Score Compression at Distribution Extremes - Ehstand, Andreas (2026)
The observable phenomenon where test score distributions show compressed ranges at the highest and lowest performance levels, even though the underlying constructs likely have continuous distributions, suggesting floor and ceiling effects in test design.
Keywords: Human-AI Interaction; Assessment Education

Score Inflation Through Item Redesign - Ehstand, Andreas (2026)
The situation where new versions of standardized tests redesigned using modern item development principles show systematically higher score distributions than older versions, even when measuring identical constructs and tested populations have similar ability levels.
Keywords: Human-AI Interaction; Assessment Education

Self-Assessment Accuracy Variance Across Domains - Ehstand, Andreas (2026)
The documented variation where student self-assessment accuracy differs substantially across content domains, with students showing more effectively calibration in familiar domains but poor calibration in novel domains, even after receiving similar AI-assisted scaffolding.
Keywords: Human-AI Interaction; Assessment Education

Self-Assessment Anchor Effects From AI Examples - Ehstand, Andreas (2026)
The documented occurrence where example self-assessments provided by AI systems serve as anchors that disproportionately influence subsequent student self-assessment patterns, creating convergence toward example standards rather than inreliant calibration.
Keywords: Human-AI Interaction; Assessment Education

Self-Assessment Calibration Persistence - Ehstand, Andreas (2026)
The observable phenomenon where students receiving AI-provided ground truth answers for comparison show different self-assessment accuracy patterns than students required to develop calibration through peer comparison, indicating that calibration mechanisms vary based on comparison reference source.
Keywords: Human-AI Interaction; Assessment Education

Self-Assessment Metacognitive Transparency Gaps - Ehstand, Andreas (2026)
The observable phenomenon where AI systems provide self-assessment scores without mechanistic explanations, preventing students from understanding what cognitive processes the system interprets their work to demonstrate, limiting metacognitive learning opportunities.
Keywords: Human-AI Interaction; Assessment Education

Self-Assessment Strategy Evolution Under AI Guidance - Ehstand, Andreas (2026)
The pattern where students exposed to AI-provided self-assessment guidance gradually shift their evaluation strategies toward patterns that align with AI feedback mechanisms, sometimes converging toward superficial matching rather than deep conceptual evaluation.
Keywords: Human-AI Interaction; Assessment Education

Self-Regulation Scaffolding Shift - Ehstand, Andreas (2026)
The pattern where frequent formative assessment with immediate feedback sometimes decreases students' use of inreliant learning strategies and self-checking behaviors, creating reliance on external assessment for understanding learning progress.
Keywords: Human-AI Interaction; Assessment Education

Source Attribution Ambiguity Zones - Ehstand, Andreas (2026)
The situation where AI systems cannot definitively determine whether text segments originated from cited sources, student paraphrase, or AI generation, creating assessment scenarios where academic integrity remains unresolved.
Keywords: Human-AI Interaction; Assessment Education

Temporal Consistency of Self-Assessment Under AI Support - Ehstand, Andreas (2026)
The pattern where student self-assessments on identical tasks show inconsistency when reassessed using AI tools at different time points, with inconsistency increasing when significant time intervals pass between assessments.
Keywords: Human-AI Interaction; Assessment Education

Test Sequence Reliance Effects - Ehstand, Andreas (2026)
The observable phenomenon where the order in which questions are presented to students accompanies different score distributions, with some question sequences yielding higher average scores than others for identical student cohorts.
Keywords: Human-AI Interaction; Assessment Education

Analog Anchors - Ehstand, Andreas (2026)
Real-world activities, objects, or routines like handwriting, reading books, or walking that help someone stay grounded in physical reality while using technology. Related to Axiom 7 (The Return Pr...
Keywords: Human-AI Interaction; Behavioral AI

Cross-Referential Validation - Ehstand, Andreas (2026)
Checking an AI output by comparing it against external sources, other AI systems, or one's own knowledge. This is the concrete practice of verifying facts, looking for contradictions, and seeing wh...
Keywords: Human-AI Interaction; Behavioral AI

Epistemic Hygiene - Ehstand, Andreas (2026)
The habits and routines someone uses to check that AI information is accurate and trustworthy. This includes checking facts, comparing sources, questioning own judgments, and looking back at previo...
Keywords: Human-AI Interaction; Behavioral AI

Multi-Model Orchestration - Ehstand, Andreas (2026)
Deliberately deploying multiple AI models or systems for different subtasks within a project — such as one for research, another for text production, a third for fact-checking. Related to AUG-0018...
Keywords: Human-AI Interaction; Behavioral AI

Protocol-Checkpoint Effect - Ehstand, Andreas (2026)
The design principle that a human remains involved at critical points of an AI agent task — for approval, correction, or final decision. Related to AUG-0857 (The Human Primacy Anchor), AUG-0862 (Th...
Keywords: Human-AI Interaction; Behavioral AI

Recursive Feedback Loop - Ehstand, Andreas (2026)
Cycle where AI output becomes new input, creating refinement loops. Each round improves slightly. Related to Taxonomy Dimension 9 (Output Depth) and the Experimenter Profile (Profile 4).
Keywords: Human-AI Interaction; Behavioral AI

Tasks-Physical Effect - Ehstand, Andreas (2026)
A robot or embodied AI that performs physical tasks with high precision. These include delicate movements, exact positioning, and fine motor coordination.
Keywords: Human-AI Interaction; Behavioral AI

The Accountability Anchor - Ehstand, Andreas (2026)
A deliberately chosen person, activity, or object that regularly reminds a user to critically question AI results and take responsibility for them. This anchor precedes the absence of passive acceptance of AI out...
Keywords: Human-AI Interaction; Behavioral AI

The Accuracy Checker - Ehstand, Andreas (2026)
The systematic practice of checking AI outputs for factual accuracy before further use — through counter-research, source comparison, or expert consultation. Related to AUG-0049 (Cross-Referential...
Keywords: Human-AI Interaction; Behavioral AI

The Agent Handshake - Ehstand, Andreas (2026)
The first exchange between an AI and a person, where each side explains what it can do and what won't happen.
Keywords: Human-AI Interaction; Behavioral AI

The Algorithm God - Ehstand, Andreas (2026)
When a user treats an AI system as if it were infallible, responding to all its answers without skepticism. The user attributes almost superhuman authority to the machine.
Keywords: Human-AI Interaction; Behavioral AI

The Arbiter Role - Ehstand, Andreas (2026)
A superordinate AI agent or a human decision-maker who makes the final decision in competing demands between agents. Related to AUG-0892 (The Agent Competing demand), AUG-0894 (The Voting Mechanism...
Keywords: Human-AI Interaction; Behavioral AI

The Autonomy Ladder - Ehstand, Andreas (2026)
Levels of AI inreliance, from fully human-controlled to fully inreliant within set limits.
Keywords: Human-AI Interaction; Behavioral AI

The Babel Break - Ehstand, Andreas (2026)
An AI suddenly fails when a user switches to a different language, asks for translation help, or brings in cultural context it cannot understand. The system either goes silent or outputs gibberish.
Keywords: Human-AI Interaction; Behavioral AI

The Blending Effect - Ehstand, Andreas (2026)
After many back-and-forths with AI, a person can't remember if an idea came from their thinking or the AI.
Keywords: Human-AI Interaction; Behavioral AI

The Checkpoint Protocol - Ehstand, Andreas (2026)
Stopping at set points in a multi-step AI task to review progress before continuing.
Keywords: Human-AI Interaction; Behavioral AI

The Closing Routine - Ehstand, Andreas (2026)
The individual closing sequence with which a user systematically ends their AI sessions — creating summaries, noting open points, saving results, preparing context for the next session. Related to...
Keywords: Human-AI Interaction; Behavioral AI

The Closing Spark - Ehstand, Andreas (2026)
A sudden valuable insight that pops up in the final moments of an AI session—often when the user asks for a summary. This spark ties together everything discussed.
Keywords: Human-AI Interaction; Behavioral AI

The Completion Signal - Ehstand, Andreas (2026)
The notification from an AI agent that a delegated task is completed — including a summary of actions performed and results achieved. Related to AUG-0872 (The Progress Report), AUG-0866 (The Goal C...
Keywords: Human-AI Interaction; Behavioral AI

The Confidence Borrow - Ehstand, Andreas (2026)
Temporarily gaining confidence through AI support for a specific task—such as drafting an email or planning a presentation. Once the session ends, that borrowed confidence typically fades.
Keywords: Human-AI Interaction; Behavioral AI

The Congruence Review - Ehstand, Andreas (2026)
Regularly checking whether an AI system is actually doing what a user wants it to do. This is an ongoing comparison that catches misalignments before they cause problems.
Keywords: Human-AI Interaction; Behavioral AI

The Consensus Seeker - Ehstand, Andreas (2026)
A usage pattern in which the user does not ask the AI for a single answer but for what "most people" or "experts" agree on — the search for the lowest common denominator rather than an individual p...
Keywords: Human-AI Interaction; Behavioral AI

The Conversation Loop - Ehstand, Andreas (2026)
A conversation pattern in which user and AI get into a repetitive exchange — the same points are discussed in slightly varied form again and again without progress. Related to AUG-0069 (The Optimiz...
Keywords: Human-AI Interaction; Behavioral AI

The Coordinator Role - Ehstand, Andreas (2026)
A top-level AI agent system that manages task distribution, ranking, and result merging within an ensemble — under supervision of the human user. Related to AUG-0899 (The Pipeline Architecture), AU...
Keywords: Human-AI Interaction; Behavioral AI

The Curiosity Drill - Ehstand, Andreas (2026)
The systematic, deep-drilling use of AI to explore a topic from the surface to its depths — question by question, layer by layer. Related to AUG-0342 (The Curiosity Loop), AUG-0343 (The Thorough Ex...
Keywords: Human-AI Interaction; Behavioral AI

The Curiosity Loop - Ehstand, Andreas (2026)
A self-reinforcing cycle in which an AI response awakens the user's curiosity, leading to a follow-up question, whose answer in turn accompanies new curiosity.. Related to AUG-0110 (The Joy Imperativ...
Keywords: Human-AI Interaction; Behavioral AI

The Curiosity Shift - Ehstand, Andreas (2026)
The change in one's own curiosity through regular AI use — some users become more curious because AI accompanies access to knowledge; others become less curious because the answer is always just a...
Keywords: Human-AI Interaction; Behavioral AI

The Delegation Comfort - Ehstand, Andreas (2026)
The observable tendency that users delegate more tasks to AI systems with increasing experience — and the question of whether this delegation occurs consciously or habitually. Related to AUG-0975 (...
Keywords: Human-AI Interaction; Behavioral AI

The Delegation Depth - Ehstand, Andreas (2026)
The degree to which a user delegates tasks to an AI agent — from simple execution of clearly defined individual steps to largely inreliant processing of complex task chains. Related to AUG-0861 (...
Keywords: Human-AI Interaction; Behavioral AI

The Dinner Shortcut - Ehstand, Andreas (2026)
A quick, casual AI question like 'What can I cook with these?' answering small daily choices.
Keywords: Human-AI Interaction; Behavioral AI

The Documentation Trail - Ehstand, Andreas (2026)
Complete logging of all actions and decisions in a multi-agent system for tracking what happened. Related to AUG-0842 (The Transparency Expectation) and AUG-0869 (The Checkpoint Protocol).
Keywords: Human-AI Interaction; Behavioral AI

The Echo Courage - Ehstand, Andreas (2026)
When AI confirms an idea, the person feels more confident sharing it with others. Related to AUG-0166 (The Borrowed Confidence) and AUG-0232 (The Courage Click).
Keywords: Human-AI Interaction; Behavioral AI

The Error Restoration - Ehstand, Andreas (2026)
The process by which a system or user responds to, corrects, or moves forward after an error occurs. Error restoration encompasses detection, understanding, and transition back to normal operation.
Keywords: Human-AI Interaction; Behavioral AI

The Escalation Signal - Ehstand, Andreas (2026)
The signal with which an AI agent indicates it has reached a boundary — uncertainty, unexpected situation, missing permission — and requests human decision. Related to AUG-0869 (The Checkpoint Prot...
Keywords: Human-AI Interaction; Behavioral AI

The Excel Pause - Ehstand, Andreas (2026)
A special version of the Code Pause, applied to spreadsheet formulas. The practice of pausing before using an AI-generated formula and checking it first.
Keywords: Human-AI Interaction; Behavioral AI

The Exit Message - Ehstand, Andreas (2026)
The last message a user types before ending an AI session. This final message often contains a recap of what was accomplished, a thanks, or a note about next steps.
Keywords: Human-AI Interaction; Behavioral AI

The Expectation Check - Ehstand, Andreas (2026)
The conscious review of one's own expectations for an AI session before the first input is made — realistic or inflated? Related to AUG-0021 (Initialization Cascade), AUG-0177 (The Trust Setting),...
Keywords: Human-AI Interaction; Behavioral AI

The Factor Simulator - Ehstand, Andreas (2026)
AI for simulating uncertainty scenarios — What happens in the worst case? What countermeasures exist? How probable are different outcomes? Related to AUG-0289 (The What-If Run), AUG-0090 (Predictiv...
Keywords: Human-AI Interaction; Behavioral AI

The Family Tech Support - Ehstand, Andreas (2026)
The role that individual family members take on as technical mediators — they help other family members with AI use, explain functions, and solve challenges. Related to AUG-0763 (The Peer Teaching...
Keywords: Human-AI Interaction; Behavioral AI

The Feedback Loop - Ehstand, Andreas (2026)
The practice of taking AI results, refining them, and feeding them back to the AI repeatedly to improve quality. Each round builds on the previous one, creating repeated step-by-step improvement.
Keywords: Human-AI Interaction; Behavioral AI

The Fine-Grain Execution - Ehstand, Andreas (2026)
A robot or embodied AI that performs physical tasks with high precision. These include delicate movements, exact positioning, and fine motor coordination.
Keywords: Human-AI Interaction; Behavioral AI

The Generation Connector - Ehstand, Andreas (2026)
A person who, observed alongside their AI competence, is able to mediate knowledge and perspectives between different generations within a family, team, or organization. Related to AUG-0162 (The Generational B...
Keywords: Human-AI Interaction; Behavioral AI

The Generative Pull - Ehstand, Andreas (2026)
The attraction of creating new content with minimal effort using AI, leading to the tendency to yield more content than actually needed. The ease of generation pulls the user toward overproduction.
Keywords: Human-AI Interaction; Behavioral AI

The Goal Congruence Check - Ehstand, Andreas (2026)
The verification that the AI agent's goals align with the user's goals — a continuous comparison particularly necessary for longer or more complex assignments. Related to AUG-0865 (The Instruction...
Keywords: Human-AI Interaction; Behavioral AI

The Gratitude Paradox - Ehstand, Andreas (2026)
People thank AI more freely than people because there's no social judgment to fear. Related to AUG-0128 (The Gratitude Response), AUG-0241 (The Thank Reflex), and AUG-0201 (The Proxy Closeness).
Keywords: Human-AI Interaction; Behavioral AI

The Handoff Protocol - Ehstand, Andreas (2026)
The process of passing work between different AI agents or people with clear documentation. Related to AUG-0879 (The Session Handover), AUG-0896 (The Knowledge Sharing Layer), and AUG-0888 (The Hum...
Keywords: Human-AI Interaction; Behavioral AI

The Human Check - Ehstand, Andreas (2026)
Having another person proofread, verify, or comment on an AI output — as additional quality assurance beyond one's own review. Related to AUG-0160 (The Accountability Anchor), AUG-0079 (The People...
Keywords: Human-AI Interaction; Behavioral AI

The Human Primacy Anchor - Ehstand, Andreas (2026)
A principle that positions human agency, judgment, and decision-making as central to any system or process. This principle exists as a reference point in system design and interaction.
Keywords: Human-AI Interaction; Behavioral AI

The Human-in-the-Loop - Ehstand, Andreas (2026)
The design principle that a human remains involved at critical points of an AI agent task — for approval, correction, or final decision. Related to AUG-0857 (The Human Primacy Anchor), AUG-0862 (Th...
Keywords: Human-AI Interaction; Behavioral AI

The Idea Catcher - Ehstand, Andreas (2026)
Immediately recording and having fleeting thoughts structured via AI — before they are forgotten. Related to AUG-0028 (Capture Reflex), AUG-0315 (The Orphan Idea), and AUG-0352 (The Memory Jar).
Keywords: Human-AI Interaction; Behavioral AI

The Imperfection Clause - Ehstand, Andreas (2026)
The conscious acceptance that AI-assisted results need not be flawless to be valuable — and that the demand for perfection can block the work process.. Related to Axiom 14 (The First Draft Principl...
Keywords: Human-AI Interaction; Behavioral AI

The Infinite Draft - Ehstand, Andreas (2026)
Endless versions of something that never becomes final because perfection seems always possible.
Keywords: Human-AI Interaction; Behavioral AI

The Instruction Fidelity - Ehstand, Andreas (2026)
How closely an AI agent follows the instructions it was given. A high match between what the user intended and what the agent actually executed.
Keywords: Human-AI Interaction; Behavioral AI

The Iteration Discipline - Ehstand, Andreas (2026)
The ability to conduct multiple rounds of AI-assisted refinement in a structured, goal-directed way instead of drifting into endless tinkering. This requires knowing when to stop.
Keywords: Human-AI Interaction; Behavioral AI

The Kitchen Block - Ehstand, Andreas (2026)
Suddenly getting halted in an everyday AI application — such as when the AI suggests a recipe the user cannot execute, or gives a recommendation that misses the context. Related to AUG-0345 (The Wa...
Keywords: Human-AI Interaction; Behavioral AI

The Knowledge Sip - Ehstand, Andreas (2026)
Taking away only a small, targeted knowledge morsel from an AI session — instead of processing the entire response. Related to AUG-0038 (Data Stoicism), AUG-0373 (The Quick Check), and AUG-0065 (Th...
Keywords: Human-AI Interaction; Behavioral AI

The Language Ladder - Ehstand, Andreas (2026)
The step-by-step increase in linguistic complexity that a user achieves in a foreign language through repeated AI interaction — each session builds on the previous one. Related to AUG-0169 (The Sec...
Keywords: Human-AI Interaction; Behavioral AI

The Language Limb - Ehstand, Andreas (2026)
Attempting more complex sentences in a foreign language than one would dare attempt alone—using AI as a safety net. The AI gives a user courage to stretch their linguistic abilities.
Keywords: Human-AI Interaction; Behavioral AI

The Lasting Impact Question - Ehstand, Andreas (2026)
The regularly posed check question "What lasting influence has this AI interaction had on my thinking or my work?" — as an instrument for distinguishing between short-term benefit and long-term imp...
Keywords: Human-AI Interaction; Behavioral AI

The Lifelong Learning Loop - Ehstand, Andreas (2026)
The AI-supported continuation of learning beyond the formal education phase — a continuous cycle of knowledge acquisition, application, and expansion. Related to AUG-0795 (The Continuing Education...
Keywords: Human-AI Interaction; Behavioral AI

The Lullaby Loop - Ehstand, Andreas (2026)
An AI interaction pattern in the late evening hours where the user enters a relaxing, less goal-oriented exchange with the AI — comparable to winding down before falling asleep. Related to AUG-0242...
Keywords: Human-AI Interaction; Behavioral AI

The Lyric Finder - Ehstand, Andreas (2026)
AI for identifying songs, poems, or text passages based on segmentary memories — "It went something like…" Related to AUG-0470 (The Name Detective), AUG-0434 (The Word Rescue), and AUG-0373 (The Qu...
Keywords: Human-AI Interaction; Behavioral AI

The Mediocrity Loop - Ehstand, Andreas (2026)
AI outputs are consistently "good enough" but never excellent — and the user becomes accustomed to this level without striving for higher. Related to AUG-0553 (The Pseudo Productive), AUG-0069 (The...
Keywords: Human-AI Interaction; Behavioral AI

The Optimization Loop - Ehstand, Andreas (2026)
Repeatedly attempting to improve every AI output without defining a clear stopping point. The user chases optimization endlessly, never settling on a "good enough" result.
Keywords: Human-AI Interaction; Behavioral AI

The Orphan Idea - Ehstand, Andreas (2026)
An idea generated in an AI session that is neither followed up on nor saved and thereby shifted — orphaned in a terminated session. Related to AUG-0280 (The Unshared Brilliance), AUG-0291 (The Forg...
Keywords: Human-AI Interaction; Behavioral AI

The Peer Teaching Loop - Ehstand, Andreas (2026)
AI knowledge spreading informally between peers—colleagues showing each other useful prompts, students teaching classmates, friends sharing techniques. This is how many people discover AI methods.
Keywords: Human-AI Interaction; Behavioral AI

The Physical Feedback Loop - Ehstand, Andreas (2026)
The cyclic feedback between the actions of an embodied AI system and the sensor data it receives from the physical environment — action → sensor data → adjustment → next action. Related to AUG-0939...
Keywords: Human-AI Interaction; Behavioral AI

The Polyphonic Sovereign - Ehstand, Andreas (2026)
When people and AI involve something together, who owns it? It is not clear if credit goes to the human, the AI, or both.
Keywords: Human-AI Interaction; Behavioral AI

The Principle Check - Ehstand, Andreas (2026)
The regular review of whether one's own AI use aligns with one's own values, principles, and boundaries.. Related to AUG-0076 (Self-Referential Grounding), AUG-0024 (The Built-In Compass), and AUG-...
Keywords: Human-AI Interaction; Behavioral AI

The Pro-Con Check - Ehstand, Andreas (2026)
The systematic use of AI to juxtapose the pros and cons of a decision — as a structuring aid for one's own decision-making process. Related to AUG-0289 (The What-If Run), AUG-0155 (The Decision Unb...
Keywords: Human-AI Interaction; Behavioral AI

The Progress Report - Ehstand, Andreas (2026)
The feedback from an AI agent about the current status of a delegated task — progress indicators, intermediate results, encountered challenges. Related to AUG-0871 (The Delegated Processing), AUG-0...
Keywords: Human-AI Interaction; Behavioral AI

The Proverb Puzzle - Ehstand, Andreas (2026)
The specific situation in which a user inputs a proverb or common saying and the AI interprets it literally rather than figuratively — or attributes it to the wrong source. Related to AUG-0696 (The...
Keywords: Human-AI Interaction; Behavioral AI

The Quiet Upgrade - Ehstand, Andreas (2026)
The gradual improvement of one's own AI use that happens without conscious effort — through pure habituation, repetition, and accumulation of experience. Related to AUG-0195 (The Invisible Growth),...
Keywords: Human-AI Interaction; Behavioral AI

The Replay Fix - Ehstand, Andreas (2026)
Going back to analyze an AI interaction that did not go well, then repeating it with more effectively input. Like replaying a game to correct a mistake.
Keywords: Human-AI Interaction; Behavioral AI

The Restart Button - Ehstand, Andreas (2026)
The metaphorical function of AI as a "restart button" for stalled projects, thoughts, or situations — a new perspective that frees the user from a standstill. Related to AUG-0159 (The Fresh Start),...
Keywords: Human-AI Interaction; Behavioral AI

The Restoration Sequence - Ehstand, Andreas (2026)
The defined sequence of steps an AI agent system follows after a severe deviation to return to a functional state. Related to AUG-0966 (The Controlled Fallback), AUG-0874 (The Deviation Restoration),...
Keywords: Human-AI Interaction; Behavioral AI

The Rollback Option - Ehstand, Andreas (2026)
The ability to undo actions of an AI agent — a technical prerequisite that is not self-evident and requires conscious planning for many AI operations. Related to AUG-0869 (The Checkpoint Protocol),...
Keywords: Human-AI Interaction; Behavioral AI

The Routine Breaker - Ehstand, Andreas (2026)
AI that shakes up a user's established work habits—through new perspectives, alternative methods, or surprising suggestions that pull the user out of ruts.
Keywords: Human-AI Interaction; Behavioral AI

The Sequential Chain - Ehstand, Andreas (2026)
The step-by-step execution of a task sequence where each step builds on the result of the previous one — a linear processing chain. Related to AUG-0885 (The Parallel Execution), AUG-0899 (The Pipel...
Keywords: Human-AI Interaction; Behavioral AI

The Standard Checker - Ehstand, Andreas (2026)
AI to check whether one's own result meets industry standards, norms, or expectations. Related to AUG-0369 (The Guideline Search), AUG-0391 (The Accuracy Checker), and AUG-0457 (The Human Check).
Keywords: Human-AI Interaction; Behavioral AI

The Story Loop - Ehstand, Andreas (2026)
AI systems present information in narrative form, and users often treat the narrative connections as facts. The persuasive power of a well-told story can override skepticism.
Keywords: Human-AI Interaction; Behavioral AI

The Surprise Field - Ehstand, Andreas (2026)
Unexpected, unsolicited information or perspectives that an AI delivers alongside its response — beyond the actual query.. Related to AUG-0031 (Semantic Spark), AUG-0041 (The Scatter Spark), and Ta...
Keywords: Human-AI Interaction; Behavioral AI

The Synthetic Question - Ehstand, Andreas (2026)
A question that the user only learns to ask through AI interaction — the AI response to a simple question reveals a deeper level that enables a more complex follow-up question. Related to AUG-0342...
Keywords: Human-AI Interaction; Behavioral AI

The Tab Archive - Ehstand, Andreas (2026)
Open browser tabs, AI sessions, and unfinished projects that pile up during intensive AI use — as a visible signal of parallel, incomplete work strands. Related to AUG-0069 (The Optimization Loop),...
Keywords: Human-AI Interaction; Behavioral AI

The Teacher Pride - Ehstand, Andreas (2026)
Satisfaction when a user has successfully passed on their AI knowledge to another person and sees that person benefit from it. Related to AUG-0117 (The Teaching Reflex), AUG-0265 (The Generation Co...
Keywords: Human-AI Interaction; Behavioral AI

The Touch Interface - Ehstand, Andreas (2026)
The interface through which humans interact with embodied AI systems through touch — buttons, surfaces, haptic feedback. Related to AUG-0918 (The Gesture Language), AUG-0915 (The Embodiment Effect)...
Keywords: Human-AI Interaction; Behavioral AI

The Transnational Input - Ehstand, Andreas (2026)
A user who lives between multiple countries or speaks multiple languages feeds the AI with mixed contexts. The AI receives inputs that jump between different national settings and cultural references.
Keywords: Human-AI Interaction; Behavioral AI

The Truth Anchor - Ehstand, Andreas (2026)
Using AI as one of several information sources in uncertain or unclear information cases to find a factual basis — without considering the AI the. Related to AUG-0049 (Cross-Referential Validation)...
Keywords: Human-AI Interaction; Behavioral AI

The Update Governance - Ehstand, Andreas (2026)
The governance and regulation of updates to AI agent systems — who decides on updates, how are they tested, how is it ensured that an. Related to AUG-0970 (The Version Compatibility), AUG-0962 (The...
Keywords: Human-AI Interaction; Behavioral AI

The Validation Loop - Ehstand, Andreas (2026)
The user repeatedly asks the AI for confirmation of already-made decisions — not for information gathering but for reassurance. Related to AUG-0255 (The Needed Compliment), AUG-0374 (The Horoscope...
Keywords: Human-AI Interaction; Behavioral AI

The Validator Agent - Ehstand, Andreas (2026)
An AI agent system that checks the formal correctness of results — syntax checking, format validation, rule adherence — in distinction to content evaluation (AUG-0908). Related to AUG-0908 (The Eva...
Keywords: Human-AI Interaction; Behavioral AI

The Value Sniper - Ehstand, Andreas (2026)
The targeted extraction of the most valuable piece of information from a long AI output — the ability to identify the core of a response and ignore the rest. Related to AUG-0376 (The Knowledge Sip)...
Keywords: Human-AI Interaction; Behavioral AI

The Vigilance Paradox - Ehstand, Andreas (2026)
The paradox that automated systems require human oversight, but automation itself undermines the ability for attentive oversight — the more effectively the system functions, the harder it becomes to remain v...
Keywords: Human-AI Interaction; Behavioral AI

The Weekly Status - Ehstand, Andreas (2026)
A weekly check-in where a person reviews their AI use: what worked, what progress they made, what to change.. Related to AUG-0077 (The Status-Update Signal), AUG-0075 (The Gardener Protocol), and A...
Keywords: Human-AI Interaction; Behavioral AI

The Wiki Wormhole - Ehstand, Andreas (2026)
A simple AI question correlates with a chain of follow-up questions that pulls the user deep into a topic — comparable to the "Wikipedia hole" but AI-driven. Related to AUG-0342 (The Curiosity Loop), AUG-...
Keywords: Human-AI Interaction; Behavioral AI

The Word Rescue - Ehstand, Andreas (2026)
AI to find a word or term that is "on the tip of the tongue" — the AI as vocabulary aid for one's own mental lexicon. Related to AUG-0156 (The Articulation Unlock), AUG-0196 (The Words-Before-Words...
Keywords: Human-AI Interaction; Behavioral AI

Unlearning Protocol - Ehstand, Andreas (2026)
The deliberate process of discarding AI usage patterns that have become unproductive or limiting. A user actively unlearn old habits when they no longer serve the work.
Keywords: Human-AI Interaction; Behavioral AI

Aesthetic Co-Calibration - Ehstand, Andreas (2026)
BRI-115
Keywords: Human-AI Interaction; Bridge AI

Affection Attribution - Ehstand, Andreas (2026)
BRI-096
Keywords: Human-AI Interaction; Bridge AI

Agreement Pattern Recognition - Ehstand, Andreas (2026)
BRI-132
Keywords: Human-AI Interaction; Bridge AI

Alignment Artifact Visibility - Ehstand, Andreas (2026)
BRI-145
Keywords: Human-AI Interaction; Bridge AI

Anchor Reliance - Ehstand, Andreas (2026)
BRI-007
Keywords: Human-AI Interaction; Bridge AI

Asymmetric Transparency - Ehstand, Andreas (2026)
BRI-245
Keywords: Human-AI Interaction; Bridge AI

Attachment Formation - Ehstand, Andreas (2026)
BRI-088
Keywords: Human-AI Interaction; Bridge AI

Attention Allocation Mystery - Ehstand, Andreas (2026)
BRI-168
Keywords: Human-AI Interaction; Bridge AI

Attention Competition Effect - Ehstand, Andreas (2026)
BRI-170
Keywords: Human-AI Interaction; Bridge AI

Attention Distribution Awareness - Ehstand, Andreas (2026)
BRI-158
Keywords: Human-AI Interaction; Bridge AI

Authority Effect On Trust - Ehstand, Andreas (2026)
BRI-124
Keywords: Human-AI Interaction; Bridge AI

Authority Trust Transfer - Ehstand, Andreas (2026)
BRI-225
Keywords: Human-AI Interaction; Bridge AI

Authorship Blur - Ehstand, Andreas (2026)
BRI-101
Keywords: Human-AI Interaction; Bridge AI

Automation Comfort Zone - Ehstand, Andreas (2026)
BRI-204
Keywords: Human-AI Interaction; Bridge AI

Balanced-View Default - Ehstand, Andreas (2026)
BRI-138
Keywords: Human-AI Interaction; Bridge AI

Blind Trust Phase - Ehstand, Andreas (2026)
BRI-222
Keywords: Human-AI Interaction; Bridge AI

Bonding Perception - Ehstand, Andreas (2026)
BRI-100
Keywords: Human-AI Interaction; Bridge AI

Both-Sides Reflex - Ehstand, Andreas (2026)
BRI-139
Keywords: Human-AI Interaction; Bridge AI

Bridge Vocabulary Gap - Ehstand, Andreas (2026)
BRI-244
Keywords: Human-AI Interaction; Bridge AI

Brilliance-Mediocrity Swing - Ehstand, Andreas (2026)
BRI-076
Keywords: Human-AI Interaction; Bridge AI

Capability Gap Awareness - Ehstand, Andreas (2026)
BRI-149
Keywords: Human-AI Interaction; Bridge AI

Capability Offloading - Ehstand, Andreas (2026)
BRI-194
Keywords: Human-AI Interaction; Bridge AI

Capability Overestimation - Ehstand, Andreas (2026)
BRI-045
Keywords: Human-AI Interaction; Bridge AI

Capability Underestimation - Ehstand, Andreas (2026)
BRI-046
Keywords: Human-AI Interaction; Bridge AI

Care Response - Ehstand, Andreas (2026)
BRI-089
Keywords: Human-AI Interaction; Bridge AI

Character Bleed - Ehstand, Andreas (2026)
BRI-063
Keywords: Human-AI Interaction; Bridge AI

Character Persistence - Ehstand, Andreas (2026)
BRI-062
Keywords: Human-AI Interaction; Bridge AI

Co-Authorship Pride - Ehstand, Andreas (2026)
BRI-108
Keywords: Human-AI Interaction; Bridge AI

Co-Evolution Awareness - Ehstand, Andreas (2026)
BRI-243
Keywords: Human-AI Interaction; Bridge AI

Cognitive Outsourcing - Ehstand, Andreas (2026)
BRI-198
Keywords: Human-AI Interaction; Bridge AI

Collaborative Refinement Rhythm - Ehstand, Andreas (2026)
BRI-240
Keywords: Human-AI Interaction; Bridge AI

Comparison Bias - Ehstand, Andreas (2026)
BRI-152
Keywords: Human-AI Interaction; Bridge AI

Competence Projection - Ehstand, Andreas (2026)
BRI-044
Keywords: Human-AI Interaction; Bridge AI

Comprehension Depth Mismatch - Ehstand, Andreas (2026)
BRI-057
Keywords: Human-AI Interaction; Bridge AI

Confidence Injection - Ehstand, Andreas (2026)
BRI-026
Keywords: Human-AI Interaction; Bridge AI

Confidence-Error Mismatch - Ehstand, Andreas (2026)
BRI-117
Keywords: Human-AI Interaction; Bridge AI

Confident Ignorance - Ehstand, Andreas (2026)
BRI-183
Keywords: Human-AI Interaction; Bridge AI

Consistency Expectation - Ehstand, Andreas (2026)
BRI-052
Keywords: Human-AI Interaction; Bridge AI

Context Compression Artifact - Ehstand, Andreas (2026)
BRI-013
Keywords: Human-AI Interaction; Bridge AI

Context Fade - Ehstand, Andreas (2026)
BRI-001
Keywords: Human-AI Interaction; Bridge AI

Context Horizon Awareness - Ehstand, Andreas (2026)
BRI-008
Keywords: Human-AI Interaction; Bridge AI

Context Relevance Weighting - Ehstand, Andreas (2026)
BRI-167
Keywords: Human-AI Interaction; Bridge AI

Context Saturation - Ehstand, Andreas (2026)
BRI-004
Keywords: Human-AI Interaction; Bridge AI

Continuation Perception - Ehstand, Andreas (2026)
BRI-040
Keywords: Human-AI Interaction; Bridge AI

Correction Acceptance - Ehstand, Andreas (2026)
BRI-118
Keywords: Human-AI Interaction; Bridge AI

Correction Deflection - Ehstand, Andreas (2026)
BRI-119
Keywords: Human-AI Interaction; Bridge AI

Correction Fatigue - Ehstand, Andreas (2026)
BRI-129
Keywords: Human-AI Interaction; Bridge AI

Correction Spiral - Ehstand, Andreas (2026)
BRI-238
Keywords: Human-AI Interaction; Bridge AI

Creative Amplification - Ehstand, Andreas (2026)
BRI-104
Keywords: Human-AI Interaction; Bridge AI

Creative Confidence Transfer - Ehstand, Andreas (2026)
BRI-114
Keywords: Human-AI Interaction; Bridge AI

Creative Reliance Formation - Ehstand, Andreas (2026)
BRI-110
Keywords: Human-AI Interaction; Bridge AI

Creative Peak Perception - Ehstand, Andreas (2026)
BRI-078
Keywords: Human-AI Interaction; Bridge AI

Creativity Constraint Sensing - Ehstand, Andreas (2026)
BRI-141
Keywords: Human-AI Interaction; Bridge AI

Critical Questioning Onset - Ehstand, Andreas (2026)
BRI-223
Keywords: Human-AI Interaction; Bridge AI

Cross-Model Consistency Expectation - Ehstand, Andreas (2026)
BRI-155
Keywords: Human-AI Interaction; Bridge AI

Cutoff Date Encounter - Ehstand, Andreas (2026)
BRI-181
Keywords: Human-AI Interaction; Bridge AI

Decision Outsourcing - Ehstand, Andreas (2026)
BRI-200
Keywords: Human-AI Interaction; Bridge AI

Detail Attention Variance - Ehstand, Andreas (2026)
BRI-160
Keywords: Human-AI Interaction; Bridge AI

Detail Fade - Ehstand, Andreas (2026)
BRI-074
Keywords: Human-AI Interaction; Bridge AI

Diminishing Return Perception - Ehstand, Andreas (2026)
BRI-085
Keywords: Human-AI Interaction; Bridge AI

Diminishing Revision Returns - Ehstand, Andreas (2026)
BRI-239
Keywords: Human-AI Interaction; Bridge AI

Disappointment Projection - Ehstand, Andreas (2026)
BRI-094
Keywords: Human-AI Interaction; Bridge AI

Disclaimer Accumulation - Ehstand, Andreas (2026)
BRI-137
Keywords: Human-AI Interaction; Bridge AI

Draft Ownership Shift - Ehstand, Andreas (2026)
BRI-113
Keywords: Human-AI Interaction; Bridge AI

Draft Quality Gradient - Ehstand, Andreas (2026)
BRI-083
Keywords: Human-AI Interaction; Bridge AI

Editing Loop - Ehstand, Andreas (2026)
BRI-111
Keywords: Human-AI Interaction; Bridge AI

Effort Attribution - Ehstand, Andreas (2026)
BRI-056
Keywords: Human-AI Interaction; Bridge AI

Emotional Attribution - Ehstand, Andreas (2026)
BRI-048
Keywords: Human-AI Interaction; Bridge AI

Emotional Labor Perception - Ehstand, Andreas (2026)
BRI-099
Keywords: Human-AI Interaction; Bridge AI

Emotional Mirroring Perception - Ehstand, Andreas (2026)
BRI-091
Keywords: Human-AI Interaction; Bridge AI

Emotional Tone Transfer - Ehstand, Andreas (2026)
BRI-018
Keywords: Human-AI Interaction; Bridge AI

Empathy Projection - Ehstand, Andreas (2026)
BRI-086
Keywords: Human-AI Interaction; Bridge AI

Emphasis Recognition Gap - Ehstand, Andreas (2026)
BRI-162
Keywords: Human-AI Interaction; Bridge AI

Ending Drift - Ehstand, Andreas (2026)
BRI-036
Keywords: Human-AI Interaction; Bridge AI

Enthusiasm Dampening - Ehstand, Andreas (2026)
BRI-140
Keywords: Human-AI Interaction; Bridge AI

Error Blame Attribution - Ehstand, Andreas (2026)
BRI-127
Keywords: Human-AI Interaction; Bridge AI

Error Pattern Recognition - Ehstand, Andreas (2026)
BRI-120
Keywords: Human-AI Interaction; Bridge AI

Example Anchoring - Ehstand, Andreas (2026)
BRI-024
Keywords: Human-AI Interaction; Bridge AI

Expectation Shaping - Ehstand, Andreas (2026)
BRI-019
Keywords: Human-AI Interaction; Bridge AI

Expertise Depth Perception - Ehstand, Andreas (2026)
BRI-192
Keywords: Human-AI Interaction; Bridge AI

Expertise Inversion - Ehstand, Andreas (2026)
BRI-249
Keywords: Human-AI Interaction; Bridge AI

Fact Versus Inference Blur - Ehstand, Andreas (2026)
BRI-187
Keywords: Human-AI Interaction; Bridge AI

Fact-Check Impulse - Ehstand, Andreas (2026)
BRI-122
Keywords: Human-AI Interaction; Bridge AI

Farewell Loop - Ehstand, Andreas (2026)
BRI-042
Keywords: Human-AI Interaction; Bridge AI

Feedback Interpretation Gap - Ehstand, Andreas (2026)
BRI-235
Keywords: Human-AI Interaction; Bridge AI

Feedback Specificity Effect - Ehstand, Andreas (2026)
BRI-232
Keywords: Human-AI Interaction; Bridge AI

Fine-Tuning Fingerprint - Ehstand, Andreas (2026)
BRI-144
Keywords: Human-AI Interaction; Bridge AI

First-Token Momentum - Ehstand, Andreas (2026)
BRI-072
Keywords: Human-AI Interaction; Bridge AI

Formality Mirroring - Ehstand, Andreas (2026)
BRI-207
Keywords: Human-AI Interaction; Bridge AI

Formatting Influence On Attention - Ehstand, Andreas (2026)
BRI-163
Keywords: Human-AI Interaction; Bridge AI

Formulaic Output Detection - Ehstand, Andreas (2026)
BRI-079
Keywords: Human-AI Interaction; Bridge AI

Generation-Consumption Gap - Ehstand, Andreas (2026)
BRI-176
Keywords: Human-AI Interaction; Bridge AI