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Joined August 2022
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Technology has made it easier to assemble ventures, coordinate independent teams and pursue new opportunities. Keeping their work intact when people leave is another matter. beigemedia.org/article/organ…

The Value of Institutional Memory and Continuity

Modern ventures can coordinate cheaply without developing the institutional capacity to sustain commitments.

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These capabilities are difficult to value and harder to replace. Research on corporate science, local newspapers and temporary film productions illustrates what can be lost when institutions fragment, and how continuity can survive outside a permanent corporation.
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Cheaper coordination has not eliminated the need for institutions capable of preserving what cooperation produces.
Pew Research Center researchers found that users clicked sources cited in AI Overviews on only about 1% of visits. Citations can lend an appearance of evidence even when their underlying claims go unexamined.
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The consequences extend beyond inaccurate records. False claims can influence employment, business, and other decisions, while the people misrepresented may never know where the information originated or how widely it has circulated.
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Correction rights remain fragmented, particularly for professional data. The burden of discovering and contesting inaccuracies falls largely on the people described, not the services distributing the claims.
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Data brokers and AI services assemble profiles of real people from fragmented records and inferred relationships. Uncertain associations can become statements of fact: a false employer, a mistaken identity, or a biographical detail never established. beigemedia.org/article/unver…

How AI Data Services Misrepresent Real People

AI search and B2B data vendors publish unproven claims about real people as fact, while correction costs fall on the people described.

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Search engines and AI summaries can give these claims apparent credibility. In a New York Times-commissioned analysis, Google's AI Overviews answered roughly 90% of benchmark questions correctly, but 56% of those correct answers lacked full support from cited sources.
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AI companies received 86% of U.S. venture dollars in the first half of 2026, and rounds of $100 million or more took nearly 88%. The costs of that concentration extend well beyond AI. beigemedia.org/article/ai-ve…

AI's Venture Capital Concentration and Its Hidden Costs

AI took 86% of U.S. venture dollars in early 2026 as capital concentrated in megadeals, raising questions about early-stage funding and future venture fund capacity.

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Venture funds return cash to investors through exits, and those distributions fund the next generation of funds. Valuations set at the peak of the AI boom will shape how much capital exists for startups in the early 2030s.
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AI can raise productivity across the economy while model providers fail to earn returns that match their valuations, leaving much of the value to accrue elsewhere.
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AI is collapsing the cost of producing solutions and matching them to buyers. It is not collapsing the cost of making the wrong commitment. beigemedia.org/article/assur…

When Production Is Cheap: AI and the Economics of Being Wrong

AI collapses the cost of producing and matching. Commercial value migrates to verification, accountability, and credible commitment.

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As discovery and comparison become automated, those functions matter more. The consequential intermediary may be the one that defines which claims qualify, which evidence counts, who may authorize a purchase, and what happens when it goes wrong.
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The intention era may therefore be transitional. After production and matching become cheap, what remains scarce is assurance: legal authority, capital at risk, credible evidence, and the capacity to remedy failure.
Construction has extensive assurance machinery. An insurance or payment certification, lien waiver, notarial act, or project notice carries a defined scope. beigemedia.org/article/const…

Construction’s Fragmented Counterparty Assurance System

Construction contracting depends on separate proofs of identity, authority, payment, and project status that rarely form a complete picture.

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Seller impersonation shows the real-estate version of the same problem. A transaction can accumulate regular documents while the foundational claim, that the seller owns the property, remains false.
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Construction has repeatedly created local assurance for recurring risks. Shared assurance requires those claims to remain attributable, scoped, current, and usable together.
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