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How to ThinkIn the Age of AI

Definitions

1,059 definitions · page 12 of 23

Definition

Post-action review

a structured observation performed after task completion that compares intended outcomes against actual results to identify structural causes of gaps and implement specific process changes, conducted within 48 hours of completion using four questions (what was supposed to happen, what actually happened, why was there a difference, what will I do differently) to extract reliable learning from experience

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Error cascade

a chain of individually small errors that compound through a coupled system into a catastrophic outcome, where the severity of the cascade is determined by the coupling of the system, not the magnitude of the initial error

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Graceful degradation

the design of systems to fail partially rather than completely, where systems continue to operate at reduced capacity when components fail, preserving core functions while maintaining structural integrity across multiple operating modes

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Tight coupling

a system property where processes happen fast, sequences are invariant, and there is little slack or buffer between steps, causing failures to propagate automatically through dependent links without time for intervention or correction

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Recovery procedure

a documented, pre-decided, pre-rehearsed sequence of specific steps that restore a process to working state after a known category of failure, designed to eliminate improvisation and replace panic with protocol

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Blame instinct

the deeply wired human cognitive tendency to focus on identifying a specific person responsible for an error rather than understanding the systemic conditions that produced the error, which prevents learning and leads to ineffective responses

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Systemic conditions

the structural, environmental, and process-level factors within an organization or personal cognitive infrastructure that make errors likely or probable, rather than individual character traits or temporary circumstances

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Error pattern

a recurring sequence of similar mistakes that emerges when multiple instances of the same type of error are analyzed together, revealing structural weaknesses in systems rather than individual character flaws

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System error

an error that originates from structural features of a system rather than individual worker performance, representing common cause variation that produces predictable patterns and requires systemic fixes rather than personal effort

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Automated detection

the use of tools, systems, or processes that continuously monitor for specific error patterns without human intervention, leveraging consistent pattern-matching capabilities to identify errors that manual vigilance would miss due to biological constraints

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Vigilance decrement

the predictable and universal degradation of sustained attention and error detection performance over time, resulting from the biological depletion of cognitive resources rather than character flaws or lack of motivation

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Error correction

the cognitive and resource-intensive process of detecting, diagnosing, and fixing mistakes that consumes time, attention, and metabolic resources while producing measurable opportunity costs and context-switching overhead

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Self-correcting system

a cognitive or behavioral architecture that automatically detects errors, diagnoses root causes, and executes corrective actions without requiring conscious human intervention or deliberate attention to trigger each correction

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Scope collision

the structural inevitability that occurs when two cognitive agents operate simultaneously, their scopes intersect, and they issue incompatible instructions for the same situation

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Shared state

the information that multiple agents can read from and write to during their operation, serving as the common ground that enables coordination between agents and functioning as the information substrate that allows agents to inform each other

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Priority ordering

a context-specific ranked list of cognitive agents that determines which agent wins when two or more agents conflict over the same situation or resource, with higher-ranked agents taking precedence over lower-ranked agents during moments of collision

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Agent sequencing

the explicit definition of the temporal order in which cognitive agents must execute to ensure that each agent receives the necessary outputs from preceding agents as inputs, where dependencies between agents determine the required execution order

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Parallel versus sequential agent execution

the structural analysis of dependency that determines whether agents run simultaneously or must wait for prior results, with parallel execution enabling speedup and sequential execution maintaining correctness

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Dependency graph

a Directed Acyclic Graph (DAG) representing tasks as nodes and directed edges showing which tasks must complete before others can begin, with tasks having no incoming edges starting immediately and the longest chain of dependent tasks determining the minimum project completion time

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Agent communication protocol

a structured, explicit agreement about what information gets transmitted, in what format, with what metadata, and under what constraints, that defines the communicative act type, structured payload, context window, completion criteria, and acknowledgment mechanism between cognitive agents

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Orchestrator agent

a meta-agent that coordinates other cognitive agents by deciding which should run when, operating at a different level of abstraction from the agents it coordinates, with visibility into system state, a policy for translating state into sequencing decisions, and authority to activate or suppress agents

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Context hand-off

the structured transfer of cognitive state and information from one cognitive agent to another at the boundary where one agent finishes and another begins, requiring explicit packaging of output in a format that the receiving agent can immediately use

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Definition

Deadlock

a structural coordination failure in multi-agent systems where two or more agents each wait for the other to release a resource, creating a circular dependency that prevents any agent from proceeding, with precise structural causes and solutions rather than motivational or personal failing

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Coffman conditions

the four necessary and sufficient conditions for deadlock to occur in multi-agent systems—mutual exclusion, hold and wait, no preemption, and circular wait—which together form a diagnostic framework for identifying and preventing deadlock

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Definition

Agent Deadlock Syndrome (ADS)

a failure mode in multi-agent AI systems where agents repeatedly defer decision authority to one another or to a missing arbiter, causing extended inactivity or circular handoff behavior with no explicit error signal, producing logical impossibility of progress

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Agent collaboration patterns

the structural blueprints that define how multiple agents — human, cognitive, or artificial — coordinate their work, with each pattern being a specific solution to a specific dependency structure

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Coordination overhead

the cost of managing handoffs, maintaining shared context, resolving conflicts, and synchronizing agents that arises from every collaboration pattern and scales super-linearly with the number of participants

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Emergent behavior

the phenomenon where combined agent behavior produces results none of the individual agents intended, arising from interactions between agents that follow local rules in a shared environment

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Agent ecosystem health

the assessment and maintenance of a collection of interacting cognitive agents as a living system, evaluated across three dimensions - vigor (metabolic throughput and productivity), organization (structural coherence and information flow), and resilience (capacity to absorb disturbance and maintain function)

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Interaction channel

a specific pathway or mechanism through which agents in a multi-agent system communicate, coordinate, or influence each other, including shared time, shared attention, shared data, shared goals, or shared resources.

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Effortless competence

the observable outcome of well-coordinated cognitive agents where the coordination becomes invisible to outside observers, appearing as natural ability while actually representing the seamless integration of multiple coordinated cognitive processes that have been compiled into automatic patterns through repeated practice and refinement

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Delegation

the cognitive strategy of reallocating attention from tasks that do not require unique judgment or expertise to tasks where attention is irreplaceable, thereby expanding effective capacity

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System delegation

the practice of assigning cognitive tasks to structured processes, tools, checklists, or automated workflows rather than to individual human agents, enabling scalability and consistency

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Delegation Resistance Score (DRS)

a numerical metric calculated by multiplying scores from three dimensions — irreversibility, identity-centrality, and cognitive uniqueness — each scored from 1-5, used to determine the appropriate routing destination for a task among five options: strong delegation candidate, partial delegation or automation candidate, retain with periodic re-evaluation, core retention, or elimination

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Irreversibility

the first dimension in the delegation decision framework that measures how costly it is to fix a poor outcome of a task, determining the quality risk tolerance in delegation decisions and influencing whether a task should be retained or delegated to agents with demonstrated competence

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Non-delegable duties

obligations that cannot be transferred to another party — or, if transferred, the original party remains fully liable for any breach. The duty can be performed by someone else, but the accountability cannot be.

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Identity-defining decisions

decisions that define who you are — as a person, as a leader, as an organization. These are decisions about values, mission, ethical boundaries, and strategic direction.

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Context-dependent judgments

decisions that require context that is non-transferable — accumulated experience, relational knowledge, pattern recognition built over years, or situational awareness that cannot be communicated in a briefing document.

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Irreversible-consequence decisions

decisions that carry consequences that cannot be undone if the delegate gets them wrong. These decisions share a structural feature: the feedback on whether they were correct arrives long after the decision point, and by then, the original state cannot be restored.

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Clear delegation

the practice of specifying the outcome, constraints, success criteria, available resources, and timeline with checkpoints before handing anything off, such that a competent stranger with zero context could produce an acceptable result from the specification alone.

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Specification

the act of making the implicit explicit — translating what exists in your head (desired outcome, constraints, quality bar) into language precise enough that someone with no access to your thoughts can produce what you need.

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Outcome-based delegation

a delegation architecture where the delegator specifies the desired result and constraints, but leaves the method of achievement open to the delegate's discretion, thereby preserving autonomy, inviting better solutions, and enabling adaptation to changing conditions

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Auftragstaktik

a military command philosophy in which a superior officer communicates the objective, constraints, and intent behind a mission, then leaves the subordinate free to determine how to accomplish it, enabling real-time adaptation to changing battlefield conditions while preserving mission purpose

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Micromanagement

a delegation architecture at the pathological extreme of method-based delegation where the delegator monitors and corrects each step of the delegate's work in real time, resulting in lower motivation, higher turnover, reduced productivity, and diminished job satisfaction

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Verification

the systematic process of monitoring delegated outcomes through structured feedback mechanisms at three distinct layers (signal, sample, and structural audit) to detect failures before they compound and maintain accountability while preserving delegate autonomy

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Trust but verify

the calibrated approach to delegation that maintains high autonomy for agents while implementing verification mechanisms proportional to risk, consequence, and track record, where verification is built into the process rather than added as an afterthought

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Tool

a delegated capability — it does something you could do, but faster, more reliably, or at greater scale

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Extended mind

an external tool that performs the same functional role as an internal cognitive process, thereby becoming part of the cognitive system

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