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Declining Literacy Is Now a Core AI Governance Problem
Education’s foundational skills crisis has become its AI readiness crisis and the data is now impossible to ignore. KEY TAKEAWAYS For Superintendents & District Leaders Your literacy and assessment practices may be misaligned with evidence-based benchmarks, creating downstream AI deployment risk. January 2026 compliance requirements require an execution layer most districts do not yet have. For Ministers & System-Level Policymakers Three global reports reveal the same patter
James Purdy
Dec 17, 20256 min read


The AI Bubble: Why it's Different
Key Takeaways • AI valuations look inflated, but the underlying value is real and measurable across enterprise, education, logistics, medicine, and creative industries • The dotcom and 2008 bubbles collapsed because the value being traded was theoretical or synthetic, while AI is built on deployed infrastructure, operational use, and documented productivity gains • Nearly four out of five organizations now use AI in production environments, the fastest large-scale techn
James Purdy
Dec 12, 20257 min read


Claude and GPT Threw Me into an Echo Chamber. Here’s How I Escaped.
What actually causes LLM echo chambers and how to fix your AI workflows for good Key Takeaways: Common advice to “delete long AI conversations” is based on older 2023 research that doesn’t reflect how modern frontier models behave in real use. Real-world experiments across GPT, Claude, and Perplexity show threaded sessions consistently outperform fresh ones for strategic work. Voice drift functions as cognitive amplification, not contamination, when boundaries and pruning are
James Purdy
Dec 10, 20259 min read


Innovation Without Oversight Is a Recipe for Disaster
Innovation Without Oversight Is a Recipe for Disaster Key Takeaways Nature Fresh Farms reports 60 percent water savings through AI optimization, but there is no independent oversight or public verification of its safety protocols. Canada’s public AI-compute capacity ranks last among G7 nations and is about 90 times lower than that of the United States, forcing Canadian innovators to rely on foreign platforms. Grass-roots governance frameworks can provide immediate transparenc
James Purdy
Dec 5, 20257 min read


Canada’s AI Delusion: How Bureaucratic Paralysis Is Killing Innovation
Key Takeaways Canada’s Artificial Intelligence and Data Act (AIDA) officially died in committee in January 2025, leaving the country without a federal AI governance framework even after launching the world’s first national AI strategy in 2017. Canadians now rank 44th globally in AI literacy and 42nd in trust among 47 countries surveyed, while only 12.2 percent of Canadian businesses use AI, one of the lowest adoption rates in the OECD. The regulatory vacuum has create
James Purdy
Dec 3, 20255 min read


CBC Report Exposes Canada's AI Education Crisis: Teachers "Struggling on Their Own" While Children Face Real Legal Risks
Key Takeaways • A new CBC investigation reveals Canadian teachers are "struggling on their own" because there are no policies and frameworks in place , with provincial responses described as "a mishmash" that's "all over the place" rather than meaningful guidance. • Only 4 of 13 Canadian provinces have developed any AI guidelines , creating dangerous inconsistencies where Alberta focuses on teacher autonomy, Ontario boards apply conflicting rules, and federal legislation
James Purdy
Nov 28, 20255 min read


AI Detectors Are Dead. Here’s What Killed Them
Key Takeaways Major universities worldwide abandoned AI detection software in 2025 , with New Zealand's Massey, Auckland, and Victoria universities discontinuing tools in September, and the University of Cape Town following in July, citing unreliability and the risk of false accusations undermining student trust. Even minimal false positive rates create massive institutional problems : Bloomberg testing revealed 1-2% false positive rates that could translate to over 223,500 w
James Purdy
Nov 27, 20258 min read


Governments Face a Skills Crisis They Can’t Ignore
Key Takeaways Governments face structural hiring barriers that prevent them from recognizing or validating non-traditional skills. Civil service laws, union agreements, and political risk-aversion keep degree requirements locked in place, even as private companies move to skills-first hiring. The result is a cascade: talent shortages → service delivery gaps → automation by default → brain drain → rising costs and inequity. Countries that treat vocational and microcredential p
James Purdy
Nov 27, 20257 min read


Why Government Can't Hire the People It Needs (And What Happens Next)
Key Takeaways Government takes 119 days to fill a job versus 36 in the private sector—that 83-day gap filters out qualified candidates before human review because HR systems can't process experience that doesn't fit predefined credential categories. Three structural barriers lock governments into degree requirements: civil service laws, union agreements tying pay to credentials, and political risk-aversion that punishes imperfect action more than inaction. The result is a doo
James Purdy
Nov 27, 20256 min read


Why Companies Don’t Trust Universities Anymore.
Key Takeaways: Major employers like Google, Amazon, and IBM have eliminated degree requirements for many positions, with some states dropping requirements for over 90% of government jobs—not as a progressive experiment, but as a response to graduates who consistently need 6-12 months of retraining. This corporate revolt mirrors the same institutional paralysis schools face with AI policy: 79% of educators report their districts lack clear AI guidance, yet students have alread
James Purdy
Nov 27, 20257 min read


The AI Vendor Crisis Nobody's Talking About
Key Takeaways • The global AI in education market hit $5.88 billion in 2024 and is growing 31% annually, fueling vendor pressure on...
James Purdy
Sep 9, 20253 min read


Education Leaders Face a 90-Day Crisis
Key Takeaways Trump’s July 23 AI Action Plan gives federal agencies 90 days to set education priorities that will shape future grants...
James Purdy
Sep 5, 20253 min read


The Existential Crisis of Modern Education
Key Takeaways The fundamental question isn't how to use AI in education—it's whether traditional educational institutions are still...
James Purdy
Jun 13, 20259 min read


Implementation Challenges in AI Education Policy: Practical Solutions for Real-World Obstacles
Key Takeaways School administrators face significant implementation hurdles including legal uncertainty, policy gaps, and operational...
James Purdy
Apr 17, 20258 min read


Future-Proofing AI Policies in Education: Designing for Rapid Technological Evolution
Credit: GPT Key Takeaways AI technologies evolve at a pace that renders static, tool-specific policies obsolete within months—successful...
James Purdy
Apr 15, 202510 min read


The Gold Standard for AI Educational Policy: How Leading Institutions Are Setting the Bar
Key Takeaways The most successful AI policies in education connect implementation directly to educational goals rather than focusing...
James Purdy
Apr 14, 202511 min read


AI in Education Policy: Designing Pedagogy for an AI-Driven World
Credit Getimg Key Takeaways Post-secondary institutions will need to make AI competency training mandatory for workplace readiness. I...
James Purdy
Apr 13, 20259 min read


Perspectives on AI Policy in Education: Students, Teachers, and Administrators
Credit: Leonardo Key Takeaways Without clear institutional AI policies, students face an ethical minefield where the same AI use deemed...
James Purdy
Apr 12, 202511 min read


Why 90% of Schools Are Behind on AI Policy
Credit: Getimg Key Takeaways Despite AI's rapid integration into classrooms, only about 10-12% of North American school boards have...
James Purdy
Apr 11, 20256 min read


Vibe Coding: How Small Businesses Are Building Custom Software Without Developers in 2025
Getimg Key Takeaways: From hopeless to empowered: Non-technical entrepreneurs can now build actual working tools and automations through...
James Purdy
Mar 17, 202513 min read
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