Prospectus Disclosure, which focuses on enhancing transparency and investor protection through standardized disclosure requirements, aims to simplify the disclosure procedure and, therefore, represents an important step forward in regulatory efficiency.

Beyond these individual measures, we note that FSRA and CSA have also set out broader ambitions. FSRA’s 2024–2027 Strategic Plan highlights burden reduction and regulatory efficiency, while CSA’s 2025–2028 Business Plan emphasizes internationally competitive markets and regulatory approaches that adapt to innovation and technological change. These commitments are commendable and encouraging, but they remain largely aspirational: they signal intent, but the challenge is whether they will translate into consistent features of day-to-day regulatory instruments. Our annual updated scorecard will be able to monitor this.

Breaking down our analysis to the single regulator level, FSRA stands out as the one that has gone furthest in bridging the gap between intentions and actions: around 17 percent of its analyzed documents now contain growth or innovation considerations (up from 13 percent last year). By contrast, CSA – which admittedly had the highest percentage last year – OSFI, and AMF remain closer to their prior levels, with innovation-oriented content in only 18 percent, 10 percent, and 10 percent of their documents, respectively. For now, the broader regulatory environment continues to disproportionately prioritize risk mitigation and consumer safeguards over fostering a more adaptive and competitive financial sector.

Moreover, and again consistent with last year, there is a dearth of explicit cost-benefit analysis or meaningful discussion of the broader economic costs imposed by the regulatory interventions across nearly all examined documents.10

3. Where Does This Imbalance Come From?

Our scorecard raises a fundamental question: is this imbalance an unintentional result, or does it reflect the regulators’ mandate and therefore a structural feature of Canada’s regulatory landscape? To answer this, we examined the mandates and missions of Canadian financial regulators (prudential and securities regulators alike). For the vast majority, dynamism, competition, and capital formation are typically only included following the mission statements – OSC being a notable exception. The primary focus of the mission statements remains on stability, investor protection, and market integrity, which are vital but fall short of capturing the full potential of a dynamic, innovative financial sector.

For example, OSFI’s mandate is to:

  • “ensure federally regulated financial institutions (FRFIs) and federally regulated pension plans (FRPPs) remain in sound financial condition;
  • ensure FRFIs protect themselves against threats to their integrity and security, including foreign interference;
  • act early when issues arise and require FRFIs and FRPPs to take necessary corrective measures without delay;
  • monitor and evaluate risks and promote sound risk management by FRFIs and FRPPs.”11

It is only after that that they say, “In exercising our mandate:

  • for FRFIs, we strive to protect the rights and interests of depositors, policyholders and financial institution creditors while having due regard for the need to allow FRFIs to compete effectively and take reasonable risks.”

To further substantiate this point, we look to see whether the secondary status of competition, cost, and innovation in Canadian regulators’ mandates is a uniquely Canadian phenomenon or part of a broader international pattern. Benchmarking against international best practices is particularly relevant in financial regulation, where peer jurisdictions face similar market dynamics and policy tradeoffs. By comparing Canada’s regulatory mandates to those of similar international counterparts, we can better assess whether the Canadian approach reflects a deliberate policy choice or a missed opportunity to align with evolving global standards.

As in the scorecard, we conducted a systematic textual analysis of the mandates and missions of major financial regulators in Canada, the UK,12 Australia,13 and the United States.14 Using natural language processing techniques, we extracted and quantified the most prominent themes and keywords in these foundational documents.15 The results are visually summarized in the accompanying wordclouds. The size of each word reflects its frequency and “keyness” – a measure of statistical importance and relevance within the analyzed texts. Unlike simple term frequency, this approach highlights the concepts and priorities regulators emphasize disproportionately relative to the overall corpus, providing a more nuanced quantitative assessment. The wordclouds thus offer an intuitive visual snapshot of the dominant regulatory themes.

What emerges from this analysis is a clear divergence in regulatory philosophy. The wordclouds for the UK and Australia show that terms such as “competition,” “growth,” and “cost” are extremely relevant in the language of their regulators’ mandates. This reflects an explicit and deliberate embedding of economic dynamism and efficiency into their regulatory objectives.

Indeed, the UK’s PRA and Australia’s APRA, while maintaining stability and consumer protection as core priorities, have made efforts to explicitly incorporate competition, innovation, and market adaptability into their mandates over the past decade (Figure 1). The PRA, for example, makes the case that long-term resilience requires a financial sector that is not only stable but also competitive, forward-looking, dynamic, and innovative. By integrating efficiency and market innovation, the PRA looks to ensure that the financial ecosystem can grow and evolve with emerging market demands.

Similarly, APRA’s mandate balances the primary objective of safety “with considerations of competition, efficiency, contestability (making barriers to entry high enough to protect consumers but not so high that they unnecessarily hinder competition) and competitive neutrality (ensuring that private and public sector businesses compete on a level playing field).”16

In contrast, the wordclouds for Canadian deposit-taking and insurance regulators reveal a notable absence of such language (see Figure 2 for OSFI, FSRA17, and AMF18). Their mandates and mission, while perhaps containing references to competition and growth, are dominated by terms like “stability,” “solvency,” “obligation,” and “consumer protection.”

This linguistic gap is not just cosmetic; it reflects a structural difference in regulatory philosophy. Without a formal mandate to consider competition or cost, many Canadian regulators have less incentive to systematically integrate these factors into their rulemaking.

A similar divergence is evident in securities regulation. The UK’s Financial Conduct Authority (FCA) and the US Securities and Exchange Commission (SEC) place competition, growth, dynamism, and capital formation at the centre of their regulatory mandates (Figure 3).19

These are not just theoretical differences. SEC’s statutory responsibility to facilitate capital formation led to a practical framework that drives policies to increase market access for a broader range of firms. The SEC has introduced initiatives such as Regulation A+ and crowdfunding exemptions, which aim to make it easier for small and emerging firms to raise capital while balancing investor protection. The FCA’s mandate similarly incorporates competition as a core principle, emphasizing measures to ensure that financial markets remain vibrant and responsive to technological progress, highlighting also how this, in turn, will increase investors’ welfare.

In contrast, although some of the largest securities commissions – such as the OSC, BCSC, and ASC – are notable exceptions, explicit competition or capital formation mandates are not necessarily the norm across our 13 provincial securities commissions, nor at the umbrella organization, the CSA (see Figure 4 for CSA’s wordcloud).20 The Ontario government did take a step in this direction in 2021, when it expanded the OSC’s mandate to include fostering capital formation and competition.

While investor protection and market integrity remain fundamental and essential objectives, the absence of a consistently clear directive to foster market dynamism means that regulatory actions are more likely to be slanted towards a more cautious, conservative approach. There have certainly been some targeted efforts to support innovation and broaden access to capital, such as the CSA’s Financial Innovation Hub21 and their harmonized crowdfunding rules, but these remain isolated and ad hoc. Unlike the systematic, mandate-driven commitment seen in the UK and the United States, Canadian initiatives are not consistently rooted in a formal regulatory priority to promote capital formation.

This regulatory gap is particularly concerning given Canada’s persistent struggles with weak productivity growth, poor investment, sluggish economic expansion, and relatively low levels of innovation adoption.22 A financial regulatory environment that does not explicitly encourage competition, innovation, and capital formation may reinforce these trends by raising barriers to entry, increasing compliance costs for smaller firms, and discouraging capital market participation, particularly from high-potential startups and emerging sectors. The absence of a statutory capital formation mandate within securities regulation means that new firms seeking to grow or disrupt established industries may face challenges in accessing the funding they need, further contributing to a stagnant market environment.

Modernizing the mandates of Canadian regulators to explicitly recognize the tradeoffs between stability, investor protection, and economic dynamism is an economic imperative. Without a shift toward a more balanced regulatory philosophy, Canada risks falling further behind in capital market competitiveness, innovation-driven growth, and overall economic resilience. Financial stability does not have to come at the expense of progress, and as other international regulators are trying to do, we should aim to achieve the best-designed regulatory framework in order to foster both stability and market growth. A more forward-looking mandate, in which competition, capital formation, and innovation are treated as integral to the health of the financial system, would not only strengthen Canada’s economic position but also ensure that its regulatory framework remains adaptable to future challenges and opportunities.

4. Neglected by Design: Quantifying the Costs of Regulation

A practical consequence of the imbalance in regulatory priorities are gaps in how cost-benefit analyses are designed and implemented in Canadian financial regulation. A further goal of this paper is to help push this issue ahead by developing a method for more accurately quantifying regulatory costs. The aim is to create a new, annually updated and survey-based cost database that provides a new lens on the regulatory burden and equips regulators with a tool to better understand the real impact of their activity across firms of different sizes and sectors. We acknowledge upfront that we focus specifically on the cost side of the analysis, leaving the benefits assessment to future work.

4.1 The Importance of Quantifying Regulatory Costs and the Difficulties Implied by the Task

The costs of regulations – across all industries, including financial services – are often cited as one of the biggest factors contributing to reduced market entry, increasing industry concentration, and weak investment. This pattern is evident worldwide, including in the United States and Canada (Gutiérrez and Philippon 2019, 2017), as well as in many other developed countries (Aghion et al. 2021). The mechanism postulated by the literature above is that compliance costs as a result of government regulations disproportionately impact small firms, creating barriers to new entrants, inhibiting business growth, and therefore ultimately slowing down productivity. Additionally, when large incumbents face increased regulatory costs, they either incur them, which may affect other parts of their business, or pass some of these costs on to consumers, especially if, given higher barriers, they end up possessing significant market power. As a result, consumers will also be adversely affected, which has broader implications for the overall economy.

The central issue remains the unresolved question of how to define and quantify the total compliance cost properly, as well as how to assess whether these costs affect small and large firms differently. Measuring compliance costs at the firm level is, in fact, a highly complex challenge from both qualitative and quantitative perspectives.

First, from a qualitative perspective, there is no unanimous agreement on which costs to include and how to model their impact on different firms. While some argue that the biggest part of compliance costs can be significantly decreased through economies of scale and lobbying, and therefore are much smaller for larger firms (Davis 2017; Alesina et al. 2018; Gutiérrez and Philippon 2019; Akcigit and Ates 2020; Aghion et al. 2021), others suggest that small businesses are, in fact, the ones in a better position, as they receive plenty of exemptions (Brock and Evans 1985; Aghion et al. 2021).23

Second, from a quantitative perspective, measuring firm-specific regulatory burdens presents numerous obstacles. Quantifying firm-level compliance costs is complex due to limited granular data. Existing studies often focus on broad relationships or industry-level shocks (Gutiérrez and Philippon 2019), lacking detailed evaluations of individual business burdens. These obstacles include variations in regulatory requirements across financial subsectors, overlapping regulations from different government levels, tiered compliance rules, varying inspection stringency, and differing technological and efficiency constraints across firm sizes (Agarwal et al. 2014; Stiglitz 2009; Kang and Silveira 2021; Goff et al. 1996). As Goff et al. (1996) noted, “the measurement problems are so extensive that directly observing the total regulatory burden is practically impossible.”

4.2 Modelling and Measuring Compliance Cost and Its Impact on Labour Productivity: Traditional Methods and Our Approach

Traditional approaches to quantifying the regulatory burden typically fall into two broad categories: counting the number of regulations in force or measuring the size of compliance departments within firms.24 The first approach, despite its widespread use, is simplistic and can be misleading. It assumes that each new regulation automatically adds the same weight to firms’ compliance burdens, failing, therefore, to account for differences in complexity, enforcement, and actual economic impact. Most importantly, it also disregards the fact that not all regulatory documents impose additional costs. Some provide clarifications, interpretation, simplify compliance procedures, or consolidate existing rules, thereby reducing uncertainty and making it easier for businesses to adhere to legal requirements. A regulatory framework with an extensive set of well-organized, clearly written guidelines can be far easier to navigate than a system with fewer but ambiguous or conflicting regulations. Yet, a raw count of regulations makes no such distinctions, treating all rules as equally burdensome and limiting insights into the real costs faced by businesses.

The second common approach – measuring the size of compliance departments – is somewhat more informative but still incomplete. This method operates on the assumption that regulatory costs can be estimated by looking at the number of employees explicitly assigned to compliance roles.25 While this metric does offer a tangible measure of firms’ direct expenditures on compliance, it fails to capture the reality that regulatory obligations extend far beyond dedicated compliance teams. In practice, firms cannot limit compliance tasks to a single department; employees across multiple functions – including finance, operations, and even customer service – must allocate significant portions of their work to meeting particular regulatory requirements. These responsibilities often divert employees from their core business functions, increasing operational complexity and reducing efficiency in ways that are difficult to measure using traditional methods.

The failure to account for these indirect costs leads to a fundamental misrepresentation of how regulatory compliance affects firms, particularly with respect to labour productivity. Standard measures of productivity typically calculate output per worker, assuming that all employee time is dedicated to value-generating activities. However, when employees across departments must dedicate significant portions of their time to compliance, their effective contribution to production decreases even if they are not officially counted as part of the compliance workforce. This distortion is particularly relevant in highly regulated industries, such as the financial sector, where firms must continuously adapt to evolving rules, engage in periodic audits, and maintain detailed reporting practices. These obligations consume work hours that could otherwise be devoted to innovation, strategic growth, or client service. By failing to account for these hidden labour costs, traditional approaches systematically underestimate the true economic impact of regulatory compliance.

Evidence in support of this argument comes from occupational data sources such as the US O*NET database, which provides firm-level insights into job responsibilities at the single-employee level across industries. These data reveal that compliance-related tasks affect, to different extents, most of the workers, and are not confined to designated regulatory personnel.26

A more accurate framework for assessing regulatory costs must therefore go beyond these limited proxies and capture the full extent of compliance-related labour reallocation. This is precisely what we try to accomplish with our project. Through detailed firm-level surveys, we collect data not only on compliance department size but also on how regulatory responsibilities are distributed across the entire workforce. By distinguishing between employees who are fully dedicated to compliance and those who must allocate a portion of their time to regulatory tasks, we can develop a more precise estimate of how compliance demands affect firms’ overall labour productivity and financial performance. Our approach, which we call the Compliance Labour Cost Index, allows us to measure variation in regulatory costs across firms of different sizes and financial subsectors, helping to assess whether burdens are proportionate or not.27

Furthermore, our survey methodology captures the evolution of compliance intensity over time. This paper presents the first wave of our survey, with our long-term goal being to conduct it every year, thereby creating a dynamic, up-to-date resource for understanding regulatory costs. By maintaining a consistent, structured approach to data collection, we will be able to track changes in compliance burdens over time, offering insights into whether new regulations are increasing costs, whether firms are finding more efficient ways to comply, and how regulatory expenses vary across different business models. This database will provide a clearer picture of regulatory costs at the firm level and also equip policymakers with the empirical evidence necessary to design smarter, more effective regulations – ones that balance economic growth with necessary oversight.

4.3 Survey Results

28

The results presented here are based on an unbalanced panel29 of survey responses covering three fiscal years: 2019, 2023, and 2024.30 This structure allows us to capture both pre- and post-pandemic conditions while filtering out the most acute COVID-19-related distortions in 2020, 2021, and 2022. The panel includes firms of varying sizes across the different subsectors of the Canadian financial sector, enabling both an aggregate view and size-based comparisons. The key findings from this survey can be grouped into four main observations, each highlighting a distinct aspect of the compliance burden.

Fact 1: Compliance is Everyone’s Job!

Compliance work is now deeply embedded across the financial sector workforce. In 2024, on average, 73 percent of employees had at least some compliance-related duties, and close to 8 percent spent the majority of their time (75–100 percent) on such tasks. As postulated in the previous sections, regulatory obligations are not confined to specialist compliance teams but are interwoven into the daily operations of most departments, diverting time and focus away from activities that directly generate value for clients or shareholders. The pervasiveness of compliance roles means that regulation is no longer something handled at the margins of the business, but rather a constant presence shaping workflows across the organization.

Fact 2: Compliance Is Eating Payroll – A Growing Regulatory Burden Is Reshaping Workforce Allocation

The share of total labour costs devoted to compliance-related activities (time and salaries spent meeting regulatory requirements rather than delivering core products or services) has been rising steadily. Our Compliance Labour Cost Index stood at approximately 16 percent in 2019, rose to around 19 percent in 2023, and reached 22 percent in 2024. To put it differently, around one dollar in every five spent on payroll is now directed to tasks that exist solely to ensure regulatory adherence. To put these figures in context, Trebbi et al. (2023), using US establishment-level O*NET data, estimate that regulatory compliance accounts for 2.3 percent to 2.7 percent of total labour costs across the US financial sector. This divergence highlights the crucial need for a more systematic cost-benefit approach in Canadian regulatory design. We simply cannot afford such a big gap.31

Fact 3: External Compliance Costs Are Also Surging, and Are Eating into Revenues

While internal labour costs capture the human effort behind compliance, they tell only part of the story. A significant (and growing) portion of the regulatory burden is channelled through external spending: advisory fees, legal fees, compliance technologies, governance structures, and membership dues. These costs are less visible but no less impactful, directly affecting firms’ bottom lines and reducing their strategic flexibility. To gauge both their scale and their evolution over time, we measure external compliance costs as a share of total revenues. We can observe how this ratio has risen steadily over the three years analyzed, climbing from about 1.2 percent in 2019 to 1.6 percent in 2024. The increase reinforces how compliance imposes a mounting financial strain beyond internal labour, diverting resources that could otherwise be invested in innovation, growth, and other productive initiatives.

Fact 4: Size Matters (a Lot!) – The Compliance Burden Hits Small Firms Hardest

A striking asymmetry emerges between small firms (under 100 employees) and large firms (over 100 employees).32 While the growth rate of compliance involvement and costs appears independent of firm size, their magnitude is not. In both 2023 and 2024, an average of 35 percent of workers in small firms had high or medium compliance involvement, compared with just 13 percent in larger ones.

As a natural consequence, smaller institutions shoulder significantly higher compliance costs: in 2024, the labour cost index reached 20 percent for small firms, compared with 12 percent for larger ones.

This imbalance is particularly worrying when we consider that small firms and startups are often the main engines of innovation, and as they grow, of productivity growth as well. Yet, these seem to be precisely the firms disproportionately drained by regulatory demands, risking a throttling effect on the dynamism and competitiveness of the entire financial sector.

In short, these facts require attention. Reassessing compliance costs must be an urgent priority on the regulators’ agenda, as it is essential to ensure the health and resilience of our financial sector.

5. Policy Discussion and Conclusion

The updated regulatory scorecard confirms that the core patterns identified in prior analysis persist. Canadian financial regulation continues to focus overwhelmingly on stability and consumer protection, while innovation, competition, and cost-efficiency remain secondary. This regulatory orientation is not just a product of recent policy inertia; it is deeply rooted in the structural design of mandates and institutional priorities. Current mandates apply a lexicographic hierarchy that prioritizes financial stability and consumer safeguards above all else – often at the expense of reducing unnecessary regulatory burdens and fostering economic dynamism and growth.

This imbalance is set to become an even greater challenge amid profound global shifts. Political instability in the United States, ongoing conflicts, and broader geopolitical tensions have created a more volatile and unpredictable environment. Stability will remain crucial, but Canada also has an opportunity to adopt regulatory frameworks that actively promote efficiency, innovation, and growth. With such elements in place, Canadian financial institutions can better thrive in a changing world while reinforcing the very stability regulators aim to safeguard.

The costs of the current imbalance are already evident. Evidence shows that compliance burdens are rising sharply, with significant implications for firms’ competitiveness. Our Compliance Labour Cost Index, which tracks regulatory labour across the sector, reveals that compliance demands grew from 16 percent of total internal labour in 2019 to 21 percent in 2024. The strain is particularly acute for smaller firms, where compliance costs reached 28 percent of payroll – double the share borne by larger institutions. External compliance expenses, including advisory, technology, and governance costs, have also grown, further restricting firms’ ability to invest in growth and innovation.

These findings show that stability-focused regulation, absent economic balance, can erode productivity, innovation, and long-term market vitality. Smaller firms are particularly vulnerable, even though they are central drivers of competition and innovation. Policy responses should therefore focus on two priorities.

First, regulatory mandates must be modernized to recognize the full set of policy objectives: stability, investor protection, efficiency, growth, and competition. Explicitly embedding economic goals alongside traditional safeguards would bring Canadian practice closer to international standards and create a more adaptive framework. Encouragingly, securities regulators in Ontario, BC, and Alberta, as well as Ontario’s provincial prudential regulator, FSRA, have already begun acknowledging this need in business plans that emphasize competitiveness and in guidelines aimed at reducing regulatory burden. Our scorecard will continue to track whether such commitments translate into practice.

Second, regulatory design should always require rigorous cost-benefit analyses that are made publicly available at the outset of rulemaking. Transparent, upfront cost-benefit analyses would establish clear benchmarks against which post-implementation reviews can be meaningfully conducted. Tools such as our Compliance Labour Cost Index can enrich this process of comparison. Institutionalizing public cost-benefit analyses would ensure that regulations are evaluated not only against their intended goals but also against their real-world economic costs, enabling more proportionate and adaptive policymaking.

In sum, safeguarding stability and protecting consumers remain essential. But stability itself increasingly depends on Canada’s ability to sustain competitive, innovative, and efficient financial markets.

The author extends gratitude to Pragya Anand, Angélique Bernabé, Ian Bragg, Jeff Guthrie, Sarah Hobbs, Jeremy Kronick, Peter MacKenzie, Grant Vingoe, Mark Zelmer, Tingting Zhang, and several anonymous referees for valuable comments and suggestions. The author retains responsibility for any errors and the views expressed.

For the Silo, Gherardo Caracciolo – C.D. Howe Institute.

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Kang, Karam, and Bernardo S. Silveira. 2021. “Understanding Disparities in Punishment: Regulator Preferences and Expertise.” Journal of Political Economy 129(10): 2947–2992.

Restuccia, Diego, and Richard Rogerson. 2008. “Policy Distortions and Aggregate Productivity with Heterogeneous Establishments.” Review of Economic Dynamics 11(4): 707–720.

Robson, William B.P., and Mawakina Bafale. 2024. Underequipped: How Weak Capital Investment Hurts Canadian Prosperity and What to Do about It. Commentary 666. Toronto: C.D. Howe Institute. September. https://cdhowe.org/publication/underequipped-how-weak-capital-investment-hurts-canadian-prosperity-and-what/.

Stiglitz, Joseph. 2009. “Regulation and Failure.” In New Perspectives on Regulation, edited by David Moss and John Cisternino, 11–23. Cambridge, MA: The Tobin Project.

Trebbi, Francesco, Miao Ben Zhang, and Michael Simkovic. 2023. “The Cost of Regulatory Compliance in the United States.” USC Marshall School of Business Research Paper. January 15. https://doi.org/10.2139/ssrn.4331146.

Would You Use AI For Buying A Car? One In Four Buyers Already Do

A recent consumer survey backed by similar results from Elon University reveals that AI adoption for car shopping is skyrocketing, rapidly becoming a standard part of the automobile buying process. This as fully one in four buyers have already used AI tools this year to research, compare prices, negotiate and otherwise outsmart dealerships, and an overwhelming 88% found it helpful. Signaling a seismic shift in the way North Americans are now shopping for cars, nearly half of consumers indicated plans to use AI in their next purchase. Not just for buyer benefits, dealerships are gleaning critical business intelligence from AI to inform sales strategies, train staff and elevate customer engagement. The below  report from our friends at CarEdge, which offers its own AI Negotiator car buying tool saving shoppers thousands, details the first data-backed look at how AI tools are reshaping the car buying experience.

Mornine- AI powered car dealership robot.

Study: 1 in 4 Car Buyers Tap AI for Better Deals


Artificial intelligence is changing the way North Americans buy cars, and it’s a transition that is happening quickly. In the first-ever survey of its kind, CarEdge asked 500 car shoppers if they’re using AI tools like ChatGPT to research, compare, and negotiate during the car buying process. The results confirm a major shift is underway. One in four car buyers in 2025 are already using AI tools to gain an edge, and future buyers are even more likely to embrace these technologies.

Car buyers are finding AI to be a valuable tool. Among those who used tools like ChatGPT, Perplexity, Google Gemini, and others, 88% said it was helpful. AI is quickly becoming a trusted co-pilot for car buyers.

Key Findings: Car Buying Is Changing

The 2025 CarEdge AI & Car Buying Survey reveals a clear and growing trend: AI tools are quickly becoming part of the car buying process for a significant portion of consumers. Here are the standout findings:

1 in 4 Car Buyers Use AI 

25% of car buyers in 2025 say they used or plan to use AI tools like ChatGPT during the shopping or buying process. This contrasts with a recent survey by Elon University that found 52% of Americans now use AI large language models. While signs point towards increased adoption of AI tools, the CarEdge survey found that most car buyers are still in the early stages of integrating these tools into high-stakes decisions like vehicle purchases. This suggests there’s still significant room for growth in AI adoption amongst car buyers.

AI Use Is Accelerating

Among those who haven’t bought a car yet this year, 40% say they are using or plan to use AI tools during their search or deal-making. This is nearly 3x higher than the 14% seen among those who already bought a car earlier in the year.

AI Tools Deliver Results

Among those who used AI:

  • 88% say the tools were helpful
  • 32% found them very helpful
  • 60% used them “a lot” during the process

The AI Holdouts: Drivers Who Lease

Of the respondents who had already leased a car in 2025, none reported using any AI tools.

The AI-Adopting Buyer: Who’s Using It, and How?

AI adoption among car buyers is still in its early stages, but clear trends are beginning to emerge.

Among Buyers Who Already Purchased in 2025:

Just 14% of those who already bought a vehicle this year used AI tools during the process. Adoption rates were nearly identical across new and used buyers, with 14% in each group saying they used AI tools.

Among Future Car Buyers:

The numbers jump significantly when looking at those who haven’t yet bought in 2025. Among this group — who represent 39% of total respondents — 40% say they either already use or plan to use AI tools during their car search and buying process.

That’s more than triple the current usage rate among recent buyers, suggesting AI adoption is accelerating as awareness grows and tools become easier to use.

This group also appears to be more proactive: 60% of those who used AI tools during their buying journey said they used them “a lot,” while 40% used them only occasionally.

What Car Buyers Are Using AI Tools

AI tools are quickly becoming essential research companions for car shoppers looking to make more informed, confident decisions. After all, why go it alone when a wealth of automotive knowledge powered by large language models (LLMs) is right in your pocket?

Among buyers who used AI tools during their car purchase or lease process, here’s how they put them to work:

88% — Researching Vehicles

The most common use by far, AI tools helped buyers learn about different models, trims, features, and reliability. For many, it was like having an always-available expert to explain the pros and cons of their options.

64% — Comparing Prices and Market Values

Buyers used AI to better understand fair pricing, from invoice pricing to out-the-door. 

44% — Learning Negotiation Strategies

Nearly half of AI users leaned on these tools to prepare for conversations with salespeople. Whether role-playing negotiation scenarios or asking how to spot add-on fees, this group used AI to level the playing field at the dealership.

11% — Exploring Finance and Lease Options

A much smaller portion of buyers used these tools to become familiar with leasing vs. financing, how to calculate payments, and similar queries.

Industry Implications

Car buying has always been tilted in favor of the dealership. Information asymmetry — what the dealer knows versus what the customer knows — has long been the source of consumer frustration, confusion, and overpayment.

That dynamic is beginning to shift.

This survey confirms what many in the industry are only starting to realize: AI is giving car buyers the upper hand. Tools like ChatGPT are helping consumers cut through the noise, ask smarter questions, and avoid common dealership traps. Instead of relying on guesswork or scattered advice, buyers are turning to AI for fast, personalized guidance at every step.

But one auto industry veteran has words of caution for buyers relying heavily on AI tools.

It’s both surprising and a little scary to see how quickly people are turning to AI to guide such a major financial decision,” said Ray Shefska, Co-Founder of CarEdge. “While tools like ChatGPT can be powerful, they’re only as good as the data behind them. AI should complement your research, not replace your own critical thinking.

That perspective underscores the real takeaway of this report: AI works best when it’s used thoughtfully as a tool, not as a crutch. In an age where automation raises fears of job loss or decision-making without human oversight, this survey offers a more optimistic view — one where technology helps everyday consumers make smarter choices. Used wisely, AI can help level the playing field and bring more transparency and fairness to the car buying experience.

Methodology

This survey was conducted by CarEdge between June 19 and June 24, 2025. A total of 500 U.S. respondents participated, recruited through the CarEdge email newsletter and social media channels. Questions were tailored based on buying status to better understand how and when AI tools were used in the car shopping process.

For the Silo, Karen Hayhurst.

About CarEdge
Founded in 2019 by father-and-son team Ray and Zach Shefska, CarEdge is a leading platform dedicated to empowering car shoppers with free expert advice, in-depth market insights, and tools to navigate every step of the car-buying journey. From researching vehicles to negotiating deals, CarEdge helps consumers save money, time, and hassle, hundreds of thousands of happy consumers have used CarEdge to buy their car with confidence. With trusted resources like the CarEdge AI Negotiator tool, Research Center, Vehicle Rankings and Reviews, and hundreds of guides on YouTube, CarEdge is redefining transparency and fairness in the automotive industry. Follow them on YouTubeTikTokX,  Facebook, and Instagram for actionable car-buying tips and market insights. Learn more at www.CarEdge.com.

Chief Economists Warn of Weak Growth as Economic Environment Shifts

中文 | 日本語 | Español 
Quick Takeaways
-72% of chief economists expect global economy to weaken in 2026 as disruptions in trade, technology, resources and institutions signal a shift to a new economic environment.
-Regional growth pathways are diverging: 56% anticipate greater divergence between advanced and developing economies, with MENA and South Asia emerging as bright spots.
-Debt risks are intensifying in advanced economies, with 80% of respondents expecting vulnerabilities to grow.


New York, USA, October 2025 – The global economy is entering a period of weak growth and systemic disruption, according to the World Economic Forum’s latest Chief Economists’ Outlook, published today. Some 72% of surveyed chief economists expect the global economy to weaken over the next year, amid intensifying trade disruption, rising policy uncertainty and accelerating technological change. The findings point to the emergence of a new economic environment shaped by persistent disruption and growing fragmentation.

 
Diverging Pathways in a Fragmented Global Economy
The Outlook highlights sharp regional fault lines. Emerging markets are anticipated to be the main engines of growth, with the Middle East and North Africa (MENA), South Asia and East Asia and Pacific seen as bright spots. One in three chief economists expect strong or very strong growth in these regions. The outlook for China is more mixed, with 56% of chief economists anticipating moderate growth, though deflationary pressures are expected to persist. Growth is expected to remain more stagnant in advanced economies. In Europe, 40% expect weak growth with fiscal loosening (74%) and low or moderate inflation (88%). In the United States [& Canada ed.], most chief economists (52%) anticipate weak or very weak growth and high inflation (59%) as monetary policy is loosened (85%).
 
The chief economists warn that advanced and developing economies are on increasingly divergent growth pathways – 56% expect greater divergence over the next three years.
 
Towards a New Economic Environment
Chief economists overwhelmingly agree that today’s disruptions are structural rather than cyclical. Large majorities anticipate long-term disruption in natural resources and energy (78%), technology and innovation (75%), trade and global value chains (63%) and global economic institutions (63%). This marks an important shift. The global economy is not so much weathering isolated shocks as realigning, raising the stakes for new forms of leadership, cooperation and resilience.
 
“The contours of a new economic environment are already taking shape, defined by disruption across trade, technology, resources and institutions,” said Saadia Zahidi, Managing Director, World Economic Forum. “Leaders must adapt with urgency and collaboration to turn today’s turbulence into tomorrow’s resilience.”
 
Trade Realignment, Fiscal Strain and Debt Risks
Structural shifts in the global economy are playing out most visibly in trade, fiscal policy and debt. Some 70% of surveyed chief economists rate the current level of trade disruption as “very high”, far above other domains of the economy, and over three-quarters also expect disruption to trade and global value chains to cascade into other domains. In financial markets and monetary policy, 45% of surveyed economists rate disruption as high or very high, yet only 21% expect it to last. Even so, while 52% see a major near-term crisis in advanced economies as unlikely, 85% warn that any shock could have wide systemic effects.
 
With global public debt levels mounting, the chief economists surveyed highlight that debt vulnerabilities, once largely associated with emerging economies, are increasingly centred in advanced ones – 80% expect risks in advanced economies to grow in the year ahead. Fiscal vulnerabilities are also more frequently identified among the top growth inhibitors in advanced economies (41%) compared to developing economies (12%).
Follow the Sustainable Development Impact Meetings 2025 here and on social media using #SDIM25.
 
About the Chief Economists’ Outlook
The report builds on extensive consultations and surveys with chief economists from the public and private sectors, organized by the World Economic Forum’s Centre for the New Economy and Society. The report supports the Future of Growth Initiative, aiming to foster dialogue and actionable pathways to sustainable and inclusive economic growth.
 
About the Sustainable Development Impact Meetings 2025
The Sustainable Development Impact Meetings 2025 takes place from 22 to 26 September in New York, bringing together over 1,000 global leaders from diverse sectors and geographies. Held ahead of the World Economic Forum Annual Meeting 2026, these meetings are part of the Forum’s year-round work to accelerate progress on the growth, resilience and innovation through multistakeholder dialogues and action. 

For the Silo, Jarrod Barker.

Star Wars The Arcade Game For The 1980s Coleco Vision Was Rad

Star Wars:The Arcade Game (ColecoVision, 1984) Game Cartridge – Early Concept & Film Screening Logo

Star Wars was an important movie for many reasons beyond the success it achieved as a motion picture. The Star Wars phenom had been born.

Not only did we see the almost immediate impact it would have on motion picture technology, or computer camera controlled stop motion animation, but it wrote the playbook on movie merchandising. Merchandising that included arcade games and home video games. Converting a state of the art Vector graphic arcade game into a home system was a challenge for all systems except for when it came to the ahead-of-its-time Coleco Vision. More on this later….

Had to pay for movie adaptation comic to be created

It’s hard to believe that a movie we have ‘only ever known to enjoy’ the runaway success it has now didn’t have that success so assured early on. That it really came down to one man, first LFL marketer Charles Lippincott – who barely managed to get a toy deal done with Kenner (after MEGO turned him down), and who had to pay (via Fox/Alan Lad Jr.) for the first 5 issues in order for Marvel to agree to draw and write the comic book series, and have the first issue ready before the movie would hit theaters in 1977.

By the time this video game was made by Parker Bros. for the Coleco Vision game console, Star Wars had become a movie merchandising juggernaut, and it was now time to not only refashion the same thrill late 70’s kids experienced through toys, comics and trading cards, but to open up their imagination by reinterpreting iconic ships like the X-Wing and TIE Fighters in pitched battle in a video game format to be played on on their own TV screens at home.

In 1984, Coleco Vision released this Star Wars arcade game.

And to anyone remembering the vibe and nostalgia of growing-up in those early days of video games and the arcade experience, it’s an image that’s been burned into your brain. However, what you might not realize is that this arcade conversion cartridge utilized a very early logo that was used on the first movie poster. It was part of early concepts logos that Ralph McQuarrie had come up with for use in the very early screenings of the movie. The cone-top of this original early Star Wars logo evokes the iconic opening crawl of the film, which was completely unknown to audiences in 1977. Don Perri, the person who came up with the conceptual design, was influenced by the 1939 film Union Pacific’s opening credits.

Label Variant

There are collectors of early arcade games, there are collectors of early Star Wars cartridges and video games, and then there are collectors who just buy any of the early logos used on merchandise. Because of the label, this cart has great cross-collector appeal, and while I haven’t tested it for some time (used to play it with my oldest, who is now off to college), here is a screenshot I took when we played it on our home projector. I have decided to pass this beauty on and so it is for sale and I am happy to tell you more about this totally awesome cartridge.

For the Silo, Bounty Quicker.

The Audience Bellare Loudspeaker Is Extraordinary

San Marcos, California, October, 2025 – In one of the most significant product introductions in the company’s history, Audience will debut its extraordinary Bellare loudspeaker at two US events: T.H.E. Show New York and Capital Audiofest 2025. As stunning in appearance as it is to listen to, the new Bellare full-range speaker incorporates a number of proprietary technologies including the company’s full-range driver approach to deliver a never-before-achievable level of musical realism.

The Bellare (Italian/Latin for “beautiful”) will be featured at T.H.E. Show New York 2025 at the Hilton Hasbrouck Heights/Meadowlands, Hasbrouck Heights, New Jersey (October 24 – 26, 2025), and at Capital Audiofest at the Hilton Hotel Rockville, Rockville, Maryland (November 14 – 16, 2025). It will be demonstrated as part of a complete high-end system including an all-new Audience equipment rack, and Audience cables and power conditioners (see complete equipment list at the end of this press release).

No need for the usual crossover requirement

At the heart of Bellare’s extraordinary performance is its use of multiple identical 3-inch wideband high-resolution drivers that cover the entire frequency spectrum from 120 Hz through the midrange and treble – eliminating the need for a crossover or different types of drivers for the midrange and high frequencies. This results in remarkable sonic coherence, tonal purity, and imaging, with excellent dispersion. There are no phase anomalies, discontinuities in frequency range, or disruptive changes in radiation pattern.

Bass Is Handled Separately

The bass below 120 Hz is handled by Bellare’s built-in 300-watt active bass module with DSP that offers remote control of its volume, and automatic room correction. The inclusion of this built-in bass unit enables Bellare to be used with even lower-powered amplifiers such as Class A or single-ended tube amplifiers, since they are only driving the midrange and high frequencies.

The result is a loudspeaker that offers a seamless, natural musical presentation with remarkable spaciousness, presence, dynamic impact and tonal truthfulness. The Bellare achieves a level of sonic realism undreamed of until now. It is one of the finest loudspeakers ever produced by Audience – or anyone.

The Audience Bellare loudspeaker will be available in March 2026 at a suggested US retail price of $36,000 per pair/ $50,374 CAD (at today’s conversion rate).

Key Audience Bellare Loudspeaker Features:

  • Identical 3-inch drivers provide seamless performance above 120 Hz
  • Crossover-less design (above 120 Hz) preserves coherence, phase integrity, tonal purity and an ideal radiation pattern
  • Built-in 300-watt bass module powers the woofer and mid-woofer
  • DSP offers remote control of its volume, and active room correction
  • Frequency response: -3 dB at 28 Hz and 22 kHz
  • 105 dB continuous output without driver compression
  • Smooth impedance with minimal phase shift for effortless amplifier control
  • 88 dB sensitivity. Very easy to drive thanks to its well-behaved impedance curve and integrated bass augmentation system
  • Nominal impedance of 9.5 ohms and does not drop below 8.5 ohms
  • Exceptionally smooth phase response

List of Components to be Used in T.H.E. Show New York and Capital Audiofest Demonstration Systems:

  • Audience ClairAudient Bellare Loudspeakers
  • Audience equipment rack (price TBA)
  • Atma-Sphere MP-1 vacuum tube balanced line stage ($7,850 usd/ $10,985 cad)
  • Atma-Sphere Class D monoblock amplifiers ($6,100/pair usd/ $8,535 cad)
  • Exemplar Audio eXpression DUAL ES9028PRO DAC with outboard power supply ($5,500 usd/ $7,696 cad)
  • SONY UBPX – 1100ES disc player ($700 usd/ $979 cad)
  • Audience Adept Response aR6-T4 6-outlet reference power conditioner ($6,900 usd/ $9,655 cad) with optional FrontRow Reserve HP powerChord ($7,600 usd/ $10,634 cad)
  • Audience Forte V8 8-outlet power strip w/Forte F3 power cord ($980 usd/ $1,371 cad)
  • Full loom of Audience frontRow Reserve interconnects, speaker cables, and power cords.

Audience
800-565-4390 (US and Canada)

About Audience

Audience was formed in November 1997 by John McDonald and the late Richard Smith, as a design and production company focused on building the best possible audio and video equipment. To pass the Audience test, each product must truly make a significant contribution to the reproduction of audio and/or video. Audience offers loudspeakers, electronics, cables, power conditioners, high-resolution capacitors and the Auric Illuminator optical disk resolution enhancement.

Audience’s commitment is to develop the very best products possible, and the company is committed to unexcelled customer service and product support. All Audience cables have an unconditional lifetime warranty and power conditioners have a ten-year warranty. For more information visit www.audience-av.com.

Ontario Strips 106 Species At Risk Of Protection

Ontario Government Strips 106 Species at Risk of all Provincial Recognition

Late last week, it was announced that the Ontario government will cease to recognize more than 106 different species at risk, ranging from the Eastern Mole, Eastern Musk Turtle and Cougars, to the endangered Red Side Dace and Red-Headed Woodpecker. This is directly related to the passing of Bill 5 six months ago.

Do you disagree with this decision?


There’s still time to make comments on the amendments to the Species Conservation Act, 2025 on the Environmental Registry of Ontario. The commenting period is open until November 16.

Click here to tell Ontario how you feel.

Eastern Musk Turtle

Statement from Phil Pothen, Counsel and Ontario Environment Program Manager, and Rebecca Kolarich, Water Program Manager

Toronto | Traditional territories of the Mississaugas of the Credit, the Anishinaabeg, the Haudenosaunee, and the Wendat – Nearly 4 months after Progressive Conservative MPPs forced approval of a law that will repeal Ontario’s Endangered Species Act, the Ontario government is confirming experts’ gravest warnings about what it will mean for at-risk plants and wildlife.  The Ontario government has announced that once the law comes into force, it will cease even to recognize more than 106 different species at risk, ranging from the Eastern Mole, Eastern Musk Turtle and Cougars, to the endangered Redside Dace, and Red-headed Woodpecker.

This decision should light a fire under the federal government to strictly enforce the existing federal Species at Risk Act and existing habitat protection orders in Ontariobut also to expand and broaden federal protections and monitoring. Federal protections will now be the only real protection for many habitats. In particular, because the Ontario government will remove all provincial recognition of endangered and threatened birds and fish, the government of Canada should issue emergency protection orders that extend to all species and habitats previously protected provincial habitat regulations and the Ontario Species at Risk list. 

The  Ontario government also intends to remove all recognition of species that are currently recognized as being of  “special concern” and monitored due to their susceptibility to identified threats. This means that federal agencies will step up their monitoring of these species’ federal jurisdiction. 

Premier Ford has shown a pattern of constantly prioritizing his developer friends and unnecessary projects over wildlife and nature. The federal government must not do the same. Now more than ever, it is crucial that the federal government uphold and enforce the appropriate federal laws and deny the approval of permits that would allow harmful development projects to destroy critical habitat.  For the Silo, Tim Gray/Environmental Defence.

ABOUT ENVIRONMENTAL DEFENCE (environmentaldefence.ca): Environmental Defence is a leading Canadian environmental advocacy organization that works with government, industry and individuals to defend clean water, a safe climate and healthy communities.

Our Horse Powered Past Drove Today’s Auto Tech

Where did auto tech start?

A horse and buggy. Excellent horse-power huh? People got tired of the nurturing it took to take care of a work horse. People wanted more and as with anything the need for something better fuels the spark for innovation. How about something to do work, but doesn’t need rest? Doesn’t need medication? Doesn’t need someone to shovel up its crap? Take this formula and you get the steam engine, not a crazy engine, but an engine none-the-less. Suddenly the glowing aura of potential is perceivable, right on the horizon. Now we can have multiple horse-power without the care. Still needed someone to shovel though.

The Horsey Horseless. Designed to prevent horses being frightened by a car.

Enter, the mother of current automotive technology today, the oil industry.

Instead of burning coal, why not find some ways to refine oil to be used as fuel sources to run things on? Who knows, we could have been running advanced versions of steam engines today? They actually can be made to be fairly efficient and clean using current technology and were quite practical cars back in 1918.

Then the internal combustion engine enters the scene the oil companies love this, and a mass marketed engine that is completely dependent on oil is born. Just think, this is awesome for business, these engines need oil for fuel and lubrication. Then all the different designs start flowing. (Off the top of my head and in no chronological order) The single cylinder, then 2, then 4, then 6, then the flathead V8. Now this is where we start to see major horse-power and design improvements. The trusty ole’ inline 6’s, the small block eating slant 6’s,The overhead valve V engine, big blocks, small blocks, Hemi’s. There are pancake engines, W engines, rotary engines, v-tecs, boxster engines and many, many more. (Not to mention all of the different fuel delivery systems!)

The cylinder and valves and crankshaft of the Internal Combustion Engine

The one thing that really makes me scratch my head is the fact that it took so long getting hybrids, smart-cars, electric cars, and hydrogen cars that are actually worth looking at and driving. I mean, why is it that I can take a full size 2008 Chevrolet Silverado with a 5.3 L vortec engine, put: a cold air intake, a magnaflow exhaust system, and a good edge products programmer, and I can get an average of over 36miles per gallon, with the same horse-power? Why is it that I (not being an automotive engineer) can do this, but you can’t just buy one with those numbers from the manufacturer?


Not to mention brown-gas converters that have been tested on most common engine types that can take, mineral water, and a reaction from current between two electrified plates (similar to a car battery) and create a safe amount of hydrogen gas as a by-product which can make your car run the same on half the amount of fuel. The thing that boggles me is that most people have never even heard of these. You can buy the plans off the internet (not as complicated as it sounds) or I can even get ready to install ones from my performance part supplier. I just find it strange that automotive technology and fuel sources have taken this long to start to veer just slightly away from oil (or as ‘ol Jed calls it “Texas tea”).

At one point we bridged the gap from a horse and buggy to a steam engine, and then to internal combustion. With the technology we have now, we should have much higher mpg’s and horse-power or an extremely viable alternative. It really makes me wonder where we might be now if this technology was steered in a different direction from the start. It’s been over 100 years now of improving the same technology using more or less the same fuel source. There are guys in the States who run their own garage refined deep fryer grease to power their small pickups and VW buses. There are guys who run pickups off wood-fire smoke. Just something to think about. 

For the Silo, Robb Price.

The Biggest Art Collecting Mistake I Made

Before I started collecting art, I dipped my toe in the water by buying prints and art posters (the latter still has a soft spot in my heart). One thing that often gets overlooked when collecting works on paper in the pursuit of affordable art is just how expensive framing is. Now, when given a choice between a painting on canvas or paper, I’ll sometimes choose the former to avoid the cost of framing.

Polish Rocky Poster

Polish Back to the Future poster.

Years and years ago, on a trip to Cincinnati for the FotoFocus Biennial, I picked up this Polish theatre poster for a production of Who Killed Virginia Woolf. I love the history of Polish film posters, which have a distinct style that circumvented strict rules of the Stalinist regime around art making (you can read more about the history of that here). I love the weirdness and darkness of the posters, and with this particular poster, I love(d) the deeply pigmented pink.

Now I present my biggest art mistake:

The poster four years ago:

Hi, Raffi

And the poster now:

I’m sure being directly beside a window doesn’t help matters

All the pink pigment is gone. Remember when Kim Kardashian wore Marilyn Monroe’s dress to the Met Gala and everyone was furious that she ruined something archival? That’s basically how I feel.

Lesson Learned: Go for the more expensive glass or acrylic option!

I emailed Mitch Robertson at Superframe, a top-of-the-line frame shop in Toronto, to ask about how I could have prevented this. His first response was to express disbelief: Were they really the same poster? Yes, unfortunately, it is.

He followed up with an in-depth breakdown of why the glass, specifically the UV protection, is important to consider when framing:

For art or anything that is light sensitive, the type of glass or acrylic used is one of the most important decisions in framing. The sun and any source of UV light can bleach or shift the colours in a print or photograph in particular and warm colours like red are the most susceptible.

To prevent this, clients should choose a glass or acrylic with a high UV filter. Standard glass and acrylic typically block around 50% of UV light. Conservation options block 99% of UV light but look much like regular glass. Finally, low reflection glass and acrylics offer a much better viewing experience and offer 92 to 99% UV protection.

There is a price difference between the three levels so deciding which option is right for you can depend on budget as well as the location the art will hang as well as how vulnerable the art is to UV light. A reputable framer should have a range of options available and can explain the pros and cons for each.

While the glazing is a very important part of the decision for protecting your new art, other factors such as how the art is hinged and the quality of matboard and backing will also affect the art over time and can lead to discoloration if the materials and hinging methods are not to museum standards.

Mitch’s response demonstrated something I came to learn the hard way: it’s not the time to cut costs when choosing the type of UV glass. A sidenote is I’ve also had polaroids fade after framing in store-bought frames, so if there are family photos that are important, the same lesson applies.

I then started thinking about a conversation I had in 2021 with Monique Palma Whittaker, an art conservator who works between Toronto and Italy. We discussed the importance of collectors being stewards of artworks, propelling them into the future for the next generation. This conversation has always stuck with me because it answers a question I think about often: What is the purpose of art collecting? The answer might be as simple as taking care of art for our lifetime, so that it can exist into the future. It’s a question of maintaining history!

When collecting, it’s not just about the cost of the artwork, but the cost to properly take care of it for its lifespan. If that price is too high, whether it be framing or a properly temperature-controlled room, then it’s better to collect something you can holistically afford to take care of. For the Silo, Tatum Dooley.

Spooky Missing Persons Stories

David Paulides is an ex-cop on a mission. After years of investigating missing persons and studying thousands of missing persons reports he has discovered strange coincidences and similarities that he has documented clearly and factually in several of his books including Missing 411.

When pushed for a theory on what is causing these events David is reluctant to offer one and instead maintains that his role is to continue to collect and organize the vast numbers of cases and wait for an answer to come from an external source.

Perhaps even from someone like you or me…..

Missing Persons Cluster Map North American Distribution Pattern Historical records reveal that missing persons have occurred in North America for hundreds of years and what connects these cases is both frightening and confusing. David has discovered geographical connections that include- national park locations, urban locations near bodies of water, boulder fields, mountain elevations and other seemingly ‘safe’ locations.

He has found that there are vast differences in distance between reported disappearance and body discovery (or in rare cases when the missing person is found alive). Often mysterious events occur prior to the disappearance such as indications of strange behaviors or distress. In one case a man had reported repeatedly via cell phone that “people were outside” and in another case a man had fired a weapon as if in self defense.

Many times personal items such as clothing are found but not bodies or not complete bodies.

In some cases clothes are found in organized piles- as if they have been left behind carefully folded. Even more confusing is that this may occur during the Winter or at an elevated location where the idea of removing clothing simply does not make sense.

David Paulides Lecturing University Of TorontoDavid’s research has shown that oddly, many missing persons in these cases are highly intelligent and healthy individuals that include doctors, scientists and marathon runners. In other cases the victims are hunters or seasoned hikers- people who would actually be most likely to prevent outdoor mishaps.

David is quick to rebuff any suggestion of paranormal causes such as ‘alien abductions’ or ‘bigfoot’.

He works hard to ensure that his research is taken very seriously and shows absolute respect for surviving family members and that’s when the eerie reality set in: there does not seem to be any explanation as to what is happening and families are being torn apart with no hope of closure.

Check out David on YouTube or pick up one of his books from Toronto Book Shop conspiracyculture.com to learn much more. For the Silo, Jarrod Barker.

Own One Of These Exotic Cars While On A Budget

Earlier this month our friends at Hagerty reported on the some of the absolute cheapest ways to get into the old-car hobby. These included cars like the 1975–81 Triumph TR7, the 1986–91 Cadillac Seville, and the 1973–77 Olds Vista Cruiser. The “ew gross” reaction these cars elicited in some of the comments wasn’t too surprising; no one, it seems, wants to shop for fun cars at a suburban Goodwill.

But what about the fun cars you might find at, say, the Goodwill in Beverly Hills? 

That’s right, we’re talking about bargain-basement exotics—not exactly a tagline that inspires confidence when shopping for often-temperamental imports, but they are out there. Just know that service history and records are important to consider here. And just because a car is cheap, or keenly priced, if you prefer, doesn’t mean it’s not worth owning, especially if it provides entry into a marque you’ve always coveted. So give some consideration to these five once-distinguished Euro-mobiles, the cheapest models from their makers and all rated in #3 (good) condition. Let us know if you think we have missed any other contenders.

1973–77 Lamborghini Urraco

lamborghini Urraco front three-quarter action
Lamborghini/Massimiliano Serra

Lamborghini announced the Urraco in 1970 as a Marcello Gandini–styled 2+2 coupe with a transverse V-8 mounted amidships. As a sharper-edged follow-up to the swoopy Miura, it foreshadowed the shape of Lambos to come. When it finally arrived for 1973, it made a fine competitor to the Ferrari Dino 308 GT4 and was available in 220-hp 2.5-liter P250 form, while the 265-hp 3.0-liter P300 launched in 1975. When that car arrived in the U.S. a year later, however, power was severely choked by emissions equipment, down to around 180 horses. Not many were built—just 522 of the P250s and 205 P300s—but today a #3 example ranges from $49,000 usd/ $68,350 cad for a P250 to $59,000 usd/ $82,290 cad for the P300. Given the ascendancy of Miura, Countach, Diablo, and Murcielago prices in recent years, that the Urraco is still so cheap is a bit surprising.

1977–82 Porsche 924

1983 Porsche 924 side
Getty Images

From the start, it seemed like Porsche vs. the world when it came to the 924. Whether because it was front-engined, or water-cooled, or simply a discount sports car meant to be a Volkswagen, plenty of people discounted it from the get-go. Until they drove it and realized, hey, this thing’s great. And it was great. Still is. With just enough power (110 hp from ’77 on) from a VW/Audi-sourced 2.0-liter four to complement its finely poised chassis, the 924 remains an excellent, easily approachable driver’s car, with good club support. Rust has killed many of them, and although Porsche built around 150,000 examples, parts are available but spendy, especially interior bits. A good #3 example should set you back about $8500 usd/ $11,856 cad. For comparison, an early 944 in the same shape is around $10,500 usd/ $14,645 cad.

1980–87 Ferrari Mondial 8 / Mondial 3.2 Coupe

Ferrari Mondial 8
Ferrari

When it came time to replace the Bertone-designed Dino 308 GT4, Ferrari tapped Pininfarina, and the resulting Mondial debuted in 1980 as a 2+2 coupe, with a convertible joining the lineup four years later. The GT4’s 2927-cc transversely mounted V-8 carried over, with Bosch fuel injection replacing Weber carbs, and in the Mondial it made 214 hp. They were sharp handlers, with more interior space than their predecessor, but no one ever accused them of being fast. Other Mondial variants arrived throughout the ’80s to address that, however, including the Quattrovalvole (QV) in 1984, the 260-hp 3.2 of 1986, and the radically different t of 1989, but it is the early coupes, along with the 3.2 coupes, that are most affordable. Today, a #3 Mondial 8 or 3.2 coupe costs about $22,000 usd/ $30,686 cad.

1981–87 Rolls-Royce Silver Spirit

1982 Rolls-Royce Silver Spirit front 3/4
Hagerty Marketplace/William_Cooper

If you’re an enthusiast of affordable opulence and Dijon mustard, then then look no further than the Silver Spirit. Successor to the upright Silver Shadow, the Spirit utilized a 220-hp 6.75-liter V-8 mated to a three-speed automatic. Inside, of course, you got all the trimmings, with Connolly leather seating, Wilton wool carpeting, and burl walnut inlays, as well as A/C and power everything. Giving the Spirit its silky-smooth road manners was a Citroën-sourced self-leveling hydropneumatic suspension. Rolls-Royces from this era have never been cheap to maintain, and deferred maintenance issues claimed many of them, so records are key with any Silver Spirit you might have your sights on. The right one, in #3 condition, won’t cost you much, at around $8400 usd/ $11,716 cad, but it will likely have needs, which could cost a lot.  

1997–99 Aston Martin DB7

Aston Martin DB7 Vantage
Aston Martin

Even 30 years on, the 335-hp Aston DB7 still looks gorgeous from every angle, and upon its arrival, it was instantly an Aston worthy of the famous DB badge. If you can overlook its relative lack of exclusivity, with more than 7000 produced in both coupe and convertible form, what you get is a proper English grand tourer with excellent performance and luxurious interior appointments. Subtle differences set it apart from the contemporary Jaguar XK8 (which costs less, it should be noted), and the higher costs associated with maintenance and repair are likely to set it apart as well. But right around $21,000 usd/ $29,291 cad should get you a good coupe, with the convertibles slightly cheaper. 

For the Silo, Stefan Lombard, Author at Hagerty Media.

Hagerty protects all kinds of collector cars, trucks, and modified vehicles. Let’s talk about your special ride.

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Just In Time For Halloween- Bela Lugosi Restored Home Now For Sale

Dracula

Fans of old movies are well familiar with one of Hollywood’s most beloved villains, Bela Lugosi, as the character Dracula, in the 1931 film of the same name. Having had a very successful Broadway run in the part, Lugosi was chosen by Universal Pictures to portray the part in one of the first talkies. Doomed as a type-cast villain for his whole career, Lugosi went on to make the films “Murders in the Rue Morgue,” “The Raven,” “Son of Frankenstein” and “White Zombie.”

Lugosi was Hungarian born and began his acting career in his homeland.

He was forced to flee during the Hungarian Revolution of 1919 due to his activism in the actor’s union. From there he went to Vienna and then to Berlin until deciding to come to America, working his way over on a freighter to the port of New Orleans in 1920. He applied for citizenship in 1928 and became naturalized in 1931 at the age of 49. Throughout his Hollywood career, he had two competitors for parts: Boris Karloff and Peter Lorre. In a number of films he was paired with Boris Karloff and since the studio preferred Karloff, and regardless of the size of their roles, Lugosi would always get the second billing. Vampire fans, however, preferred Lugosi, since afterall, he was actually from Transylvania.

Castle La Paloma was Bela Lugosi’s home in his Hollywood days. Located in Beachwood Canyon on approximately a quarter of an acre with marvelous views to Palos Verdes, Long Beach, Beachwood Canyon and the Hollywood Sign, the Tudor-style brick mansion has been fully restored but retains its original classic details. Measuring in at 5,000 square feet, the home has five bedrooms, six baths, ballroom-sized living room, family room, formal dining room with iron windows, large master suite, eat-in chef’s kitchen and service wing. Details include original tile work, inlaid floors, handmade ironwork, and finished beam ceilings, inlaid Italian slate floor entries and foyers, mahogany doors, gated motor entry and slate roof. For more information visit our friends at toptenrealestatedeals.com.

Home of stage and screen actor Bela Lugosi, one of Hollywood’s most important villains, totally restored, priced at $4.197 million usd/ $5.86 million cad (exchange rated at time of posting).

Source: www.sothebyshomes.com

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Let’s Transform Canada’s AI Research Into Real World Adoption

October, 2025 – Canada has world-class strength in AI research but continues to fall short in widespread adoption, according to a new report from the C.D. Howe Institute. On the heels of the federal government’s announcement of a new AI Strategy Task Force, the report highlights the urgent need to bridge the gap between research excellence and real-world adoption.

In “AI Is Not Rocket Science: Ideas for Achieving Liftoff in Canadian AI Adoption,” Kevin Leyton-Brown, Cinda Heeren, Joanna McGrenere, Raymond Ng, Margo Seltzer, Leonid Sigal, and Michiel van de Panne note that while Canada ranks second globally in top-tier AI researchers and first in the G7 for per capita publications, it is only 20th in AI adoption among OECD countries. “This matters for the economy as a whole, because such knowledge translation is a key vehicle for productivity growth,” the authors say. “It is terrible news, then, that Canada experienced almost no productivity growth in the last decade, compared with a rate 15 times higher in the United States.”

The authors argue that new approaches to knowledge translation are needed because AI is not “rocket science”: instead of focusing on a single industry sector, the discipline develops general-purpose technology that can be applied to almost anything. This makes it harder for Canadian firms to find the right expertise and for academics to sustain ties with industry. Existing approaches – funding academic research, directly subsidizing industry efforts through measures such as SR&ED and superclusters, and promoting partnerships through programs like Mitacs and NSERC Alliance – have not solved the problem.

Four ideas to help firms leverage Canadian academic strength to fuel their AI adoption include: a concierge service to match companies with experts, consulting tied to graduate student scholarships, “research trios” that link AI specialists with domain experts and industry, and a major expansion of AI training from basic literacy to dedicated degrees and continuing education. Drawing on their experiences at the University of British Columbia, the authors show how local initiatives are already bridging gaps between academia and industry – and argue these models should be scaled nationally.

“Canada’s unusual strength in AI research is an enormous asset, but it’s not going to translate into real-world productivity gains unless we find better ways to connect AI researchers and industrial players,” says Kevin Leyton-Brown, professor of computer science at the University of British Columbia and report co-author. “The challenge is not that AI is too complicated – it’s that it touches everything. That means new models of partnership, new incentives, and new approaches to education.”

AI Is Not Rocket Science- 4 Ideas in Detail

Idea 1: A Concierge Service for Matchmaking

We have seen that it is hard for industry partners to know who to contact when they want to learn more about AI. Conversely, it is at least as hard for AI experts to develop a broad enough understanding of the industry landscape to identify applications that would most benefit from their expertise. Given the potential gains to be had from increasing AI adoption across Canadian industry, nobody should be satisfied with the status quo.

We argue that this issue is best addressed by a “concierge service” that industry could contact when seeking AI expertise. While matchmaking would still be challenging for the service itself, it could meet this challenge by employing staff who are trained in eliciting the AI needs of industry partners, who understand enough about AI research to navigate the jargon, and who proactively keep track of the specific expertise of AI researchers across a given jurisdiction. This is specialized work that not everyone could perform! However, many qualified candidates do exist (e.g., PhDs in the mathematical sciences or engineering). Such staff could be funded in a variety of different ways: for example, by an AI institute; a virtual national institute focused on a given application area; a university-level centre like UBC’s Centre for Artificial Intelligence Decision-making and Action (CAIDA); a nonprofit like Mitacs; a provincial ministry for jobs and economic growth; or the new federal ministry of Artificial Intelligence and Digital Innovation.

Having set up an organization that facilitates matchmaking, it could make sense for the same office to provide additional services that speed AI adoption, but that are not core strengths of academics. Some examples include project management, programming, AI-specific skills training and recruitment, and so on. Overall, such an organization could be funded by some combination of direct government support, direct cost recovery, and an overhead model that reinvests revenue from successful projects into new initiatives.

Idea 2: Consultancy in Exchange for Student Scholarships

Many businesses that would benefit from adopting AI do not need custom research projects and do not want to wait a year or more to solve their problems. The lowest-hanging fruit for Canadian AI adoption is ensuring that industry is well informed about potentially useful, off-the-shelf AI technologies. We thus propose a mechanism under which AI experts would provide limited, free consulting to local industry. AI experts would opt in to being on a list of available consultants. A few hours of advice would be free to each company, which would then have the option of co-paying for a limited amount of additional consulting, after which it would pay full freight if both parties wanted to continue. The company would own any intellectual property arising from these conversations, which would thus focus on ideas in the public domain. If the company wanted to access university-owned IP, it could shift to a different arrangement, such as a research contract. This system would work best given a concierge service like the one we just described. The value offered per consulting hour clearly depends on the quality of the academic–industry match, and some kind of vetting system would be needed to ensure the eligibility of industry participants.

Why would an AI expert sign up to give advice to industry? All but the best-funded Canadian faculty working in AI report that obtaining enough funding to support their graduate students is a major stressor. Attempting to establish connections with industry is hard work, and such efforts pay off only if the industry partner signs on the dotted line and matching funds are approved. There is thus space to appeal to faculty with a model in which they “earn” student scholarships for a fixed amount of consulting work. For example, faculty could be offered a one- semester scholarship for every eight hours set aside for meetings with industry, meaning that one weekly “industry office hour” would indefinitely fund two graduate students. Consulting opportunities could also be offered directly to postdoctoral fellows or senior (e.g., post-candidacy) PhD students in exchange for fellowships. In such cases, trainees should be required to pass an interview, certifying that they have both the technical and soft skills necessary to succeed in the consulting role. The concierge service could help decide which industry partners could be routed to PhD students and which need the scarcer consulting slots staffed by faculty members.

The system would offer many benefits. From the industry perspective, it would make it straightforward to get just an hour or two of advice. This might often be enough to allow the company to start taking action towards AI adoption: there is a rich ecosystem of high-performance, reliable, and open-source AI tools; often, the hard part is knowing what tool to use in what way. Beyond the value of the advice itself, consulting meetings offer a strong basis for building relationships between academics and industry representatives, in which the academic plays the role of a useful problem solver rather than of a cold-calling salesperson. These relationships could thus help to incubate Mitacs/Alliance-style projects when research problems of mutual interest emerge (though also see our idea below about how restructuring such projects could help further).

For academics, the system would constitute a new avenue for student funding that would reward each hour spent with a predictable amount of student support. Furthermore, it would offer scaffolded opportunities to deepen connections with industry. The system would come with no reporting requirements beyond logging the time spent on consulting. The faculty member would be free to use earned scholarships to support any student (regardless, for example, of the overlap between the student’s research and the topics of interest to companies), increasing flexibility over the Mitacs/Alliance system, in which specific students work with industry partners. Students who self-funded via consulting would learn valuable skills and would expand their professional networks, improving prospects for post-graduation employment.

Finally, the system would also offer multiple benefits from the government’s perspective. It would generate unusually high levels of industrial impact per dollar spent (consider the number of contact hours between academia and industry achieved per dollar under the funding models mentioned in Section 3). All money would furthermore go towards student training. The system would automatically allocate money where it is most useful, directing student funding to faculty who are both eager to take on students and relevant to industry, all without the overhead of a peer-review process. And it would generate detailed impact reports as a side effect of its operations, since each hour of industry–academia contact would need to be logged to count towards student funding.

Idea 3: Grants for Research Trios

Our third proposal is an approach for expanding the Mitacs/Alliance model to make it work better for AI. Industry–academia partnerships leverage two key kinds of expertise from the academic side: methodological know-how for solving problems and knowledge about the application domain used for formulating such problems in the first place. In fields for which the set of industry partners is relatively small and relatively stable, it makes sense to ask the same academics to develop both kinds of expertise. In very general-purpose domains like AI, it holds back progress to ask AI experts to become domain experts, too. Instead, it makes sense to seek domain knowledge from other academics who already have it. We thus propose a mechanism that would fund “research trios” rather than bilateral research pairings. Each trio would contain an AI expert, an academic domain expert, and an industry partner. This approach capitalizes on the fact that there is a huge pool of academic talent outside core AI with deep disciplinary knowledge and a passion for applying AI. While such researchers are typically not in a position to deeply understand cutting-edge AI methodologies, they are ideally suited to serve as a bridge between researchers focused on AI methodologies and Canadian industrial players seeking to achieve real-world productivity gains. In our experience at UBC, the pool of non-AI domain experts with an interest in applying AI is considerably larger than the pool of AI experts. One advantage of this model is that projects can be initiated by the larger population of domain experts, who are also more likely to have appropriate connections to industry. Beyond this, involving domain experts increases the likelihood that a project will succeed and gives industry partners more reason to trust the process while a solution is being developed. The model meets a growing need for funding researchers outside computer science for projects that involve AI, rather than concentrating AI funding within a group of specialists. At the same time, it avoids the pitfall of encouraging bandwagon-jumping “applied AI” projects that lack adequate grounding in modern AI practices. Finally, it not only transfers AI knowledge to industry, but also does the same to both the domain expert and their students.

Idea 4: Greatly Expanded AI Training

As AI permeates the economy, Canada will face an increasing need for AI expertise. Today, that training comes mostly in the form of computer science degrees. Just as computer science split off from mathematics in the 1960s, AI is emerging today as a discipline distinct from computer science. In part, this shift is taking the form of recognizing that not every AI graduate needs to learn topics that computer science rightly considers part of its core, such as software engineering, operating systems, computer architecture, user interface design, computer graphics, and so on. Conversely, the shift sees new topics as core to the discipline. Most fundamental is machine learning. Dedicated training in AI will require a deeper focus on the mathematical foundations of probability and statistics, building to advanced topics such as deep learning, reinforcement learning, machine learning theory, and so on. Various AI modalities also deserve separate study, such as computer vision, natural language processing, multiagent systems, robotics, and reasoning. Training in ethics, optional in most computer science programs, will become essential.

Beyond dedicated training in the core discipline, we anticipate huge demand for broad-audience AI literacy training; for AI minors to complement other disciplinary specializations; for continuing education and “micro-credential” programs; and for executive education in AI. There is also a growing need for “AI Adoption Facilitators”: bridge-builders who can help established workers in medium-to-large organizations understand how data-driven tools could offer value in solving the problems they face. Training for this role would emphasize business principles and domain expertise, but would also require firmer foundations in machine learning and data science than are currently typical in those disciplines.

Read the full report via our friends at C.D. Howe Institute here.

Guinea Pigs Are Not Disposable Pets

The decidedly disturbing headlines around small pets like guinea pigs and rabbits underscore an escalating ‘disposable pet’ mentality, with certain factors exacerbating the problem. Case in point, this guinea pig rescue in Nova Scotia, Canada.


With the holidays looming, shelters are bracing for yet another spike in guinea pig surrenders in particular. Industry sources speculate there may be tens of millions of guinea pigs worldwide, yet shelter data point to troubling trends with some shelters seeing numbers more than triple since the pandemic. One facility reportedly took in over 650 guinea pigs in a single year! Sadly, this species is all too often treated as disposable.

Surveys show that roughly 7 million U.S. households own “small animals” like guinea pigs and roughly another 1 million Canadian households. The holiday season, when guinea pigs are frequently purchased as gifts, intensifies problematic ownership as many families underestimate the care required … only to relinquish these pets weeks or months later.

Clementine Schouteden, CEO of Kavee—the world’s leading guinea pig habitat brand, points out the following key issues:

  • Families should use a checklist to decide if they are truly ready for a small pet like a guinea pig or rabbit
  • Note the hidden costs and long-term commitments families often overlook before bringing home a guinea pig or rabbit
  • There are emotional and developmental benefits guinea pigs and rabbits can bring to children when cared for responsibly
  • Rising surrenders are straining shelters already overwhelmed with cats and dogs
  • Reach out to shelters and advocacy groups for recommendations on reducing post-holiday pet abandonment
  • Be aware that guinea pigs require larger, safer enclosures than most pet stores provide
  • Better guinea pig housing, enrichment, and education can prevent health issues and neglect
  • Common health problems are often tied to poor diets or improper housing—now how to spot them early
  • Consider simple changes that can make homes safer and more enriching for guinea pigs and rabbits
  • Be a proud part of the growing movement to elevate small pet care standards to the same level as cats and dogs

Market Trends

The small pet category may be niche, but the market data tells a compelling story.

The U.S. pet industry overall is projected to hit $157 billion usd/ $218.6 billion cad in 2025, up from $151.9 billion usd/ $211.5 billion cad in 2024, with $33.3 billion usd/ $46.4 billion cad of that dedicated to supplies, habitats, bedding, and related essentials (APPA). Within that, ~7.7 million North American households own small animals such as guinea pigs, rabbits, and hamsters (Forbes), representing a sizable and under-served customer base. Globally, the rodent pet accessories market is valued at $1.2 billion usd/ $1.7 billion cad in 2024 and forecasted to double to $2.5 billion usd/ $5.2 billion cad by 2033 (Verified Market Reports), while the guinea pig cage market alone is worth $455 million usd/ $633.6 million cad today and on track to reach $715 million usd/ $995.7 million cad by 2033 (Growth Market Reports). Complementary comfort products like cuddle cups are also on the rise, already a $134.7 million usd/ $187.6 million cad global market growing at a 7.4% CAGR.

Add to this the growing concerns in shelters and rescues about guinea pig welfare (HumanePro), and the momentum is clear: consumers, advocates, and regulators alike are demanding safer, higher-quality, and more enriching products. The fact that species-specific U.S. data for guinea pig habitats and accessories is still sparse only underscores the opportunity for Kavee to lead with content, education, and product innovation—filling a gap that few others have recognized, let alone acted on. For the Silo, Merilee Kern.



Schouteden’s journey is a masterclass in spotting underserved markets and scaling with vision. Below, she shares how a single decision transformed her entrepreneurship path, how her eCommerce brand is reshaping an overlooked corner of the pet industry and what’s next for small pet care innovation.

MK: Clementine, let’s start at the beginning. What inspired you to create Kavee?

CS:
It really began with my own guinea pigs. In March 2015, I adopted Bagpipe, a long-haired Peruvian and Livingstone, a short-haired Agouti. Later, Efendi joined the family. I couldn’t bring myself to put them in a tiny pet shop cage as it just didn’t feel right. Instead, I had a friend build a large wooden cage and I set up play areas in my flat so they could explore. Watching them thrive in a spacious environment showed me how much better life could be for small pets.

MK: What sets Kavee products apart from traditional cages?

CS:
We’ve always designed for the animals first. Our C&C cages are modular, easy to clean and expandable. We encourage pet parents to go larger than outdated minimums. For example, while many guidelines say a 2×3 cage is fine for two guinea pigs, at Kavee we recommend 2×4 for sows and 2×5 for boars, since they need more room to coexist peacefully. Our fleece liners, accessories and enrichment toys also bring comfort, safety and playfulness into their habitats.

MK: Kavee has grown from a startup to an international brand. What has that journey looked like?

CS:
In the early days, it was just me packaging orders on weekends while still working full-time as a consultant. Within six months, demand grew and I partnered with an “impact employment” group to provide jobs for people with disabilities. That freed me to scale the business. By 2018, I left consulting to run Kavee full-time. Since then, we’ve expanded into four online stores, grown a passionate team and provided spacious homes for over 50,000 guinea pigs.

MK: Beyond products, you’ve built a strong educational and advocacy component. Why is that important?

CS: Kavee is not just about selling supplies; it’s about changing perceptions of small pets. Too often they’re seen as “starter pets” for kids, but they’re intelligent and sensitive. Through blogs, social media and the Kavee Rescue initiative, we provide guidance on diet, grooming, habitat design and more. Our team even answers customer questions about gardening for guinea pigs! That level of community engagement makes a real difference.

MK: What role does sustainability and ethical business play in Kavee’s mission?

CS:
It’s at the core of what we do. Our products are designed to last, reducing waste. We carefully source safe, durable materials and we support inclusive hiring practices. Since 2023, our Kavee Rescue partnership has been another way to give back. Ultimately, if I wouldn’t use it with my own pets, it doesn’t go to market.

MK: Looking ahead, where do you see Kavee and small pet care evolving?

CS:
The future lies in rethinking standards. Minimum cage guidelines are outdated and pets deserve larger, more enriching spaces. I also see small pets becoming mainstream companions for professionals and singles, not just families. At Kavee, we’ll continue innovating, expanding product ranges and advocating for animal welfare globally.

MK: What were the biggest challenges you faced as a female founder in the pet care industry?

CS:
Breaking into a space that historically overlooked small pets was challenging enough, but as a female founder, I also had to fight to be taken seriously. Early on, suppliers and partners often assumed this was just a “side project.” Proving the demand, scaling internationally and building a team showed that Kavee was not just a niche brand but a movement.

MK: Was there a moment when you realized Kavee had truly “made it”?

CS: Yes. When I saw our first international orders come in, especially from the U.S., it hit me that we were filling a huge gap worldwide. Another milestone was when customers started sending photos of their piggies “popcorning” in our cages. Knowing our products were directly improving lives was the moment I felt Kavee had arrived.

MK: How do you balance innovation with customer feedback?

CS: We listen closely to our community. Many of our product upgrades, such as folding coroplast bases or fleece liners with new absorbent layers, came directly from customer suggestions. I believe true innovation happens when you combine design expertise with real-world feedback from the pawrents using the products daily.

MK: What advice would you give aspiring entrepreneurs who want to turn a passion into a business?

CS: Start small, test your idea and don’t be afraid of imperfect beginnings. Kavee began with one cage model and a very simple website. What made the difference was consistency, passion and being deeply connected to my “why,” which is improving small pet welfare. If you keep that clarity, growth will follow.

MK: As a female founder, what role do you think women play in shaping the future of entrepreneurship?

CS: Women bring unique perspectives to business, often blending empathy with innovation. In my case, it was about seeing the overlooked needs of small pets that weren’t being met and creating meaningful solutions. I believe more women in leadership will mean more industries reimagined with compassion, creativity and long-term impact at the core.

MK: How do you use your platform to inspire or empower other women in business?

CS: I make it a point to be visible and open about the realities of building a company from scratch. Sharing the challenges as well as the successes helps other women see that it is possible to turn a passion into a thriving business. I also mentor aspiring entrepreneurs, especially women, because representation and encouragement can be the push someone needs to take that first step.

MK: Looking back, what’s the most rewarding part of building Kavee?CS: Without a doubt, it is knowing we have improved the lives of thousands of animals. Every time I hear a story about a guinea pig who went from lethargic in a tiny cage to playful and thriving in a Kavee habitat, it reminds me why this journey matters. That impact is priceless.

From rescuing mice and birds as a child in rural France to transforming the global small pet industry, Clementine has proven that passion paired with innovation can create lasting change. Through Kavee, she’s redefined what it means to care for guinea pigs and rabbits. In the process she’s raising standards, fostering community and inspiring pawrents to think bigger.

In Clementine’s words: “Quite simply, if your piggies aren’t running around in their cage, something isn’t right.”

Thanks to her efforts, thousands of piggies—and the humans who love them—are finally getting it right.

Is Vilnius Lithuania The Next ‘Berlin Art Scene’?

The Lithuanian capital is quickly emerging as a vibrant cultural hub – mixing its Baroque architecture, Michelin-starred cuisine, and a fearless creative scene.

From Venice Biennale–level artists at ArtVilnius’25 to politically-charged performances at Sirenos Theatre Festival, and a massive city-wide celebration of Lithuania’s own artistic genius, M.K. Čiurlionis, Vilnius is redefining the autumn city break for culture seekers.

Vilnius: The New Berlin? Discover the Baltic Cultural Capital

This autumn, Vilnius transforms into a cultural hotspot, with the Baltics’ leading contemporary art fair, bold theatre, and world-class music inviting visitors to discover the city’s vibrant creative scene.

Art Fair ArtVilnius 2024. Photo by Andrej Vasilenko

Vilnius, Lithuania. Vilnius offers all the ingredients for a perfect autumn city break – cobblestone streets, Michelin-starred restaurants, and multiple art events happening this autumn. Intimate yet vibrant, the Lithuanian capital combines old-world elegance with a fresh creative energy that’s turning it into one of Europe’s most intriguing cultural destinations.

ArtVilnius’25 features Venice Biennale artists

Returning for its 16th edition, ArtVilnius’25 remains the largest contemporary art fair in the Baltics. From October 3 to 5, the Lithuanian Exhibition and Congress Centre Litexpo in Vilnius will host 80 galleries and institutions, presenting works by more than 320 artists from 16 countries.

Among the highlights is Tallinn–based Temnikova & Kasela Gallery, recipient of the prestigious FEAGA Award in 2016, which will showcase established Venice Biennale artists and Estonia’s forthcoming Biennale representative. Edith Karlson is one of Estonia’s most acclaimed contemporary voices and in her sculptural practice, animals and people are the main protagonists; Jaan Toomik, a senior figure in Baltic art, is presenting a few paintings never before exhibited, like Old Woman with a Wolf’s Scull, Calling the Fisherman, Self-portrait as a Bonfire with Sons.

“While new fairs have appeared in Latvia and Poland, ArtVilnius is still the only event of this size and quality. Our program goes far beyond gallery presentations. Visitors will discover the internationally curated Projects Zone, the annual “The Path” exhibition, and much more. The art on view will range from new talents fresh out of the academies to world-famous artists such as Marlene Dumas and Anselm Kiefer,” says Sonata Baliuckaitė Arlauskienė, Artistic Director of ArtVilnius.

Vilnius theatre festival turns the stage into a weapon

Until October 13, Vilnius hosts Sirenos, one of Northern Europe’s boldest international theatre festivals. Known for pushing creative and political boundaries, this year’s edition revolves around the theme “Theatre is a Weapon,” exploring how performance can confront modern-day realities. Headliners include Portuguese director Tiago Rodrigues with two acclaimed works: By Heart and Catarina and the Beauty of Killing Fascists. Also on the programme is the powerful film-performance hybrid Orlando, My Political Biography, which reimagines Virginia Woolf’s novel through the voices of 26 trans and non-binary performers.

Čiurlionis – the Baltic Da Vinci – celebrated with 150 events across Vilnius

This autumn, Vilnius celebrates the 150th anniversary of M.K. Čiurlionis, Lithuania’s most revered composer-painter, often called the Baltic Da Vinci for blending music and visual art into an entirely unique language. From October to December, the city will host nearly 150 events in his honour, including immersive exhibitions, orchestral tributes, and even virtual reality experiences that bring his dreamlike worlds to life. Program highlights include the premiere of the opera “Jūratė,” inspired by Baltic mythology, and the international concert “World Piano Stars Greeting Čiurlionis,” showcasing virtuoso performers interpreting his compositions.

European cinema spotlight

From 6 to 16 November, the Scanorama Film Festival brings over 100 thought-provoking European films to Vilnius, alongside talks with filmmakers and rising talent. It’s a key date for cinephiles seeking bold, artistic storytelling off the mainstream circuit.

Getting there

With direct, daily flights from Toronto and major European cities including Berlin, Frankfurt, London, Paris, and Warsaw, getting to the Lithuanian capital is quick and easy. The city’s well-connected airport is just 15 minutes from the Old Town, making it a seamless destination for a weekend getaway or a longer cultural escape.

Canada’s Powerful Golden Eagle

The Golden Eagle is one of the best known and largest birds of prey in North America. The adult birds are dark brown in color with golden-brown feathers on the back of their head, neck and upper wings.

Golden Eagles use their strength, agility and powerful talons to snatch up prey including mice, rabbits, squirrels and even fox and young deer.

They are very swift and can reach speeds over 240 km per hour while diving in on their target. <240 km/h is about 150 mp/h- the top cruising speed of the American Commuter Acela- 1 express train by the way. Watch the video below and note at the 1m 8s mark as  the Acela passes the station at about the same speed that the Golden Eagle achieves in a dive. Wow!

Golden eagles usually mate for life.

They build huge nests in high places including cliffs, trees, or even telephone poles and may return to this same nest for several breeding years.

The Golden Eagle is listed under Ontario’s Endangered Species Act, 2007, which protects it from being killed, harmed, possessed, collected or sold, and protects the habitat from damage or destruction. For the Silo, Dixie Greenwood.

California Aims To Turn Down Volume On Streaming Ads

California Wants to Turn Down Volume on Ads Played by Streamers

The bill makes Netflix, Prime, and other streaming services regulate ad volume. It passed unanimously and now goes to the state governor. Is it time for similar legislation here in Canada?

California Wants to Turn Down Volume on Ads Played by Streamers
The logos for Netflix, Hulu, Disney Plus and Sling TV on a remote control, in Portland, Ore., on Aug. 13, 2020. Jenny Kane/AP Photo

Netflix and other video streamers might need to chill a bit more when it comes to the volume of commercials played in California.

California lawmakers want to moderate blaring advertisements that play louder than the shows. They passed a bill on Sept. 22 to address the issue.

“Have you noticed the increased volume of ads in the middle of your favorite shows? They’re so jarring!” Santa Ana Democrat Sen. Tom Umberg said about the bill on social media. “If they can target ads to me based on my age and favorite cereal, I have the utmost faith they could fix this problem.”

Senate Bill 576 passed the Legislature unanimously and was sent to the governor’s desk.

If signed, the bill would go into effect July 1, 2026, to close a loophole that exempts streaming services from complying with the national CALM Act, enforced by the Federal Communications Commission (FCC).

The federal rules were adopted in 2011 and went into effect a year later. They require commercials to have the same average volume as the programs they accompany.

The Epoch Times

The way people watch shows and movies, however, has changed. Consumers are using entertainment apps, or video streaming services, much more often now, and these haven’t kept up with the protections, according to Umberg.

“As a result, consumers are increasingly subjected to loud, disruptive commercial advertisements with no regulatory safeguards,” Umberg said in a legislative analysis. “By ensuring that commercial advertisements do not play at a volume higher than the primary video content, this bill enhances the viewing experience and protects individuals with hearing sensitivities—including seniors, children, and those with auditory processing disorders—from sudden and jarring noise spikes.”

Netflix pioneered the switch to streaming services by introducing video streaming in January 2007, followed by Hulu in 2008, Amazon Prime Video in 2011, and Disney+ in late 2019.

The services have quickly become a household staple, Umberg added.

The bill does not give the state any enforcement power and doesn’t include a way for consumers to report violations.

State Sen. Tom Umberg (D-Santa Ana) speaks at a Public Safety Committee hearing in Sacramento on March 28, 2023. (Screenshot via California State Senate)
State Sen. Tom Umberg (D-Santa Ana) speaks at a Public Safety Committee hearing in Sacramento on March 28, 2023. Screenshot via California State Senate

The legislation faced opposition from the Motion Pictures Association, which represents Walt Disney Studios, Netflix, Paramount Pictures, Prime Video and Amazon MGM Studios, Sony Pictures Entertainment, Universal Pictures, and Warner Bros. Discovery.

According to the group, the legislation was “unnecessary” as the studios were working voluntarily on the issue of loud advertisements.

Many streaming services have undertaken efforts to adjust the loudness of ads that come from server-side ad insertion. They are also working with the Interactive Advertising Bureau and the Audio Engineering Society to establish the best way to “normalize” the volume level of advertising, according to the association. For the Silo, Jill McLaughlin/ The Epoch Times.

This Transport Reveals Hidden Sonic Details In Compact Discs And SACD

CDs played through the PMG Signature SACD Transport come closer than ever to high-resolution PCM and DSD, uncovering new layers of dimensionality, soundstage, depth, and musicality previously unobtainable in other optical readers or server-based audio systems. 

What is a Transport?

Like its predecessor (the PerfectWave SACD Transport) the PMG Signature opens the long-restricted DSD layer of SACD to PS Audio DACs. The PMG will deliver the raw DSD layer of copyright-protected SACD directly into your PS Audio DAC through I²S. This means that you’ll uncover the wealth of audio’s finest digital medium, DSD, and hear exactly what the mastering engineers who created these discs have enjoyed all along. Hear what you’ve been missing with the PMG Signature SACD Transport.

PMG Signature SACD Transport

Locked inside your CD and SACD collection is a treasure trove of music you’ve never truly heard. How do we know? Because PMG, like you, know every note of our reference discs—and we were stunned when we heard them through the new PMG Signature SACD Transport. This isn’t just another player. It’s the finest optical disc transport we’ve built in 43 years, and for the first time in our history, our founder has signed his name to it.

The PMG Signature SACD Transport is an engineering triumph, designed to extract every nuance and detail from your CDs and SACDs with unmatched precision. With galvanically isolated outputs and ultra-low jitter design, it breathes new life into your CD collection when paired with any DAC. And when connected via I²S, it unlocks the raw DSD layer of your SACDs—delivering what was once hidden to external DACs. This is not nostalgia. This is revelation. The PMG Signature SACD Transport is the ultimate disc playback system—worthy of the name, and the legacy.

For the Silo, Paul McGowan.

POTUS Delivers Poignant Remarks To UN General Assembly Without Teleprompter

Earlier this month marked the 80th session of the United Nations General Assembly (UNGA80), which opened  on September 9, 2025.  UNGA High-Level Week also took place this week and ends today, when leaders from around the world will gather in New York City.  

The 80th Anniversary of the founding of the UN is an opportunity to return the organization back to its founding mission of promoting peace and security around the world. This year the United States is prioritizing three themes through their engagement at the United Nations:  Peace, Sovereignty, and Liberty. 

“POURING IN OVER FOUR YEARS OF THE INCOMPETENT BIDEN ADMINISTRATION AND NOW WE HAVE IT STOPPED, TOTALLY STOPPED. IN FACT, THEY’RE NOT EVEN COMING BECAUSE THEY KNOW THEY CAN’T GET THROUGH. BUT WHAT TOOK PLACE IS TOTALLY UNACCEPTABLE. THE U.N. SUPPOSED TO STOP INVASIONS NOT CREATE THEM AND NOT FINANCE THEM.

IN THE UNITED STATES, WE REJECT THE UNITED STATES MASS NUMBERS OF PEOPLE FROM FOREIGN LANDS CAN BE PERMITTED TO TRAVEL HALFWAY AROUND THE WORLD, TRAMPLE OUR BORDERS, CAUSE CRIME AND DEPLETE OUR SOCIAL SAFETY NET. WE HAVE REASSERTED THAT AMERICA BELONGS TO THE AMERICAN PEOPLE AND I ENCOURAGE ALL COUNTRIES TO TAKE THEIR OWN STANCE IN DEFENSE OF THEIR CITIZENS, AS WELL. YOU HAVE TO DO THAT BECAUSE I SEE IT. I’M NOT MENTIONING NAMES, I SEE IT AND I COULD CALL EVERY SINGLE ONE OF THEM OUT, YOU ARE ENJOYING YOUR COUNTRIES, THEY ARE ENJOYING — BEING DESTROYED.

THEY ARE BEING BY ILLEGAL ALIENS LIKE NOBODY EVER SEEN BEFORE. ILLEGAL ALIENS ARE POURING IN AND NOBODY IS DOING ANYTHING TO CHANGE IT, TO GET THEM OUT. IT IS NOT SUSTAINABLE AND BECAUSE THEY CHOOSE TO BE POLITICALLY CORRECT, THEY ARE DOING ABSOLUTELY NOTHING ABOUT IT.” President Donald Trump

This article courtesy of the U.S. Department of State.

Never Forget The Lure Of Pinball

John and his machine

I’ll never forget the first time.

I was 7 years old in the mid-70’s, and the parents were carting myself and a few rep-team baseball buddies home from a game. They decided to stop at an old bowling alley in Burford, Ontario  to get a bite to eat. I don’t remember what I ate, but what I’ll never forget was discovering that large cabinet standing on four metal peg-legs in the corner of the alley. Jutting up from the back was a headboard depicting brilliantly lit cartoon-like women with implausible breasts, silently calling out to me to come closer. My one baseball bud knew what it was all about. “Hey, do you want to play a game?” I most certainly did want to play a game. He dropped a quarter in the machine, pushed the credit button and the machine chugged to life. I’ll never forget my first game of pinball.

That moment started a lifetime love for me.

The number of hours spent chasing the silver ball in arcades, bowling alleys, laundromats and pizza parlours may have cost me a few grade points in school, but I developed into a very skillful player, winning cash prizes, a television, and my greatest tournament victory: a classic pinball machine which I now get to play at home. I even travelled to The World Pinball Championships in Pittsburgh to test my flipper prowess against the best, and found out I still had skills that I needed to work on!

Pinball kept pleasure and solace at never more than 25 cents away.

Nothing could clear my head and put me in the moment like releasing the plunger and sending that silver sphere jetting onto the playfield. What was going to happen this time? The nudge of the machine was its very own dance; enough pushing to alter the path of the ball, yet not so much that you might incur a disqualifying “tilt.” The immense satisfaction of a well-targeted flipper shot hitting the mark, the helpless feeling of a ball heading down the middle with maddening precision. The shrill clang of the bells, the churning of the scoring reels on the way to a free game. Man, there was nothing else like it. For the Silo, John McIntosh.

Have a hankering for some classic silver ball action? Check out these sites:

The Church of the Silver Ball is a warehouse of pinball machines in Mississauga open to the public to play. Check it out at www.thechurchofthesilverball.com

The Toronto Pinball League has game nights all across Southern Ontario in home arcades. Go to www.topl.org for info.

Want to play with the big boys? Check out PAPA, the home of The World Pinball Championships held each year in Pittsburgh www.papa.org/index.php 

Raketa’s Three Thousand Euro Russian Made Puppet Watch

Preserving history, creating the future

The Raketa Watch Factory in collaboration with the famous Moscow Sergey Obraztsov Puppet Theatre presents an exclusive watch model — Raketa Theatre. The limited series consists of 100 individually numbered pieces. Imagine it’s not just a watch, but a unique ticket to a special performance — where there are only 100 seats in the auditorium. Each watch is like a personalized theatre seat with an engraved number:

1/100, 2/100…100/100.

The dial of the model is inspired by the famous pediment clock that decorates the facade of the Sergey Obraztsov Puppet Theatre, where each hour corresponds to the figurine of an animal. Each figurine image has been reinterpreted by the Raketa’s designers in a modern avant-garde aesthetic and applied to the dial.

The restrained design of the Raketa Theatre watches is elegantly enhanced by three stylish accents: an avant-garde dial, multi-colored printing on the rotor, and contrasting stitching on the leather strap. These thoughtful details resonate with each other, creating a stricking balance of restraint and distinctiveness.

New time for the Sergey Obraztsov Puppet Theatre

The partnership with the Sergey Obraztsov Puppet Theatre goes beyond developing an exclusive watch model. Raketa specialists are also consulting the theatre on the restoration of its famous monumental facade clock. This project reflects the brand’s commitment to preserving cultural heritage and its tradition of incorporating art into watch movements.

Elena Bulukova, Director of the Sergey Obraztsov Puppet Theatre

“The clock is under restoration, but time at Obraztsov does not stand still. The clock’s characters have a new look now. Instead of becoming museum exhibits, they remain with us, as part of our living reality. This is how the living history of the puppet theatre continues”.

The art of appreciating time

For many people, the Sergey Obraztsov Puppet Theatre’s pediment clock is not just a mechanism but also a symbol of warm memories of the first time their parents brought them to meet fairy-tale characters. This tradition has become part of the personal history for thousands of families. Raketa’s new model is meant to bring back these touching moments, helping to lay the foundation for new traditions for future generations.

Made in Russia

The heart of the Raketa Theatre model is its automatic movement, manufactured from A to Z at the Raketa Watch Factory in St. Petersburg, one of the few watch manufacturers in the world that produces its own movements, relying on a base of Soviet-era production technology that passed down through generations.

Price

The cost is 3000 EUR (including VAT) / $4,876 CAD at time of posting . For the comfort of customers, Raketa watches are delivered worldwide free of charge by DHL directly up to the front door.

Specifications

Manufacture: Raketa Watch Factory (Saint-Petersburg)

Movement: Calibre: 2615

Functions: Automatic

Number of jewels: 24

Testing positions: 4

Average rate (s/d): 10+20

Average running time (h): 40

Frequency/hour: 18 / 2.5 Hz

Bi-directional automatic winding: Yes

Stopper of self-winding unit activated during manual winding: Yes

Decoration: Neva waves Printing

Case: Material: Stainless steel

Size: 39.5 mm

Dial glass: Sapphire

Back glass: Mineral

Crown: Synthetic ruby inside

Water resistance: 5 bar

Hands: Superluminova

Dial: High-quality printing, embossing

Strap : Material: Stainless steel

Strap width: 22 mm

Sex : Unisex

SETI Search For Space Aliens Increases Odds With Your Computer

Zuhra Abdurashidova
Zuhra Abdurashidova

I graduated from the University of California at Berkeley about a decade ago with a degree in Mechanical Engineering. I received two job offers, one from SETI to work on high performance signal processing and the other from industry.

One does not simply walk away from SETI, so I had the pleasure of joining the Berkeley SETI Research Center (BSRC). I received a warm welcome and was promptly sent to West Virginia to help install a new SETI system at the Green Bank Telescope.

There was a steep learning curve, but I was fascinated by BSRC’s work and couldn’t wait to actually understand what was going on.

As it turns out, our group is looking to expand its computing power, providing the ability to look at more star systems with habitable planets, expand the involvement of volunteers and acquire larger volumes of data; in short, broaden the search and increase our chances of intercepting a signal. Now I’m working on setting up new servers, network hardware, and signal-processing systems at Green Bank. We’re hoping to get data flowing and recording soon, and make it available for the interested public.

From the 19th-century idea of drawing a giant Pythagorean triangle in the Siberian tundra to signal extraterrestrials, to our current collection of servers storing and analyzing data, it is not hard to see how much progress has already been made.

Running SETI software on your home computer looks like this.
Running SETI software on your home computer looks like this.

Funding from the Breakthrough Initiatives is spawning new projects that would not have been otherwise possible. SETI@home is planning to work with Breakthrough Listen to collect and distribute data from the Green Bank and Parkes telescopes. However, in order to sustain the whole SETI@home effort we could still use support from our devoted SETI@home contributors.

Recently, I spent a day at the Bay Area Science Festival talking to kids and their adults. I was fascinated by just how stoked kids are about SETI. Some came with prepared questions and showed incredible curiosity and intelligence. The BSRC team is hoping to inspire kids to pursue science careers and I think searching for life beyond Earth is a great way to get them interested and involved. I hope you continue your support for this fascinating endeavor, and keep your eyes on the stars.  For the Berkeley SETI Research Center team, Zuhra Abdurashidova.

Berkeley SETI Research Center Logo

Supplemental- via nemesis maturity YouTube channel

Wow Signal – Scientists say that if the signal came from extraterrestrials, they are likely to be an extremely advanced civilization, as the signal would have required a 2.2-gigawatt transmitter, vastly more powerful than any on Earth.

The signal bore the expected hallmarks of non-terrestrial and non-Solar System origin.

One summer night in 1977, Jerry Ehman, a volunteer for SETI, or the Search for Extraterrestrial Intelligence, may have become the first man ever to receive an intentional message from an alien world. Ehman was scanning radio waves from deep space, hoping to randomly come across a signal that bore the hallmarks of one that might be sent by intelligent aliens, when he saw his measurements spike.

The signal lasted for 72 seconds, the longest period of time it could possibly be measured by the array that Ehman was using. It was loud and appeared to have been transmitted from a place no human has gone before: in the constellation Sagittarius near a star called Tau Sagittarii, 122 light-years away.

All attempts to locate the signal again have failed, leading to much controversy and mystery about its origins and its meaning.

http://en.wikipedia.org/wiki/Wow!_signal

http://en.wikipedia.org/wiki/Tau_Sagi…

http://www.bigear.org/wowmenu.htm

Joe Rogan’s RSR Revamped Porsche 911

A Collector Expands His Fleet

Joe Rogan’s car collection already includes a SharkWerks 997 GT3 RS, a 964 RS America, and a 993 Gunther Werks 911. Now, the comedian and podcast host has taken delivery of a custom-built Porsche 911 RSR tribute from The RSR Project. Nicknamed Silver 2, the car is designed to echo Porsche’s early motorsport roots while offering upgraded performance for modern driving.

The Build Process

The project began with a galvanized 1985 Carrera tub, which was stripped down and reworked with steel flares and fiberglass panels to achieve the classic long-hood RSR profile. The body was finished in a glossy silver paint that recalls bare metal and paired with period touches such as a ducktail spoiler, fiberglass bumpers, and 15-inch Braid Fuchs wheels wrapped in Michelin TB15 vintage tires

Power and Engineering

Founder Richard Schickman led the build, which included a complete mechanical overhaul. Rogan’s car is powered by a 3.5-liter flat-six producing 310 horsepower, equipped with twin-plug heads, GT3 intake plenum, Clewett Engineering throttle bodies, Elgin cams, Lucas injectors, and Bosch ignition components. The motor is controlled by an Emtron SL ECU and paired with a fully rebuilt transmission. Suspension and braking systems were also refreshed to meet both performance and reliability standards.

“Our goal with every build is to honor Porsche’s motorsport heritage while elevating performance to meet modern expectations,” Schickman explained.

Precision Rebuild Standards

Every RSR Project car undergoes a full teardown. Engines are disassembled, magnafluxed, and sonic cleaned, while rotating components are balanced to within a gram. Cylinder heads are resurfaced, valve guides replaced, and transmissions rebuilt with new synchros and seals. The result, according to the company, is a drivetrain that looks factory-new but performs with modern precision and durability.

Interior Details

The interior follows the same philosophy of heritage blended with bespoke craftsmanship. Rogan’s build features black fixed-shell bucket seats trimmed in woven leather with nickel grommets, a nod to 1960s GT40s. The dashboard was replaced with a Porsche Classic unit, paired with RS-style door panels, lightweight Perlon carpeting, and a Momo Prototipo steering wheel. The minimalist approach is reinforced by details like pull straps, a radio block-off plate, and a Wevo short shifter.

Rogan declined extras like a sound system, opting instead for a stripped-down cabin that celebrates Porsche’s racing DNA. The only modern concession is an electric air conditioning system.

Road-Proven Performance

The RSR Project emphasizes that its cars are built for driving, not static display. Rogan’s Porsche underwent more than 700 miles of testing before delivery to ensure reliability and fine-tuned performance. As Schickman noted, “Every RSR we create is built to be driven and enjoyed thoroughly.”

Time and Cost of an RSR Build

Building a Porsche to this level is a significant undertaking. Each project typically requires 12 to 18 months to complete, with prices starting at $375,000 usd/ $516,750 cad (at time of posting). Clients can select additional options such as upgraded engines, modernized braking systems, and electric air conditioning. Earlier in the year, the company also unveiled RSR Project No. 21, a Signal Orange homage to the 1973 Rennsport Rennwagen.

This article via our friends at rennlist.com

Tornado Mini Fireplace Sustainably Modern

 Egloo, an Italian design studio known for eco-friendly home innovations. has just introduced ‘Tornado’, their latest bioethanol fireplace that combines sustainable design with modern functionality.

Tornado Highlights:
• Innovative Design: hypnotic spinning flame in a sleek ceramic body, a unique centerpiece for any space.
• Eco-Friendly: runs on clean-burning bioethanol, requiring no chimney or electricity.
• Made in Italy: handcrafted in premium terracotta by skilled artisans.

Tornado will intrigue design-conscious and sustainability-minded people. Its blend of innovation, style, and eco-friendly functionality represents Egloo’s commitment to redefining home comfort in a greener way.

🔥 500% more heat

🌀 Spinning Flame Design

🍃 Bioethanol Powered

🇮🇹 Italian Craftsmanship

🏡 Indoor/Outdoor Versatility

👃 Aromatic Diffuser

🖼 Decor Statement Piece

🔒 Safe Operation

The design process commenced with identifying a dual objective: an efficient, eco-friendly heater that’s also a visual masterpiece. To bring this vision to life, Igloo leveraged the most advanced design tools available: 3D modeling allowed them to visualize and perfect every curve and contour, while 3D printing facilitated rapid prototyping and iterative refinement.

Specialist thermodynamics software was employed to ensure that when combined with terracotta, the bioethanol-fueled flame wasn’t just mesmerizing but also 500% more potent than conventional heaters. The result is Tornado, a testament to how traditional materials can be elevated through modern design methodologies.

Learn more. For the Silo, Jarrod Barker.

Immigration Policy Needs Fundamental Reform, Council Warns

September 2025 – Canada’s immigration policy continues to move in the wrong direction and requires a fundamental course correction, according to a new Communiqué from the C.D. Howe Institute’s Immigration Targets Council.

In “Immigration Policy Still in Need of a Course Correction,” the Council – composed of leading academics and policy experts – stresses that who is selected matters more than meeting numeric targets. They determined that immigration should be guided by human capital and long-term prosperity, not short-term labour market fixes or non-economic objectives. Notably, members also emphasized the importance of transparent, predictable policy that ensures economic immigrants have strong skills, earnings potential, and integration prospects.

Second Meeting of the C.D. Howe Institute Immigration Targets Council

The C.D. Howe Institute Immigration Targets Council held its second meeting on August 26, 2025, bringing together leading academics and policy experts to provide recommendations on Canada’s immigration-level targets and system design.1

Members agreed that Canada’s immigration policy has moved in the wrong direction and needs a fundamental course correction. Members stressed that the labour market skills and earnings potential of immigrants – both temporary and permanent – matter more than meeting numeric targets. Immigration policy should raise average human capital, rather than focusing narrowly on filling short-term labour market gaps, which prevents wage increases and capital investment to enhance productivity, or meeting non-economic objectives such as increasing Francophone immigration outside Quebec. Policy should also be transparent, predictable, and oriented toward long-term prosperity, ensuring that economic immigrants have strong skills, earnings potential, and integration prospects.

Building on these principles, the Council recommended annual permanent resident admissions of 365,000 in 2026, 360,000 in 2027, and 350,000 in 2028, reflecting the Council’s median votes. For 2026, this recommendation is modestly below the government’s current target of 380,000. Some members favoured a gradual reduction over three years to return to historical norms, while others supported higher levels to ease transitions from the non-permanent resident (NPR) population.

The group also raised serious concerns about the rapid growth and complexity of the NPR (Non permanent residency) population, as well as persistent challenges in the asylum system.

Members emphasized the importance of clear guardrails for the NPR population, recommending that the government maintain a ceiling of 5 percent of Canada’s population for NPRs in 2026, with a review in early 2027. They noted that the optimal NPR share requires balancing inflows, outflows, and clear pathways for temporary residents employed in high-skill occupations to transition to permanent residency, using objective criteria such as earnings. Improving efficiency in the asylum system was viewed as critical to protect genuine claimants and reduce pressures on the broader immigration system, since many currently see asylum as a pathway to permanent residency.

The Council further agreed that immigration programs require substantial reforms.

Regarding temporary immigration, members expressed concern that the international student system has become a pathway for low-wage labour rather than a means of attracting top global talent. They recommended higher admission standards, stronger language and academic requirements, limits on off-campus work, and stronger federal oversight to ensure only high-quality institutions and programs are eligible. Similarly, the Temporary Foreign Worker Program should be scaled back and not be used as a substitute for raising wages or improving working conditions, since relying on temporary workers can reduce employers’ incentives to offer better pay or workplace standards. Reducing reliance on low-skilled temporary workers – except in sectors such as agriculture, where transitions take time – was viewed by the group as essential to encourage productivity growth and higher wages for Canadian workers.

For permanent immigration, members were critical of the proliferation of boutique pathways in the economic class, such as category-based selection – targeted draws from the Express Entry pool based on specific attributes like occupation or language – and provincial nominee programs that prioritize lower-skilled workers, which allow provinces and territories to nominate candidates to meet regional labour market needs. They highlighted the need to simplify and strengthen the selection mechanism and agreed that Canada should move toward a single, transparent system centred on Express Entry and the Comprehensive Ranking System (CRS), a points-based tool used to assess, score, and rank candidates in the pool. They supported a human-capital-based model for economic principal applicants, which evaluates individuals on their education, work experience, and language ability, with a revised CRS that places greater weight on predictors of long-term success. New criteria should include the field of study for all applicants and verified earnings in Canada for those with prior Canadian experience. All economic principal applicants, they stressed, should be required to meet the CRS threshold. Members also agreed that these reforms – across temporary and permanent immigration programs, together with improving the integrity of the asylum system – are essential to reducing the size of the non-permanent resident population.

In addition, members highlighted the importance of fast-track pathways and policies to attract top-tier global talent. They called for stronger federal–provincial coordination and targeted initiatives to recruit individuals with extraordinary achievements in fields with lasting impact, such as science, medicine, and artificial intelligence. For high-profile research leaders, this should include pathways that allow them to bring their teams. Attracting such talent, they noted, requires not only immigration pathways but also the infrastructure and support that world-class research demands.

In conclusion, the Council emphasized the urgent need to restore a principled and sustainable immigration policy. By focusing on raising human capital, maintaining guardrails on the non-permanent resident population, addressing weaknesses in the asylum system, and reforming the economic immigration system, Canada can ensure that immigration contributes to long-term prosperity and sustains public confidence.

Members of the C.D. Howe Institute Immigration Targets Council:

Members participate in their personal capacities, and the views collectively expressed do not represent those of any individual, institution, or client.

Convener:

• Parisa Mahboubi, C.D. Howe Institute

Members:

• Don Drummond, Queen’s University

• Pierre Fortin, Université du Québec à Montréal

• David Green, University of British Columbia

• Daniel Hiebert, University of British Columbia

• Michael Haan, Western University

• Jason Kenney, Bennett Jones LLP

• Mikal Skuterud, University of Waterloo

• Christopher Worswick, Carleton University

• Donald Wright, C.D. Howe Institute and Global Public Affairs

How We Set In Motion Coffee Global Business

If you are like me- someone who has drunk much more than one coffee in your life, you might be interested in pondering this question: Why do you think the multi-billion-dollar global coffee industry can be a losing business for the growers, whose hands till the land from where coffee starts?

In fact, if you drink 2 cups of coffee a day for one year, you’ll be spending more than the annual income of the coffee farmer in a developing country. To help present to fellow North American coffee drinkers this huge disparity between the farmer and the other key players across the coffee value chain, take a look at the infographic below.

Considering that North America is the biggest coffee consumer in the world, we can make a big dent by supporting the fair trade advocacy that ensures farmers get paid properly. Take a look at the infographic again. It describes how coffee is made from the farm to the mill, to the roasting plant and all the way to the consumer. Here are some of its highlights that show the bigness of this industry:

– 100 M people depend on coffee for livelihood; 25 M of which are farmers

– The U.S. spent 18 B for coffee yearly, equivalent to Bosnia’s GDP

– Coffee is the second most globally traded commodity after petroleum

For the Silo, Alex Hillsberg Web Journalist

 

Here's How You Make Coffee A Billion Dollar Business

Supplemental- How North Americans can help the #fairtrade program

http://financesonline.com/cherry-to-cup-the-economics-of-coffee/

http://financesonline.com/why-fairtrade-should-matter-to-you/

Studio Visit With Canadian American Artist Suzy Lake

Suzy Lake, A Natural Way to Draw, 1975.

Roughly once a month, I visit an artist’s studio for the ongoing series Studio Visits. I take iPhone photos of the corners and nooks of their studio, offering a more intimate look into a practice that usually takes place behind closed doors. I’ve said it before, and I’ll say it again: it’s such a gift to be invited into an artist’s studio, which often doubles as a kind of sanctuary for them.I don’t often visit photographers’ studios.

This changed a couple of weeks ago when I was invited to visit Suzy Lake at her studio in Toronto. I’m a huge fan of Lake, and I might have said as much a few times in our email correspondence, no doubt coming across as a crazed fan girl. But I’m a fan for good reason! An American-Canadian artist, Lake has been seminal in both countries for the last five decades. Her photographs combine self-portraiture and performance to comment on larger themes: political justice, the role of an artist, feminism, and aging.

She played a foundational role in shaping Conceptualism in Canada. There’s so much to admire in Lake’s career, and the work itself is equally compelling. So here I am, at Lake’s studio, one of the foremost photographers in Canada, and I am taking pictures. As you can imagine, I am very self-conscious. I start clicking away on my iPhone, no doubt diminishing the medium with my lack of artistic ability. (Of course, this series isn’t about the photos themselves, but a desire to document and archive important artist practices.)

For Lake, the act of photographing is important. The images are complex and layered. The photograph doesn’t happen the moment the shutter clicks, but in the process, creation, and performance that spans the duration of the photograph.For example, in her seminal series, Extended Breathing (2008-14) [see image below], Lake stands still for long enough to be picked up by the long exposure—at least 30 minutes. These photographs become touchstones for how we are remembered, the self as a constant, as life moves around us. Lake is asserting agency over the medium, conveying a powerful message through process.

Lake’s first solo exhibition just opened at Bradley Ertaskiran in Montreal, with photographs spanning her entire career. The exhibition, titled “Distilling Resistance,“is on until November 1st and is well worth the trip to see it.

Artist Bio: Suzy Lake is an American-Canadian artist based in Toronto, Canada. Lake’s work explores the politics of body and identity through performance, video and photography. Her later work addresses the ageing body, questioning structures of power politically and poetically. Lake’s work has been presented extensively across Canada and internationally at the Centre Pompidou-Metz, Museum of Modern Art (New York), Metropolitan Museum of Art (New York), National Gallery of Canada (Ottawa), Brandhorst Museum (Munich), Montreal Museum of Fine Arts, Vancouver Art Gallery, Hayward Gallery (London), Santa Monica Museum of Art, Los Angeles Museum of Contemporary Art, the Musée d’art contemporain de Montréal, and the Art Gallery of Windsor.

For the Silo, Tatum Dooley.

Featured image- Suzy-Lake_1983_Pre-Resolution_Using-the-Ordinances-at-Hand

A Synth Holy Grail- Oberheim FVS-1

Considered by many to be The Holy Grail of Polyphonic Synthesis, this meticulously refurbished Oberheim FVS-1 took 88 hours of skilled vintage synth tech time via our friends at tonetweakers to perfect. The FVS-1 contains 4 classic Oberheim SEM modules, each providing a single dual oscillator voice. Sounds are dialed in manually on each module, with global control over the most tweaked parameters via the programmer module, where patches are also saved and recalled. Since each SEM is manually adjusted, it’s hard to get them sounding exactly the same. The result is a much more organic, slightly detuned, richer, truly magical sound than you’d get out of most other poly synths.

Famous users include Lyle Mays, 808 State, Depeche Mode, Styx, Pink Floyd, The Shamen, Gary Wright, Joe Zawinul and John Carpenter (yep the film director of The Thing, Big Trouble in Little China, Starman, Escape From New York and other classics often composed and recorded music for his movies). You won’t find a better example of this beautiful classic synthesizer, so if you’re looking for an exceptional 4 voice, now’s the time. Visit our friends at tonetweakers.com to learn more.

The OB Four Voice contains 4 SEMs and a mixer module. This beautiful instrument can play up to 8 oscillators at once, for insanely humongous sounds. 

One of the first

The 4 voice was one of the first polyphonic synths. Each of the four Synthesizer Expander Modules ( SEM ) can be assigned to a different note. Splitting voices between modules is also possible, as is a monophonic unison mode. A single voice is surprisingly powerful, offering 2 oscillators, 2 envelopes (1 for filter, 1 for volume), an LFO, pulse width modulation and a real sweet multimode filter with sweep-able mode (which few synths offered). The programmer module allows fast saving and recall of programmed sounds. With a combined 8 oscillators, these sound unbelievably fat. Even a single SEM sounds great. In unison mode, play all VCOs on one key for one of the most powerful vintage synth sounds ever. Nothing sounds like it to us and we’ve played everything. This is a personal favorite. This FVS-1 has the standard configuration of modules: 4 x Synthesizer Expander Module ( SEM ) Keyboard Output module Polyphonic Keyboard module Programmer module.

No clangs or zaps


If you are an analog synth head who makes musical sounds, you need one of these. To avoid disappointment though, we would recommend anyone looking for a dedicated sound effects machine to go for something else. This 4 voice is fabulous at musical tones and can make some interesting sound effects but there are better choices for clangs, zaps, explosions and similar atonal timbres. 

Other famous users include: Joe Zawinul, Chick Corea, Larry Fast (Synergy), Jan Hammer, Herbie Hancock, Human League, Michael McDonald / Doobie Brothers, Patrick Moraz, Steve Porcaro, The Shamen, Tim Simenon, Depeche Mode, Vince Clarke / Erasure, Tangerine Dream, Stevie Wonder and many other influential musicians who could afford one – this was a very expensive instrument when it came out! 

AI Shows 10 Home Reno Bid Red Flags

Did you know that, every year, home renovation projects are derailed by hidden costs, vague language, and inconsistent contractor bids—pushing 78% of jobs over budget and forcing two-thirds of homeowners into debt? It’s not just homeowners who feel the pain: contractors, property managers, real estate agents, investors, and flippers all struggle to assess and compare bids quickly and accurately.

The problem is that contractor quotes are rarely “apples to apples,” often missing critical details or disguising inflated charges—making it hard to identify true scope, cost, and risk. Now, the free-to-use and industry first BidCompareAI  tool analyzes and compares multiple contractor bids, instantly identifying missing scope items, unrealistic allowances and other red flags before any work begins … often with tens of thousands of dollars on the line. In minutes, the AI generates a clear, line-by-line report that standardizes bids into transparent, actionable insights—helping homeowners avoid costly overruns, while enabling industry pros to quote with confidence, negotiate smarter, close deals faster, and protect ROI. Interest in this innovation raising industry transparency standards?

AI Reveals These Top 10 Home Renovation Bid Red Flags


First-of-its-kind free AI tool turns confusing, inconsistent contractor bids into clear, side-by-side insights—helping homeowners avoid costly overruns and enabling industry pros to quote, negotiate and close with confidence 

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Renovations are one of the most expensive and stressful decisions a homeowner makes. Yet 78% of projects blow their budgets, and 2 in 3 homeowners go into debt just to pay for them. Why? Because contractor bids are often riddled with hidden costs, vague language, and missing work that leave you paying more than you bargained for. Thankfully, new AI technology is now making these red flags impossible to ignore—saving homeowners thousands before a hammer is even swung. BidCompareAI is the first-ever AI tool that lets homeowners upload multiple bids and get a fast, detailed report comparing scope, pricing, and red flags—no construction expertise needed and no signup or payment required.

“Homeowners have been forced to make major financial decisions based on unclear or incomplete bids,” says GreatBuildz Co-CEO Jon Grishpul. “BidCompareAI adds instant transparency and clarity—saving people from costly mistakes before a project even starts. For contractors, property managers, and real estate professionals, it’s a credibility and efficiency tool that streamlines communication, builds trust and helps win more business.”

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Here are the top 10 red flags often hiding in contractor bids, and how the BidCompareAI tool reveals them instantly:

1. Missing Scope Items — “Surprise” Costs Waiting to Blow Your Budget

Your contractor’s quote doesn’t include demolition, cleanup, or critical tasks? That’s a ticking time bomb. Now, homeowners can catch these omissions so you never get hit with surprise charges.

2. Vague Allowances — The Fine Print That Drains Your Wallet

Ambiguous line items like “fixtures” or “materials” can mean anything. The AI tool flags vague terms so you can demand specifics upfront.

3. Unrealistically Low Bids — Too Good to Be True? Usually Are

Low-ball bids often mean corners will be cut or costs will balloon later. This AI exposes these dangerously low estimates before you get stuck with change orders.

4. Pricing Inconsistencies — Comparing Apples to Oranges?

Quotes come in all formats with wildly different terminology. This advanced technology standardizes and compares them side-by-side, so you’re not left guessing.

5. Hidden Fees — The Black Box of Renovation Budgets

Permits, procurement, and labor fees sometimes get lumped in mysteriously. The AI reveals these “hidden” charges clearly in its summary report.

6. Overlapping or Duplicate Charges — Paying Twice Without Knowing It

Some bids unknowingly charge for the same work twice. The AI delivers a line-by-line analysis that spots these costly errors fast.

7. Unclear Project Timelines — When Delays Lead to Extra Costs

Vague or missing timelines can spiral into costly delays. While timelines aren’t priced, spotting missing info helps you demand accountability.

8. Missing Cleanup and Disposal — Don’t Get Stuck with the Mess

Quotes that don’t include cleanup leave you responsible for hauling debris and disposing of waste. This AI highlights these crucial omissions.

9. Discrepancies in Material Quality — Low-Quality Where You Expected Premium

One bid may specify high-end fixtures while another hides “allowances” that could mean anything. The AI tool flags these differences so you know exactly what you’re paying for.

10. Inconsistent Labor Charges — Watch for Inflated or Unexplained Fees

Labor costs vary widely, and some bids overcharge or include unnecessary markups. This user-friendly technology points out these red flags clearly.

“This is about more than just tech,” added Paul Dashevsky, Co-CEO of GreatBuildz. “It’s about empowering homeowners to feel confident and in control of their renovation projects—and helping contractors better serve their clients.”

Renovations don’t have to be a financial nightmare. As consumer-facing AI tools proliferate across industries, the BidCompareAI innovation demonstrates how artificial intelligence can bring real-world value by making complex, high-stakes decisions—like selecting the right contractor—faster, clearer and far less stressful. For the Silo, Marsha Zorn.

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