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training time compute

Training time compute measures the total computational resources required to train machine learning models, which has grown exponentially with modern deep learning systems, creating significant economic and environmental challenges while driving innovation in optimization techniques and specialized hardware.

Leslie Lamport

Leslie Lamport is a pioneering computer scientist whose work on distributed systems, logical clocks, Byzantine fault tolerance, and formal verification has fundamentally shaped modern computing, earning him the Turing Award in 2013.

Test time compute

Test time compute refers to the computational resources required during AI model inference and deployment, encompassing processing power, memory requirements, and optimization strategies that directly impact the practical scalability, cost, and accessibility of artificial intelligence systems.

Sunk cost fallacy

The sunk cost fallacy is a cognitive bias where people continue investing in failing endeavors based on past investments rather than future potential, leading to irrational decision-making and resource misallocation.

Creative destruction

Creative destruction is the economic process by which innovation and competition continuously replace old industries and business models with new, more efficient ones, driving long-term economic growth despite causing short-term disruption.

Externalities

Externalities are economic side effects that occur when market transactions impose uncompensated costs or benefits on third parties, leading to market failures that can be addressed through various policy interventions including taxes, subsidies, regulations, and market-based mechanisms.

Coase theorem

The Coase theorem demonstrates that under ideal conditions with zero transaction costs and well-defined property rights, private parties can negotiate efficient solutions to externality problems without government intervention, regardless of the initial allocation of rights.

Endowment effect

The endowment effect is a cognitive bias where people value objects more highly simply because they own them, leading to systematic differences between willingness to pay and willingness to accept that challenges traditional economic assumptions about rational decision-making.

Anchoring

Anchoring is a pervasive cognitive bias where initial information disproportionately influences subsequent judgments and decisions, affecting everything from negotiations to medical diagnoses despite people's awareness of the phenomenon.

Moral hazard

Moral hazard is an economic phenomenon where parties engage in risky behavior because they do not bear the full consequences of their actions, leading to market inefficiencies that require careful management through pricing, regulation, and contract design.

Status quo bias

Status quo bias is a cognitive bias that leads people to prefer maintaining current conditions over potentially beneficial changes, operating through psychological mechanisms like loss aversion and uncertainty avoidance, with significant implications for individual decisions and societal outcomes.

Selectorate theory

Selectorate theory explains political behavior by analyzing how leaders maintain power through strategic distribution of benefits to winning coalitions, with larger coalitions promoting public goods and smaller coalitions encouraging private benefits and corruption.