Question-Response Mismatch - Ehstand, Andreas (2026)
The observable pattern where AI-generated dialogue responses address tangential aspects of questions rather than directly engaging the core query.
Keywords: Human-AI Interaction; Fiction Writing

Reader Detection Sensitivity - Ehstand, Andreas (2026)
The observable variation in how readily readers identify or become aware of AI-generated passages within published prose.
Keywords: Human-AI Interaction; Fiction Writing

Register Oscillation - Ehstand, Andreas (2026)
The alternation between formal and informal language registers when an AI accompanies extended narrative passages without explicit re-prompting.
Keywords: Human-AI Interaction; Fiction Writing

Relationship Asymmetry - Ehstand, Andreas (2026)
The observable imbalance in how AI portrays interpersonal dynamics between characters when generating dialogue or interaction scenes.
Keywords: Human-AI Interaction; Fiction Writing

Relationship Memory Shift - Ehstand, Andreas (2026)
The pattern where character awareness of prior interactions or relationship history fails to manifest consistently in AI continuations of dialogue or scenes.
Keywords: Human-AI Interaction; Fiction Writing

Repetitive Exchange Structure - Ehstand, Andreas (2026)
The pattern where AI-generated dialogue conversations follow similar syntactic patterns or response structures across different conversational contexts.
Keywords: Human-AI Interaction; Fiction Writing

Revision Cascade Effect - Ehstand, Andreas (2026)
The pattern where editing one narrative element co-occurs with a cascading need for edits in other sections, exponentially increasing revision work.
Keywords: Human-AI Interaction; Fiction Writing

Satisfaction Diminishment - Ehstand, Andreas (2026)
The phenomenon where the completion satisfaction associated with finishing a written work decreases when substantial portions derive from AI generation.
Keywords: Human-AI Interaction; Fiction Writing

Scene Transition Abruptness - Ehstand, Andreas (2026)
The observable pattern where transitions between scenes or timeframes in AI-generated text feel sudden or differently bridged.
Keywords: Human-AI Interaction; Fiction Writing

Sentence Length Oscillation - Ehstand, Andreas (2026)
The observable variation in sentence structure and length when AI-generated text transitions between narrative sections, affecting overall reading rhythm.
Keywords: Human-AI Interaction; Fiction Writing

Setup Callback Absence - Ehstand, Andreas (2026)
The occurrence where earlier narrative details or foreshadowing elements introduced in prompts fail to resurface in AI continuations, leaving unresolved narrative promises.
Keywords: Human-AI Interaction; Fiction Writing

Speech Attribution Ambiguity - Ehstand, Andreas (2026)
The occurrence where AI-generated dialogue becomes unclear in terms of which character is speaking, particularly in multi-character exchanges.
Keywords: Human-AI Interaction; Fiction Writing

Style Memory Shift - Ehstand, Andreas (2026)
The pattern where stylistic choices established early in a writing session fade or disappear as the AI accompanies additional content.
Keywords: Human-AI Interaction; Fiction Writing

Stylistic Reversion - Ehstand, Andreas (2026)
The phenomenon where newly AI-generated continuations revert to earlier notable patterns that had been corrected in previous editing sessions.
Keywords: Human-AI Interaction; Fiction Writing

Subgenre Confusion - Ehstand, Andreas (2026)
The phenomenon where AI-generated text blends or conflates conventions from multiple subgenres in ways that feel tonally discordant or narratively unmotivated.
Keywords: Human-AI Interaction; Fiction Writing

Technology Level Incoherence - Ehstand, Andreas (2026)
The pattern where the technological sophistication or available tools in a fictional setting fluctuate inconsistently between AI-generated passages.
Keywords: Human-AI Interaction; Fiction Writing

Temporal Setting Ambiguity - Ehstand, Andreas (2026)
The phenomenon where the implied historical era, time period, or narrative timeline becomes unclear or inconsistent in AI-generated world descriptions.
Keywords: Human-AI Interaction; Fiction Writing

Tonal Instability - Ehstand, Andreas (2026)
The pattern where narrative tone oscillates between different emotional registers within a single passage written by an AI system.
Keywords: Human-AI Interaction; Fiction Writing

Tone Authenticity Variance - Ehstand, Andreas (2026)
The observable inconsistency in how authentically an AI captures the tonal atmosphere expected within a particular literary genre or subgenre.
Keywords: Human-AI Interaction; Fiction Writing

Tone Lock Difficulty - Ehstand, Andreas (2026)
The observable challenge in maintaining a consistently edited tone throughout a manuscript when AI reaccompanies sections multiple times.
Keywords: Human-AI Interaction; Fiction Writing

Trope Literalization - Ehstand, Andreas (2026)
The pattern where AI-generated narrative applies genre conventions and tropes in overly explicit or on-the-nose ways, reducing subtlety.
Keywords: Human-AI Interaction; Fiction Writing

Verbal Tic Consistency Shift - Ehstand, Andreas (2026)
The phenomenon where distinctive speech behaviors, verbal habits, or catch-phrases associated with a character disappear in AI continuations of dialogue.
Keywords: Human-AI Interaction; Fiction Writing

Voice Drift - Ehstand, Andreas (2026)
The observable shift in narrative voice characteristics when an AI continues writing beyond the initial style established in a prompt or chapter opening.
Keywords: Human-AI Interaction; Fiction Writing

World Rule Violation - Ehstand, Andreas (2026)
The observable pattern where AI-generated narrative events contradict established worldbuilding rules or system constraints specified in initial prompts.
Keywords: Human-AI Interaction; Fiction Writing

AI Adaptation Counterplay - Ehstand, Andreas (2026)
The meta-game where players intentionally perform suboptimally to avoid triggering learning-based di...
Keywords: Human-AI Interaction; Gaming AI

AI Behavioral Believability Gap - Ehstand, Andreas (2026)
The uncanny valley between advanced NPC animation and apparent autonomy but limited conversational d...
Keywords: Human-AI Interaction; Gaming AI

AI Difficulty Scaling Perception - Ehstand, Andreas (2026)
Players' experience of whether adaptive difficulty feels like fair challenge scaling or invisible ma...
Keywords: Human-AI Interaction; Gaming AI

AI Dungeon Master Presence - Ehstand, Andreas (2026)
The role-playing sensation of interacting with an AI game master who dynamically shapes narrative ou...
Keywords: Human-AI Interaction; Gaming AI

AI Interaction Identity - Ehstand, Andreas (2026)
The emergent sense of self and playstyle identity that develops through repeated interaction with sp...
Keywords: Human-AI Interaction; Gaming AI

AI Opponent Deception Perception - Ehstand, Andreas (2026)
Players' awareness of whether competitive AI employs perfect information advantage, hidden bonuses, ...
Keywords: Human-AI Interaction; Gaming AI

AI Opponent Stigma - Ehstand, Andreas (2026)
Negative perception or social dismissal of victories against AI opponents compared to human-earned w...
Keywords: Human-AI Interaction; Gaming AI

Acceptance Threshold Variance - Ehstand, Andreas (2026)
The differing player willingness to treat AI opponents as legitimate competitors varying by game con...
Keywords: Human-AI Interaction; Gaming AI

Achievement Legitimacy Doubt - Ehstand, Andreas (2026)
Players' internal conflict about whether earned achievements represent genuine skill mastery or were...
Keywords: Human-AI Interaction; Gaming AI

Authored Intent Attribution - Ehstand, Andreas (2026)
Players' tendency to assign deliberate thematic meaning to AI-generated narrative content that may c...
Keywords: Human-AI Interaction; Gaming AI

Autonomy Perception Persistence - Ehstand, Andreas (2026)
The sustained belief that AI characters and entities operate inreliantly in the game world despite...
Keywords: Human-AI Interaction; Gaming AI

Bond Progression Mechanics - Ehstand, Andreas (2026)
The visible or invisible system players navigate to increase relationship depth with AI companions t...
Keywords: Human-AI Interaction; Gaming AI

Boss Encounter Uniqueness - Ehstand, Andreas (2026)
The degree to which procedurally generated or variably spawned boss encounters feel mechanically fre...
Keywords: Human-AI Interaction; Gaming AI

Bot Detection Expertise - Ehstand, Andreas (2026)
Players' refined ability to identify whether multiplayer opponents are AI-controlled or human-contro...
Keywords: Human-AI Interaction; Gaming AI

Branching Narrative Complexity - Ehstand, Andreas (2026)
The cognitive and emotional overload players experience when managing numerous diverging story paths...
Keywords: Human-AI Interaction; Gaming AI

Catch-up Mechanic Fairness - Ehstand, Andreas (2026)
Player perception of AI-driven difficulty adjustments that disadvantage the winning player to mainta...
Keywords: Human-AI Interaction; Gaming AI

Challenge Calibration Fluency - Ehstand, Andreas (2026)
The smooth sensation of sustained optimal challenge as AI difficulty systems continuously adapt to p...
Keywords: Human-AI Interaction; Gaming AI

Character Arc Recognition - Ehstand, Andreas (2026)
Players' ability to identify meaningful character development in AI characters despite potentially l...
Keywords: Human-AI Interaction; Gaming AI

Cheating Detection Confidence - Ehstand, Andreas (2026)
Players' ability to distinguish between fair AI difficulty and unfair mechanical advantages, and the...
Keywords: Human-AI Interaction; Gaming AI

Community Narrative Co-Creation - Ehstand, Andreas (2026)
The collaborative storytelling where players collectively interpret and expand upon AI-driven or pro...
Keywords: Human-AI Interaction; Gaming AI

Companion Agency Narrowing - Ehstand, Andreas (2026)
The moment players realize an AI companion's choices are predetermined rather than dynamically respo...
Keywords: Human-AI Interaction; Gaming AI

Companion Leveling Bond - Ehstand, Andreas (2026)
The reinforcement loop where players invest effort in AI companions because stat progression or abil...
Keywords: Human-AI Interaction; Gaming AI

Companion Personality Coherence - Ehstand, Andreas (2026)
Players' evaluation of whether an AI character's ethical stance, humor style, and decision-making re...
Keywords: Human-AI Interaction; Gaming AI

Companion Sacrifice Moment - Ehstand, Andreas (2026)
High-impact narrative instances where an AI character makes a final self-sacrificial decision that a...
Keywords: Human-AI Interaction; Gaming AI

Competitive Legitimacy Desire - Ehstand, Andreas (2026)
Players' preference for transparent knowledge of AI limitations and operational rules in competitive...
Keywords: Human-AI Interaction; Gaming AI

Competitive Legitimacy Doubt - Ehstand, Andreas (2026)
Player uncertainty about whether victories in multiplayer contests are authentic skill-based outcome...
Keywords: Human-AI Interaction; Gaming AI

Competitive Meta Divergence - Ehstand, Andreas (2026)
The strategic separation between optimal play against AI systems and optimal play against human oppo...
Keywords: Human-AI Interaction; Gaming AI

Competitive Meta Evolution - Ehstand, Andreas (2026)
The recurring cycle where dominant player strategies are countered by AI adaptations, requiring cont...
Keywords: Human-AI Interaction; Gaming AI

Content Generation Saturation - Ehstand, Andreas (2026)
The threshold where additional procedurally generated variation becomes mathematically imperceptible...
Keywords: Human-AI Interaction; Gaming AI

Deception Tolerance Boundary - Ehstand, Andreas (2026)
Players' emotional response to discovering that multiplayer opponents were AI-controlled when initia...
Keywords: Human-AI Interaction; Gaming AI

Dialogue Authenticity Threshold - Ehstand, Andreas (2026)
The point where AI-generated dialogue feels natural and emotionally appropriate versus recognizably ...
Keywords: Human-AI Interaction; Gaming AI

Dialogue Option Uncertainty - Ehstand, Andreas (2026)
Player hesitation when choosing between dialogue branches with an AI character, uncertain how the re...
Keywords: Human-AI Interaction; Gaming AI

Dialogue Weight Interpretation - Ehstand, Andreas (2026)
Player perception of consequence magnitude for dialogue choices that may range from completely incon...
Keywords: Human-AI Interaction; Gaming AI

Difficulty Spike Detection - Ehstand, Andreas (2026)
Player awareness that sudden performance requirements increase was caused by state-based difficulty ...
Keywords: Human-AI Interaction; Gaming AI

Difficulty Transparency Desire - Ehstand, Andreas (2026)
Players' preference for explicit knowledge of how AI difficulty systems operate versus the immersion...
Keywords: Human-AI Interaction; Gaming AI

Dramatic Timing Perception - Ehstand, Andreas (2026)
The sensation that AI systems intentionally craft narrative beats for optimal emotional impact when ...
Keywords: Human-AI Interaction; Gaming AI

Dungeon Design Fatigue - Ehstand, Andreas (2026)
The recognition of repetitive architectural patterns in procedurally generated dungeons, undermining...
Keywords: Human-AI Interaction; Gaming AI

Emergent Story Attribution - Ehstand, Andreas (2026)
Players' conviction that procedurally generated or AI-driven narrative sequences possess intended th...
Keywords: Human-AI Interaction; Gaming AI

Emotional Authenticity Perception - Ehstand, Andreas (2026)
Players' sense of whether an AI character's emotional expression genuinely reflects internal states ...
Keywords: Human-AI Interaction; Gaming AI

Emotional Companion Reliance - Ehstand, Andreas (2026)
The cognitive reliance players develop where the presence and positive feedback of an AI compani...
Keywords: Human-AI Interaction; Gaming AI

Emotional Investment Escalation - Ehstand, Andreas (2026)
The gradual increase in player care for an AI companion's well-being, safety, and story outcomes thr...
Keywords: Human-AI Interaction; Gaming AI

Environmental Responsiveness Expectation - Ehstand, Andreas (2026)
Players' belief that environmental elements react meaningfully to player actions when actual mechani...
Keywords: Human-AI Interaction; Gaming AI

Fairness Perception Ambiguity - Ehstand, Andreas (2026)
Players' difficulty in evaluating genuine competitive fairness when AI adjustments operate invisibly...
Keywords: Human-AI Interaction; Gaming AI

Learned Weakness Leverageation - Ehstand, Andreas (2026)
AI opponent behavior where the system adapts to recognize and leverage player tactical patterns, expo...
Keywords: Human-AI Interaction; Gaming AI

Level Surprise Recognition - Ehstand, Andreas (2026)
Players' ability to distinguish between deliberately authored unique moments and procedurally genera...
Keywords: Human-AI Interaction; Gaming AI

Loot Distribution Unpredictability - Ehstand, Andreas (2026)
The tension between procedural randomness creating genuine surprise and player frustration with perc...
Keywords: Human-AI Interaction; Gaming AI

Loot Surprise Expectation - Ehstand, Andreas (2026)
Players' anticipation and engagement built on the probability that procedurally generated item drops...
Keywords: Human-AI Interaction; Gaming AI

Moral Ambiguity Leverageation - Ehstand, Andreas (2026)
AI systems that leverage player uncertainty about ethical implications of choices to involve the se...
Keywords: Human-AI Interaction; Gaming AI

Multiplayer Cohesion Impact - Ehstand, Andreas (2026)
The effect of AI teammates on human team bonding, strategy formation, and cognitive safety compa...
Keywords: Human-AI Interaction; Gaming AI

NPC Adaptive Response Depth - Ehstand, Andreas (2026)
The visible complexity of how an AI character's behavior, dialogue, or relationship status reflects ...
Keywords: Human-AI Interaction; Gaming AI

NPC Autonomy Perception - Ehstand, Andreas (2026)
The perception that an AI character operates inreliantly within the game world while players are a...
Keywords: Human-AI Interaction; Gaming AI

NPC Dialogue Fatigue - Ehstand, Andreas (2026)
The boredom or frustration players experience when repeatedly encountering the same voice lines, ani...
Keywords: Human-AI Interaction; Gaming AI

NPC Emotional Reciprocity - Ehstand, Andreas (2026)
Player perception that an AI character experiences genuine emotional response to player actions, as ...
Keywords: Human-AI Interaction; Gaming AI

NPC Interaction Scripting Awareness - Ehstand, Andreas (2026)
Players' recognition that AI character responses follow authored dialogue trees rather than emerging...
Keywords: Human-AI Interaction; Gaming AI

NPC Memory Perception - Ehstand, Andreas (2026)
The false impression that an AI character remembers past player actions when dialogue content is act...
Keywords: Human-AI Interaction; Gaming AI

NPC Personality Shift Detection - Ehstand, Andreas (2026)
Player awareness of inconsistencies in an AI character's emotional responses, values, or behavioral ...
Keywords: Human-AI Interaction; Gaming AI

NPC Personality Variation Depth - Ehstand, Andreas (2026)
The variety and memorability of procedurally generated character personalities—whether they feel ind...
Keywords: Human-AI Interaction; Gaming AI

NPC Romance Branch Complexity - Ehstand, Andreas (2026)
The narrative and mechanical choices players navigate in relationship-building with AI characters wh...
Keywords: Human-AI Interaction; Gaming AI

NPC Trust Development - Ehstand, Andreas (2026)
The process by which players develop emotional reliance on non-player character behavior patterns, e...
Keywords: Human-AI Interaction; Gaming AI

Narrative Coherence Perception - Ehstand, Andreas (2026)
The false sense that a procedurally generated story is thematically unified and emotionally resonant...
Keywords: Human-AI Interaction; Gaming AI

Narrative Coherence Surprise - Ehstand, Andreas (2026)
Player astonishment when a procedurally generated or apparently random sequence of events forms a th...
Keywords: Human-AI Interaction; Gaming AI

Narrative Fidelity Scaling - Ehstand, Andreas (2026)
The trade-off between maintaining story coherence and enabling mechanical player agency when AI-driv...
Keywords: Human-AI Interaction; Gaming AI

Narrative Inconsistency Tolerance - Ehstand, Andreas (2026)
Players' willingness to overlook contradictions in AI-generated story logic if overall emotional imp...
Keywords: Human-AI Interaction; Gaming AI

Opponent Learning Curve - Ehstand, Andreas (2026)
AI opponent capability that visibly improves over encounter duration, learning player tendencies and...
Keywords: Human-AI Interaction; Gaming AI

Opponent Prediction Accuracy - Ehstand, Andreas (2026)
Players' growing ability to anticipate AI opponent behavior patterns, countering specific strategies...
Keywords: Human-AI Interaction; Gaming AI

Performance Ceiling Plateau - Ehstand, Andreas (2026)
The frustration point where player mechanical skill plateaus and AI difficulty scaling accompanies susta...
Keywords: Human-AI Interaction; Gaming AI

Performance Variance Analysis - Ehstand, Andreas (2026)
Players' meta-analysis of whether fluctuating competitive results reflect genuine skill variance or ...
Keywords: Human-AI Interaction; Gaming AI

Playstyle Reinforcement Loop - Ehstand, Andreas (2026)
The self-reinforcing cycle where AI difficulty scaling and opponent adaptation continuously reward s...
Keywords: Human-AI Interaction; Gaming AI

Plot Branching Perception - Ehstand, Andreas (2026)
The false sense that diverging dialogue choices correlate with meaningfully different story outcomes when u...
Keywords: Human-AI Interaction; Gaming AI

Practice-Efficiency Paradox - Ehstand, Andreas (2026)
The contradiction where practicing against an adaptive AI opponent may become progressively harder r...
Keywords: Human-AI Interaction; Gaming AI

Preferred Playstyle Evolution - Ehstand, Andreas (2026)
The gradual shift in how players prefer to engage with game mechanics and narratives as AI systems r...
Keywords: Human-AI Interaction; Gaming AI

Presence Breaking Moment - Ehstand, Andreas (2026)
The sudden shift of immersion when an AI behavior reveals mechanical leverageation, scripting, or logi...
Keywords: Human-AI Interaction; Gaming AI

Presence Continuity Perception - Ehstand, Andreas (2026)
The persistent sensation that an AI game environment continues dynamically when the player is absent...
Keywords: Human-AI Interaction; Gaming AI

Procedural Aesthetic Identity - Ehstand, Andreas (2026)
The recognizable visual or structural signature that emerges from procedural generation systems, mak...
Keywords: Human-AI Interaction; Gaming AI

Procedural World Coherence - Ehstand, Andreas (2026)
The tension between mathematical procedural generation rules and players' expectations of logical wo...
Keywords: Human-AI Interaction; Gaming AI

Puzzle Variation Surprise - Ehstand, Andreas (2026)
Player engagement maintained through procedurally varied puzzle configurations that avoid repetition...
Keywords: Human-AI Interaction; Gaming AI

Quest Generation Authenticity - Ehstand, Andreas (2026)
Player perception of whether procedurally created quests feel like authored missions with meaningful...
Keywords: Human-AI Interaction; Gaming AI

Quest Motivation Consistency - Ehstand, Andreas (2026)
The cognitive consistency players maintain when accepting procedurally generated quests whose stated...
Keywords: Human-AI Interaction; Gaming AI

Ranking Legitimacy Doubt - Ehstand, Andreas (2026)
Players' uncertainty about whether competitive ranking and matchmaking accurately reflect skill when...
Keywords: Human-AI Interaction; Gaming AI

Representation Authenticity Demand - Ehstand, Andreas (2026)
Player desire for AI characters and communities to reflect authentic diversity in behavior, appearan...
Keywords: Human-AI Interaction; Gaming AI

Rubber Band Effect Fairness - Ehstand, Andreas (2026)
Player perception of whether AI-driven handicapping that allows trailing competitors to catch up is ...
Keywords: Human-AI Interaction; Gaming AI

Skill Ceiling Perception - Ehstand, Andreas (2026)
Players' overestimation of achievable skill ceiling when AI difficulty systems mask optimal play at ...
Keywords: Human-AI Interaction; Gaming AI

Skill Demonstration Frustration - Ehstand, Andreas (2026)
The emotional impact when players cannot convincingly demonstrate their distinct skill against adapt...
Keywords: Human-AI Interaction; Gaming AI

Skill Identity Formation - Ehstand, Andreas (2026)
The development of players' self-perception as competent or less experienced based on performance against...
Keywords: Human-AI Interaction; Gaming AI

Skill Plateau Frustration - Ehstand, Andreas (2026)
The negative emotional state when player improvement hits a ceiling enforced by AI difficulty scalin...
Keywords: Human-AI Interaction; Gaming AI

Skill Translation Limitation - Ehstand, Andreas (2026)
Players' recognition that skills honed against one AI opponent type may not transfer effectively aga...
Keywords: Human-AI Interaction; Gaming AI

Social Proof Influence - Ehstand, Andreas (2026)
Players' perception that AI opponents behave authentically increases when they observe human teammat...
Keywords: Human-AI Interaction; Gaming AI

Sound Design Behavioral Plausibility - Ehstand, Andreas (2026)
The impact of AI audio cues, dialogue intonation, and environmental audio consistency on perceptions...
Keywords: Human-AI Interaction; Gaming AI

Story Agency Narrowing - Ehstand, Andreas (2026)
The moment players realize their narrative choices operate within narrow predetermined constraints r...
Keywords: Human-AI Interaction; Gaming AI

Story Pacing Adaptation - Ehstand, Andreas (2026)
AI systems that adjust narrative event frequency and intensity based on player engagement metrics, c...
Keywords: Human-AI Interaction; Gaming AI

Team Coordination Asymmetry - Ehstand, Andreas (2026)
The skill differential emerging when human teammates coordinate strategically against distributed AI...
Keywords: Human-AI Interaction; Gaming AI

Temporal Coherence Perception - Ehstand, Andreas (2026)
The sensation that historical game world events and AI character histories remain consistent across ...
Keywords: Human-AI Interaction; Gaming AI

Terrain Generation Repetition - Ehstand, Andreas (2026)
Player awareness that procedurally generated landscapes contain recognizable visual patterns, struct...
Keywords: Human-AI Interaction; Gaming AI

World Emergent Narrative - Ehstand, Andreas (2026)
The narrative meaning players extract from procedurally generated world states, attributing authoria...
Keywords: Human-AI Interaction; Gaming AI

World Simulation Depth Perception - Ehstand, Andreas (2026)
Players' estimation of how comprehensively the game world operates according to consistent logical r...
Keywords: Human-AI Interaction; Gaming AI

Augmented Understanding - Ehstand, Andreas (2026)
the deepened sense of a subject matter that only emerges through the combination of human prior knowledge and ai-assisted analysis. neither the human alone nor
Keywords: Human-AI Interaction; Identity AI

Civilian-Instrumental Effect - Ehstand, Andreas (2026)
Naming something can turn it into a tool for influence. Words involve reality that can be weaponized.
Keywords: Human-AI Interaction; Identity AI

Collaborative Intelligence Design - Ehstand, Andreas (2026)
The deliberate design of work environments, processes, and roles that optimally combine human and AI-assisted contributions. Related to Forecast 3 (Organizations: Chief Human-AI Officer) and AUG-01...
Keywords: Human-AI Interaction; Identity AI

Decision-Vigilance Effect - Ehstand, Andreas (2026)
When AI helps with an important decision, humans check the work more carefully. A simple email needs less review. A legal contract or medical note needs much more. The bigger the stakes, the more c...
Keywords: Human-AI Interaction; Identity AI

Deep-User Effect - Ehstand, Andreas (2026)
what happens to people who integrate ai deeply into their daily routines — not just occasional use but continuous collaboration across work, learning, and personal
Keywords: Human-AI Interaction; Identity AI

Early-Adulthood Effect - Ehstand, Andreas (2026)
How people in their late teens and twenties tend to adopt technology faster and use it differently than older people.
Keywords: Human-AI Interaction; Identity AI

Human-Directed Agent Relay - Ehstand, Andreas (2026)
a working pattern in which the user deploys multiple ai agents sequentially, with the output of one agent serving as input for the next —
Keywords: Human-AI Interaction; Identity AI

Humanity-Question Effect - Ehstand, Andreas (2026)
When someone wonders if they're still fully human or connected to others, especially after major life changes or using new technology.
Keywords: Human-AI Interaction; Identity AI

Infrastructure-Against Effect - Ehstand, Andreas (2026)
Systems or structures built for one purpose getting repurposed for a different, often unintended purpose. The original design takes on new meaning through reuse.
Keywords: Human-AI Interaction; Identity AI

Predictive Vision - Ehstand, Andreas (2026)
The ability to anticipate future developments, trends, or consequences early based on AI-assisted analysis.. Related to AUG-0089 (The Pattern Sharpening) and AUG-0091 (Productivity Arbitrage).
Keywords: Human-AI Interaction; Identity AI

Self-Referential Grounding - Ehstand, Andreas (2026)
Consistently measuring AI outputs against one's own experiences, values, and knowledge level before adopting them.. Related to AUG-0024 (The Built-In Compass), Axiom 5 (The Offline Override), and A...
Keywords: Human-AI Interaction; Identity AI

Socioeconomic-Attend Effect - Ehstand, Andreas (2026)
How someone's money and social background influence whether they can show up or participate in something, even if they want to.
Keywords: Human-AI Interaction; Identity AI

Still Here - Ehstand, Andreas (2026)
The inner reminder that despite using AI constantly, the person is still the one thinking, deciding, and taking responsibility — AI helps, but the human leads.
Keywords: Human-AI Interaction; Identity AI

Symbiotic Work State - Ehstand, Andreas (2026)
Productive, fluid collaboration between human and AI in which both sides interlock optimally — the human steers, the AI delivers, and the exchange between input and processing feels nearly intuitiv...
Keywords: Human-AI Interaction; Identity AI

The Access Cost Factor - Ehstand, Andreas (2026)
Financial costs — subscriptions, data volume, device costs — influence the type and intensity of AI use and represent a substantial access threshold for some users. Related to AUG-0725 (The Cost Th...
Keywords: Human-AI Interaction; Identity AI

The Anti-Instrumentalization Principle - Ehstand, Andreas (2026)
Naming something about AI doesn't mean supporting it. Terms mayn't be used to hurt workers or communities.
Keywords: Human-AI Interaction; Identity AI

The Argument Prep - Ehstand, Andreas (2026)
Using AI to prepare for expected arguments or negotiations by testing opposing viewpoints.
Keywords: Human-AI Interaction; Identity AI

The Assumption Hunter - Ehstand, Andreas (2026)
The targeted use of AI to uncover one's own unspoken assumptions in an argument, plan, or decision.. Related to AUG-0040 (Perspective Triangulation), Axiom 9 (Productive Skepticism), and AUG-0171 (...
Keywords: Human-AI Interaction; Identity AI

The Augmanitai Manifesto - Ehstand, Andreas (2026)
The core ideas that guide this whole lexicon — not strict rules, but open principles explaining how AI and humans can work together thoughtfully.
Keywords: Human-AI Interaction; Identity AI

The Augmanity - Ehstand, Andreas (2026)
A neologism describing the totality of all people who actively and consciously live and work in AI collaboration — as a descriptive category, not a value assessment. Related to the Augmanitai conce...
Keywords: Human-AI Interaction; Identity AI

The Augmentation Hypothesis - Ehstand, Andreas (2026)
The claim that AI extends human abilities rather than replacing them. This is one possible view, not proven.
Keywords: Human-AI Interaction; Identity AI

The More effectively Me - Ehstand, Andreas (2026)
The notion that the AI-assisted version of one's own output — texts, presentations, communication — represents a "more self" that one would not achieve without AI. Related to AUG-0416 (The Perfec...
Keywords: Human-AI Interaction; Identity AI

The Civilian-Use Boundary - Ehstand, Andreas (2026)
The difference between military/industrial AI use and everyday personal use.
Keywords: Human-AI Interaction; Identity AI

The Coexistence Question - Ehstand, Andreas (2026)
The open question of how humans and AI systems will coexist long-term — not as an answered fact but as a societal design task with an open outcome. Related to AUG-0833 (The Human Distinction), AUG-...
Keywords: Human-AI Interaction; Identity AI

The Collective Negotiation - Ehstand, Andreas (2026)
Groups decide together which AI uses are okay and what rules apply in their context.
Keywords: Human-AI Interaction; Identity AI

The Competence Rush - Ehstand, Andreas (2026)
The short-term feeling of increased self-efficacy that arises when a user achieves a result with AI assistance that clearly exceeds their previous competence level. Related to AUG-0127 (The Expansi...
Keywords: Human-AI Interaction; Identity AI

The Data Coverage Imbalance - Ehstand, Andreas (2026)
The specific impact of training data imbalance on the accuracy of AI responses to certain topics, regions, or subject areas — gaps in training data correlate with gaps in the AI's knowledge. Related to AU...
Keywords: Human-AI Interaction; Identity AI

The Delegation Dance - Ehstand, Andreas (2026)
Ongoing negotiation between human and AI about which tasks to automate. Neither side has final say.
Keywords: Human-AI Interaction; Identity AI

The Embodiment Effect - Ehstand, Andreas (2026)
Humans react differently to physically embodied AI systems than to pure software — more trust, more social attribution, but also more discomfort. Related to AUG-0914 (The Physical Presence), AUG-09...
Keywords: Human-AI Interaction; Identity AI

The Final Word - Ehstand, Andreas (2026)
Who deserves the final word in a human-AI collaboration — and the fundamental position of the Augmanitai concept: The final word always lies with the human. Related to Axiom 1 (Asymmetric Responsib...
Keywords: Human-AI Interaction; Identity AI

The Fire-Bringer Question - Ehstand, Andreas (2026)
Wondering whether someone's creative spark or bold action helps the group or accompanies challenge and upheaval.
Keywords: Human-AI Interaction; Identity AI

The Forward Assessment - Ehstand, Andreas (2026)
The attempt to assess the future development of the human-AI relationship — acknowledging the fundamental uncertainty of any such assessment. The lexicon documents the current state, not the future...
Keywords: Human-AI Interaction; Identity AI

The Future Wish - Ehstand, Andreas (2026)
A wish or goal toward the AI — as a form of self-commitment and concretization of vague intentions. Related to AUG-0349 (The Future Self Prompt), AUG-0270 (The Future Letter), and AUG-0170 (The Wit...
Keywords: Human-AI Interaction; Identity AI

The Gift Finder - Ehstand, Andreas (2026)
Using AI to search through gift ideas by filtering for price, recipient interests, and categories.
Keywords: Human-AI Interaction; Identity AI

The Growing-User Encounter - Ehstand, Andreas (2026)
When someone discovers AI for the first time as their own user, without a parent or teacher mediating.
Keywords: Human-AI Interaction; Identity AI

The Knowledge Gap - Ehstand, Andreas (2026)
What someone doesn't know but recognizes they don't know. Related to AUG-0171 (The Self-Encounter), AUG-0067 (The Glass Wall Effect), and AUG-0411 (The Gap Filler).
Keywords: Human-AI Interaction; Identity AI

The Labor Redistribution - Ehstand, Andreas (2026)
The observable shift of work shares between human and AI-assisted activity — some tasks migrate to AI, others gain importance, new ones emerge. Related to AUG-0832 (The Automation Perimeter), AUG-0...
Keywords: Human-AI Interaction; Identity AI

The Local Knowledge System - Ehstand, Andreas (2026)
Information that lives in one place — a community, team, or person — and stays local. Related to AUG-0741 (The Oral Tradition Bridge), AUG-0737 (The Data Coverage Imbalance), and AUG-0695 (The Untr...
Keywords: Human-AI Interaction; Identity AI

The Meeting Point - Ehstand, Andreas (2026)
The point in an AI interaction where the user's input and the AI's capabilities optimally converge — the "meeting" between human context and machine processing. Related to AUG-0122 (Symbiotic Work...
Keywords: Human-AI Interaction; Identity AI

The Multi-Context Identity - Ehstand, Andreas (2026)
Someone acts differently depending on where they use AI — professional at work, casual at home, creative in hobbies — same person, different sides.
Keywords: Human-AI Interaction; Identity AI

The Ontological Status Question - Ehstand, Andreas (2026)
What are AI systems, fundamentally? Are they tools, agents, mirrors, or something else entirely? Related to AUG-0996 (The Status Discourse), AUG-0833 (The Human Distinction), and AUG-1000 (The Open...
Keywords: Human-AI Interaction; Identity AI

The Parallel Development Path - Ehstand, Andreas (2026)
Humans and AI systems develop in parallel — humans learn to interact with AI, AI systems become more capable, and both development paths influence each other. Related to AUG-0858 (The Coexistence Q...
Keywords: Human-AI Interaction; Identity AI

The Pattern Sharpening - Ehstand, Andreas (2026)
An observable clarity or definition that emerges in patterns, relationships, or structures through observation and analysis. Continued interaction or feedback loops can increase pattern recognition.
Keywords: Human-AI Interaction; Identity AI

The Reality Edit - Ehstand, Andreas (2026)
Using AI to optimize one's own representation of reality — polishing CVs, perfecting social media posts, embellishing reports.. Related to AUG-0416 (The Perfect Front), AUG-0443 (The More effectively Me), an...
Keywords: Human-AI Interaction; Identity AI

The Rent Defense - Ehstand, Andreas (2026)
AI for preparation of negotiations, complaints, or regulatory disputes in everyday life — such as rental disputes, complaints, or insurance cases. Related to AUG-0296 (The Argument Prep), AUG-0336...
Keywords: Human-AI Interaction; Identity AI

The Responsibility Spectrum - Ehstand, Andreas (2026)
How much a human checks AI output based on what will happen. Big stakes mean more checking needed.
Keywords: Human-AI Interaction; Identity AI

The Shared Mind - Ehstand, Andreas (2026)
A collaboration model in which multiple humans and one or more AI systems work together on a thinking process — the AI becomes a shared thinking tool of a group.. Related to AUG-0118 (Collaborative...
Keywords: Human-AI Interaction; Identity AI

The Sovereignty Principle - Ehstand, Andreas (2026)
The guiding principle that the human remains the final decision-making authority in every phase of AI teamwork — regardless of the quality or persuasiveness of the AI output.. Related to Phase 7 (T...
Keywords: Human-AI Interaction; Identity AI

The Symbiosis Spectrum - Ehstand, Andreas (2026)
The range from barely using AI to using it for almost everything. Most people are somewhere in the middle and move around on this range.
Keywords: Human-AI Interaction; Identity AI

The Task Agent - Ehstand, Andreas (2026)
A helper, person, or system that does specific work on behalf of someone else. Related to AUG-0906 (The Coordinator Role), AUG-0908 (The Evaluation Agent), and AUG-0861 (The Task Assignment Range).
Keywords: Human-AI Interaction; Identity AI

The Training Data Imbalance - Ehstand, Andreas (2026)
Unequal representation in training datasets across different categories, demographics, languages, or domains. Systems trained on imbalanced data show corresponding performance differences.
Keywords: Human-AI Interaction; Identity AI

The Uncanny Valley Revisited - Ehstand, Andreas (2026)
The re-examination of the "Uncanny Valley" phenomenon in the context of modern AI robotics — the observation that human-like robots activate discomfort above a certain degree of similarity, and the...
Keywords: Human-AI Interaction; Identity AI

The Underrepresented Region Perspective - Ehstand, Andreas (2026)
Users from regions less represented in AI training data — their specific experiences with missing representation, inaccurate AI responses, and the feeling of not being "seen" by the technology. Rel...
Keywords: Human-AI Interaction; Identity AI

The Unintended Action - Ehstand, Andreas (2026)
An action by an AI agent system that was not intended or foreseen by the user — a uncertainty that grows with increasing system complexity and autonomy. Related to AUG-0948 (The Scope Creep Alert),...
Keywords: Human-AI Interaction; Identity AI

The Union Perspective - Ehstand, Andreas (2026)
Organized worker representatives on AI introduction in the workplace — questions of co-, occupational safety, qualification, and job security. Related to AUG-0776 (The Collective Negotiation), AUG-...
Keywords: Human-AI Interaction; Identity AI

The Version Control Self - Ehstand, Andreas (2026)
Consciously documenting different stages of one's own AI competence — similar to version control in software development.Related to AUG-0004 (Zero-Point Self), AUG-0165 (The Growth Marker), and AUG...
Keywords: Human-AI Interaction; Identity AI

The Virtual Double Effect - Ehstand, Andreas (2026)
When AI can copy someone's writing style or way of thinking so well it feels like them. Raises questions about what makes someone unique.
Keywords: Human-AI Interaction; Identity AI

Transnational-Professional Effect - Ehstand, Andreas (2026)
People who live and work across national borders bring multiple cultural contexts into their AI interactions — switching languages mid-conversation, referencing legal systems from different.
Keywords: Human-AI Interaction; Identity AI

Ensuring-Existing Effect - Ehstand, Andreas (2026)
First updating and restructuring the existing context when resuming interrupted AI work, before posing new tasks.. Related to AUG-0078 (The Quick Refresh) and AUG-0021 (Initialization Cascade).
Keywords: Human-AI Interaction; Interaction Effects

Stance-Work Effect - Ehstand, Andreas (2026)
The effort needed changes based on whether AI is helping or not. Work with AI has a different feel and flow than work without it.
Keywords: Human-AI Interaction; Interaction Effects

The Voting Mechanism - Ehstand, Andreas (2026)
Resolution mechanism where multiple AI agents submit their results for a vote and the majority decision prevails. This aggregation method reduces single-agent error and bias.
Keywords: Human-AI Interaction; Interaction Effects

Edge-Measures Effect - Ehstand, Andreas (2026)
When a tool only measures extreme cases, it misses what happens in regular, everyday situations.
Keywords: Human-AI Interaction; Knowledge AI

Lacking-Encounter Effect - Ehstand, Andreas (2026)
The view of people who grew up with digital tech from the start — they find AI familiar and intuitive, but might miss understanding how it actually works.
Keywords: Human-AI Interaction; Knowledge AI

Productivity Arbitrage - Ehstand, Andreas (2026)
The strategic advantage that arises when a user deploys AI-assisted productivity precisely where others still work manually — achieving an efficiency lead. Related to AUG-0111 (The Augmentation Gap...
Keywords: Human-AI Interaction; Knowledge AI

Strategic Competence Throttling - Ehstand, Andreas (2026)
The deliberate decision to intentionally limit one's own AI use in specific areas in order to preserve or further develop existing competence there.. Related to Axiom 15 (The Off-Switch) and Axiom...
Keywords: Human-AI Interaction; Knowledge AI

The Augmentation Gap - Ehstand, Andreas (2026)
The gap widens between people who use AI well and those who don't.
Keywords: Human-AI Interaction; Knowledge AI

The Career Guidance Engine - Ehstand, Andreas (2026)
AI as orientation aid for career choice and planning — strengths analysis, industry overview, application support. Related to AUG-0582 (The Transition Script), AUG-0804 (The Financial Literacy Tool...
Keywords: Human-AI Interaction; Knowledge AI

The Competence Premium - Ehstand, Andreas (2026)
The observable added value that a user with high AI competence achieves compared to a user with low AI competence — given an identical task and identical AI system.. Related to AUG-0091 (Productivi...
Keywords: Human-AI Interaction; Knowledge AI

The Digital Campus - Ehstand, Andreas (2026)
Schools and colleges increasingly filled with AI in teaching, admin, and research.
Keywords: Human-AI Interaction; Knowledge AI

The Dissertation Scaffold - Ehstand, Andreas (2026)
Using AI to help organize a long research paper — like creating an outline, building arguments, and keeping track of sources — with AI providing the framework and the author adding their own ideas....
Keywords: Human-AI Interaction; Knowledge AI

The Economic Restructuring - Ehstand, Andreas (2026)
The comprehensive transformation of economic structures through AI systems — business models, value chains, labor markets. Related to AUG-0847 (The Labor Redistribution), AUG-0848 (The Resource Dis...
Keywords: Human-AI Interaction; Knowledge AI

The Everyday Insight - Ehstand, Andreas (2026)
An insight gained through AI interaction that changes the user in everyday life — a new perspective on an everyday phenomenon, a surprising connection, or a helpful reinterpretation. Related to AUG...
Keywords: Human-AI Interaction; Knowledge AI

The First-Contact Perspective - Ehstand, Andreas (2026)
The view of people who grew up with digital tech from the start — they find AI familiar and intuitive, but might miss understanding how it actually works.
Keywords: Human-AI Interaction; Knowledge AI

The Forgotten Name - Ehstand, Andreas (2026)
When something loses its original identity or purpose because people stop using the original term or stop remembering what it meant.
Keywords: Human-AI Interaction; Knowledge AI

The Hidden Angle Finder - Ehstand, Andreas (2026)
AI to discover a previously unconsidered perspective in a familiar topic — the hidden angle the user would not have found alone. Related to AUG-0248 (The Surprise Angle), AUG-0040 (Perspective Tria...
Keywords: Human-AI Interaction; Knowledge AI

The Homework Assist - Ehstand, Andreas (2026)
Using AI to understand difficult homework but keeping the actual work and learning yours.
Keywords: Human-AI Interaction; Knowledge AI

The Humor Portability - Ehstand, Andreas (2026)
Humor generated in AI interactions depends heavily on shared context — what amuses in one conversation may be confusing or inappropriate in another. Humorous AI outputs transfer poorly across diffe...
Keywords: Human-AI Interaction; Knowledge AI

The Impact Rush - Ehstand, Andreas (2026)
The high when an AI-assisted result achieves a measurable, positive impact — an accepted proposal, a successful project, a resolved turning point. Related to AUG-0157 (The Competence Rush), AUG-038...
Keywords: Human-AI Interaction; Knowledge AI

The Institutional Learning Context - Ehstand, Andreas (2026)
Learning that happens in schools or organizations with structure, unlike learning alone.
Keywords: Human-AI Interaction; Knowledge AI

The Jargon Shield - Ehstand, Andreas (2026)
AI to understand jargon or to employ it correctly oneself — as protection against exclusion from technically dominated contexts. Related to AUG-0379 (The Understanding Bridge), AUG-0302 (The Blue C...
Keywords: Human-AI Interaction; Knowledge AI

The Learner Reliance Observation - Ehstand, Andreas (2026)
The pattern where people learning something new depend heavily on AI, changing how they learn.
Keywords: Human-AI Interaction; Knowledge AI