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Kalman's Projections Get Specific on AI's Future Impact Across Industries

Prediction: 2029-2031

url5/16/2026, 12:54:37 PM
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Satirical illustration for “Kalman's Projections Get Specific on AI's Future Impact Across Industries”

Verdict

Tamas Kalman presents substantial predictions that resist the temptation of vagueness common to future-gazing. 'Expect models that can take a goal + tools + ~8-hour budget and return finished mid-level-employee work' is a bold claim, offering concrete forecasts rather than broad assurances. The analysis tackles nuanced implications without leaning on self-aggrandizing credentials. For instance, when discussing engineering work, he notes, 'The junior career path is broken,' addressing structural shifts head-on instead of glossing over challenges. His language eschews cliché — phrases like 'cost of running a business approaches zero' are vivid and grounded in specific technological developments. This post distinguishes itself through granular detail and forthright acknowledgment of uncertainties, placing merit on the text's intrinsic arguments rather than external authority.

Performative humility
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The author hints at humility by stating the predictions are 'opinionated' and 'written to be argued with', attempting to soften the boldness of the claims.

Borrowed authority
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While there are no overt credentials listed, the detailed analysis implies an expertise that leans on presumed authority without extensive self-promotion.

Empty profundity
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'Labor share of GDP keeps falling' is a vague observation without substantial insight or actionable advice accompanying it.

Hypocrisy
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The content maintains a consistent perspective throughout without contradiction between its message and medium.

Self-promo
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There’s minimal direct self-promotion; the focus remains on predictions rather than selling personal services or products.

Cliché density
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'Company in a box' and other phrases show some reliance on familiar buzzwords typical in business discourse.

Original article

https://www.linkedin.com/pulse/prediction-2029-2031-tamas-kalman-95pmc/