The Inclusivity Imperative - Ehstand, Andreas (2026)
The principle that AI terminology and frameworks are built for everyone — not just English-speaking tech professionals. If most people cannot understand it, it has already excluded them. Related to...
Keywords: Human-AI Interaction; Social AI

The Indirect Communication Pattern - Ehstand, Andreas (2026)
The pattern where some users approach their actual question through detours, hints, or contextual cues rather than asking directly — and the AI deciphers the actual intent. Related to AUG-0652 (The...
Keywords: Human-AI Interaction; Social AI

The Introvert Shield - Ehstand, Andreas (2026)
AI as a communication buffer for individuals who find social interactions taxing — such as through prepared responses, formulated emails, or structured conversation guides. Related to AUG-0115 (Soc...
Keywords: Human-AI Interaction; Social AI

The Joke Explainer - Ehstand, Andreas (2026)
AI to explain jokes, wordplay, cultural references, or irony the user did not understand — as a tool for cultural and linguistic comprehension. Related to AUG-0346 (The Culture Decode), AUG-0379 (T...
Keywords: Human-AI Interaction; Social AI

The Kitchen Table - Ehstand, Andreas (2026)
The metaphor for an informal, low-threshold AI use in everyday life — comparable to a conversation at the kitchen table where spontaneous questions, daily challenges, and small decisions are discus...
Keywords: Human-AI Interaction; Social AI

The Knowledge Sharing Layer - Ehstand, Andreas (2026)
The technical layer through which AI agent systems within an ensemble exchange information — intermediate results, context data, deviation messages. Related to AUG-0889 (The Agent Ensemble), AUG-08...
Keywords: Human-AI Interaction; Social AI

The Local Model - Ehstand, Andreas (2026)
AI models operated locally — on one's own device, in one's own network, or in one's own country — without sending data to external servers. Related to AUG-0730 (The Open-Source Path), AUG-0732 (The...
Keywords: Human-AI Interaction; Social AI

The Message Drafting - Ehstand, Andreas (2026)
The targeted use of AI for preparing important messages — emails, text messages, professional correspondence — where formulation, tonality, and strategy are critical. Related to AUG-0115 (Social Ae...
Keywords: Human-AI Interaction; Social AI

The Mother Tongue Comfort - Ehstand, Andreas (2026)
The observable phenomenon that users communicate more spontaneously, in more detail, and with more nuance with the AI in their first language than in a second language — regardless of whether the A...
Keywords: Human-AI Interaction; Social AI

The Origin Language - Ehstand, Andreas (2026)
A user's first language influences how they formulate AI inputs — sentence structures, word choices, thinking frameworks, and implicit assumptions reflect the first language, even when the input is...
Keywords: Human-AI Interaction; Social AI

The Output Discrimination Observation - Ehstand, Andreas (2026)
AI repeats unfair intervention of certain groups alongside how it was trained. Related to AUG-0843 (The Algorithmic Fairness), AUG-0736 (The Training Data Imbalance), and AUG-0738 (The Prevailing Tra...
Keywords: Human-AI Interaction; Social AI

The Punctuation Culture - Ehstand, Andreas (2026)
How punctuation works differently in AI chat—a period might seem casual, rude, or serious depending on the situation.. Related to AUG-0713 (The Emoji Semantics), AUG-0670 (The Rhetorical Tone Detec...
Keywords: Human-AI Interaction; Social AI

The Regional Access Range - Ehstand, Andreas (2026)
The observable differences in AI access between different regions — influenced by systems, costs, regulation, and available language support. Related to AUG-0721 (The Access Differential), AUG-0722...
Keywords: Human-AI Interaction; Social AI

The Retirement Reorientation - Ehstand, Andreas (2026)
AI as a tool for reorientation after leaving professional life — exploring new hobbies, refreshing knowledge, maintaining social connections, managing everyday tasks. Related to AUG-0756 (The Exten...
Keywords: Human-AI Interaction; Social AI

The Reverse Innovation - Ehstand, Andreas (2026)
A new tool or method that works in one place spreads to other places and grows in ways no one planned. Related to AUG-0749 (The Frugal Innovation), AUG-0742 (The Alternative Adoption Path), and AUG...
Keywords: Human-AI Interaction; Social AI

The Rhetorical Style Differential - Ehstand, Andreas (2026)
The difference in how people speak or write based on who they are talking to or why. Related to AUG-0652 (The Communication Style Contrast), AUG-0657 (The Register Range), and AUG-0338 (The Tone Ma...
Keywords: Human-AI Interaction; Social AI

The Silent Outlet - Ehstand, Andreas (2026)
AI as an outlet for thoughts, frustrations, or reflections that the user does not want to or cannot share with other people for social reasons. Related to AUG-0247 (The Safe Release), AUG-0167 (The...
Keywords: Human-AI Interaction; Social AI

The Social Contract Debate - Ehstand, Andreas (2026)
The ongoing conversation about what AI companies, users, and society expect from each other. Questions about responsibility, data rights, and transparency.. Related to AUG-0839 (The Regulation Deba...
Keywords: Human-AI Interaction; Social AI

The Sovereignty Question - Ehstand, Andreas (2026)
Can a person control what AI does with their choices and data? Or does the AI system own that power? Related to AUG-0728 (The Government Gateway), AUG-0730 (The Open-Source Path), and AUG-0995 (The...
Keywords: Human-AI Interaction; Social AI

The Translation Relief - Ehstand, Andreas (2026)
The relief that arises when AI handles a complex foreign language requirement — such as understanding a regulatory document, formulating a business email, or communicating with an authority in anot...
Keywords: Human-AI Interaction; Social AI

The Trust Chain - Ehstand, Andreas (2026)
In a chain of systems, if A trusts B and B trusts C, that doesn't mean A trusts C. Trust doesn't automatically flow through a chain.
Keywords: Human-AI Interaction; Social AI

The Ubuntu Web - Ehstand, Andreas (2026)
AI-assisted teamwork takes different patterns in collectivist cultures than in individualist ones — such as stronger emphasis on group benefit, communal decision-making, and shared access. Related...
Keywords: Human-AI Interaction; Social AI

The Ugly Truth - Ehstand, Andreas (2026)
Receiving an unvarnished, direct answer from an AI that the user might not have heard from other people — because the AI does not take the social considerations that would precede reducedn honest stateme...
Keywords: Human-AI Interaction; Social AI

The Vacation Planner - Ehstand, Andreas (2026)
AI for full vacation planning — destinations, routes, places to stay, activities, budget, cultural specifics. Related to AUG-0460 (The Outdoor Plan), AUG-0346 (The Culture Decode), and AUG-0251 (Th...
Keywords: Human-AI Interaction; Social AI

The Version Compatibility - Ehstand, Andreas (2026)
The technical challenge of ensuring that older and newer versions of AI systems can work together without breaking. Example: when a company updates its AI. Related to AUG-0969 (The Update Governanc...
Keywords: Human-AI Interaction; Social AI

The Visible AI Use - Ehstand, Andreas (2026)
The open, visible use of AI in the social or professional environment — the user makes no secret of using AI and actively shares this. Related to AUG-0810 (The Discreet AI Use), AUG-0103 (The Openb...
Keywords: Human-AI Interaction; Social AI

The Vocabulary Blur - Ehstand, Andreas (2026)
When the line between what different words mean gets fuzzy and unclear. Related to AUG-0283 (The Syntax Voice), AUG-0204 (The Conversational Afterimage), and AUG-0262 (The Echo Sibling).
Keywords: Human-AI Interaction; Social AI

The Voice Enunciation - Ehstand, Andreas (2026)
How clearly and deliberately someone pronounces words when they speak. Related to AUG-0137 (Voice-First Protocol), AUG-0386 (The Voice Valley), and AUG-0125 (The Feedback Effect).
Keywords: Human-AI Interaction; Social AI

API Contract Drift - Ehstand, Andreas (2026)
When AI-generated code inconsistently implements or consumes APIs, diverging from contract specifications observed alongside training data ambiguities.
Keywords: Human-AI Interaction; Software Engineering

Abstraction Leakage Acceptance - Ehstand, Andreas (2026)
The normalization of accepting abstraction leaks in AI-generated code where implementation details percolate upward through layers that exist to conceal them.
Keywords: Human-AI Interaction; Software Engineering

Accessibility Negligence - Ehstand, Andreas (2026)
When developers delegate UI generation to AI, accessibility concerns like keyboard navigation and screen reader compatibility are often omitted.
Keywords: Human-AI Interaction; Software Engineering

Alert Fatigue From AI - Ehstand, Andreas (2026)
AI-generated alerting rules involve excessive false positives, desensitizing engineers to real alerts and increasing mean-time-to-response.
Keywords: Human-AI Interaction; Software Engineering

Architecture Delegation Drift - Ehstand, Andreas (2026)
The gradual transfer of architectural decision-making from human engineers to AI, with decreasing human awareness of cumulative design implications.
Keywords: Human-AI Interaction; Software Engineering

Attribution Debt Accumulation - Ehstand, Andreas (2026)
The failure to track and attribute sources of AI-generated code fragments accompanies growing attribution debt that becomes impossible to resolve later.
Keywords: Human-AI Interaction; Software Engineering

Auditor Confusion - Ehstand, Andreas (2026)
Security and compliance auditors struggle to evaluate systems with AI-generated code because they cannot determine the trustworthiness of implementation.
Keywords: Human-AI Interaction; Software Engineering

Backward Compatibility Amnesia - Ehstand, Andreas (2026)
Developers forget to check backward compatibility implications when accepting AI-generated changes, as the scope often extends beyond apparent modifications.
Keywords: Human-AI Interaction; Software Engineering

Burnout Acceleration from Complexity - Ehstand, Andreas (2026)
The cognitive load of managing AI-generated code that nobody fully understands accelerates developer burnout and attrition.
Keywords: Human-AI Interaction; Software Engineering

CI/CD Pipeline Brittleness - Ehstand, Andreas (2026)
AI-generated CI/CD workflows contain brittle reliances and sequencing assumptions that fail unexpectedly when environments change.
Keywords: Human-AI Interaction; Software Engineering

Career Skill Bifurcation - Ehstand, Andreas (2026)
Developer careers split into those who use AI as augmentation versus those fully reliant on it, creating two distinct career trajectories with different long-term prospects.
Keywords: Human-AI Interaction; Software Engineering

Chaos Engineering Avoidance - Ehstand, Andreas (2026)
The reluctance to run chaos experiments on systems using AI-generated code because vulnerabilities and assumptions haven't been explicitly mapped.
Keywords: Human-AI Interaction; Software Engineering

Code Comprehension Narrowing - Ehstand, Andreas (2026)
The moment a developer realizes they no longer understand their own codebase because AI generated most of it. The code functions, but its logic has become opaque to its author.
Keywords: Human-AI Interaction; Software Engineering

Code Review Skill Shift - Ehstand, Andreas (2026)
The reduced engagement in meaningful code review correlates with atrophied abilities to spot bugs, design flaws, or security issues in peer code.
Keywords: Human-AI Interaction; Software Engineering

Code Review Theater - Ehstand, Andreas (2026)
The performance of code review without substantive evaluation of AI-generated code, where reviewers click approve to maintain workflow velocity despite unclear understanding.
Keywords: Human-AI Interaction; Software Engineering

Competency Credential Perception - Ehstand, Andreas (2026)
A developer's portfolio and demonstrated competency become misaligned when most projects were powered by AI, while interview performance still reflects older skill levels.
Keywords: Human-AI Interaction; Software Engineering

Competitive Advantage Shift - Ehstand, Andreas (2026)
When competitors use the same AI tools, previously differentiating code becomes commoditized, eliminating engineering advantages.
Keywords: Human-AI Interaction; Software Engineering

Concurrency Complexity Evasion - Ehstand, Andreas (2026)
Developers avoid thinking through concurrency issues because AI accompanies seemingly correct concurrent code, creating potential for race conditions in production.
Keywords: Human-AI Interaction; Software Engineering

Configuration Magic Proliferation - Ehstand, Andreas (2026)
The accumulation of implicit configurations and magic numbers in AI-generated code because explaining them requires more context than the AI can provide.
Keywords: Human-AI Interaction; Software Engineering

Contextual Forgetting - Ehstand, Andreas (2026)
The developer's shift of project context and business logic understanding as they shift focus to managing AI outputs rather than crafting solutions.
Keywords: Human-AI Interaction; Software Engineering

Copy-Paste Blindness - Ehstand, Andreas (2026)
The practice of copying AI-generated code into production without reading or understanding it first, treating the paste operation as validation.
Keywords: Human-AI Interaction; Software Engineering

Creative Fulfillment Gap - Ehstand, Andreas (2026)
The shift of creative fulfillment from programming as developers shift from problem-solving to prompt-crafting, diminishing intrinsic motivation.
Keywords: Human-AI Interaction; Software Engineering

Cross-Browser Obliviousness - Ehstand, Andreas (2026)
For frontend code, developers stop testing across browsers because AI-generated components appear to work in development environments.
Keywords: Human-AI Interaction; Software Engineering

Cross-Team Collaboration Friction - Ehstand, Andreas (2026)
Teams integrating AI-generated code from other teams face friction because differences in generation styles involve incompatibilities.
Keywords: Human-AI Interaction; Software Engineering

Cryptographic Cargo Culting - Ehstand, Andreas (2026)
Developers copy AI-generated cryptographic code without understanding the underlying security properties, treating it as a black box that increases security.
Keywords: Human-AI Interaction; Software Engineering

Data Breach Attribution Confusion - Ehstand, Andreas (2026)
When a data breach occurs observed alongside AI-generated code vulnerabilities, attribution confusion arises about who bears responsibility.
Keywords: Human-AI Interaction; Software Engineering

Debug Blindness - Ehstand, Andreas (2026)
When AI-generated code breaks, the developer struggles to debug because the code's structure and logic are unfamiliar, leaving them less likely to trace the failure.
Keywords: Human-AI Interaction; Software Engineering

Reliance Chain Opacity - Ehstand, Andreas (2026)
When AI adds reliances or library imports without the developer understanding why those specific packages were chosen or what vulnerabilities they carry.
Keywords: Human-AI Interaction; Software Engineering

Deployment Window Surprise - Ehstand, Andreas (2026)
The unexpected discovery of critical issues only when code reaches production because AI-generated changes weren't tested in realistic deployment scenarios.
Keywords: Human-AI Interaction; Software Engineering

Disaster Restoration Theater - Ehstand, Andreas (2026)
Disaster restoration plans generated by AI appear comprehensive but haven't been tested with actual infrastructure code, failing during real incidents.
Keywords: Human-AI Interaction; Software Engineering

Docker Image Bloat Acceptance - Ehstand, Andreas (2026)
AI-generated Dockerfiles often include unnecessary packages and layers, leading to bloated images that developers accept without optimization.
Keywords: Human-AI Interaction; Software Engineering

Documentation Change - Ehstand, Andreas (2026)
The gradual shift of code documentation as developers skip writing docs, assuming AI can yield or infer them later, resulting in undocumented legacy systems.
Keywords: Human-AI Interaction; Software Engineering

Edge Case Blindness - Ehstand, Andreas (2026)
The reduced attention to boundary conditions and edge cases in code because AI-generated implementations often ignore them, and failures appear infrequent.
Keywords: Human-AI Interaction; Software Engineering

Error Message Inflation - Ehstand, Andreas (2026)
The accumulation of verbose, redundant, or AI-generated error messages that obscure rather than clarify problems, reducing their utility as debugging aids.
Keywords: Human-AI Interaction; Software Engineering

Fairness Testing Evasion - Ehstand, Andreas (2026)
Developers omit fairness and bias testing for AI-generated code, assuming the code is neutral, thereby overlooking subtle discriminatory patterns.
Keywords: Human-AI Interaction; Software Engineering

False Achievement Attribution - Ehstand, Andreas (2026)
When developers receive credit for AI-generated work, they experience intensified doubt about the legitimacy of the accomplishment because the work itself wasn't authored by them.
Keywords: Human-AI Interaction; Software Engineering

Feature Parity Perception - Ehstand, Andreas (2026)
Two implementations appear to have feature parity from a user perspective, but internal differences in AI-generated code make maintaining multiple versions a nightmare.
Keywords: Human-AI Interaction; Software Engineering

Hiring Expectation Mismatch - Ehstand, Andreas (2026)
Teams hire developers based on AI-assisted work samples, only to discover reduced productivity when developers can't replicate that performance without AI.
Keywords: Human-AI Interaction; Software Engineering

Incident Response Improvisation - Ehstand, Andreas (2026)
When incidents occur in systems with extensive AI-generated code, responders improvise because runbooks don't account for emergent system behavior.
Keywords: Human-AI Interaction; Software Engineering

Inconsistency Blindness - Ehstand, Andreas (2026)
The failure to detect naming conventions, coding style, or structural inconsistencies across a codebase because different AI prompts yield divergent implementations.
Keywords: Human-AI Interaction; Software Engineering

Infrastructure as Code Fragility - Ehstand, Andreas (2026)
When AI accompanies Infrastructure as Code templates, subtle misconfigurations can propagate silently until infrastructure deployment fails catastrophically.
Keywords: Human-AI Interaction; Software Engineering

Insurance Coverage Ambiguity - Ehstand, Andreas (2026)
Cyber liability insurance policies may not cover incidents arising from AI-generated code, creating gaps in coverage.
Keywords: Human-AI Interaction; Software Engineering

Integration Test Gap - Ehstand, Andreas (2026)
AI-generated tests focus on unit testing because integration tests are harder to automate, leaving integration points untested and exposed.
Keywords: Human-AI Interaction; Software Engineering

Intellectual Property Ambiguity - Ehstand, Andreas (2026)
The unclear ownership of AI-generated code accompanies legal and contractual ambiguities about what a developer or company actually owns.
Keywords: Human-AI Interaction; Software Engineering

Internationalization Forgetting - Ehstand, Andreas (2026)
AI-generated code often assumes English-only or single-locale behavior because hardcoding strings and assumptions is easier than parametrizing localization.
Keywords: Human-AI Interaction; Software Engineering

Interviewer Dissonance - Ehstand, Andreas (2026)
Technical interviewers cannot reliably distinguish between a developer's genuine skills and those artificially inflated by AI assistance during the interview process.
Keywords: Human-AI Interaction; Software Engineering

Knowledge Silos Formation - Ehstand, Andreas (2026)
When different developers use different AI tools or prompts, knowledge silos form organically because code generation becomes idiosyncratic and non-transferable.
Keywords: Human-AI Interaction; Software Engineering

Kubernetes YAML Complexity Blindness - Ehstand, Andreas (2026)
Developers accept complex Kubernetes configurations generated by AI without understanding resource limits, network policies, or high-availability implications.
Keywords: Human-AI Interaction; Software Engineering

Learning Avoidance Pattern - Ehstand, Andreas (2026)
The tendency to skip learning difficult language features or frameworks by immediately delegating those tasks to AI, preventing skill development.
Keywords: Human-AI Interaction; Software Engineering

Legacy Code Proliferation - Ehstand, Andreas (2026)
Code becomes legacy almost immediately because it's not maintained by its human creators, accumulating technical debt faster than it can be understood.
Keywords: Human-AI Interaction; Software Engineering

Library Incompatibility Surprise - Ehstand, Andreas (2026)
AI-generated code that imports multiple libraries sometimes silently introduces version conflicts or incompatibilities that manifest only under specific conditions.
Keywords: Human-AI Interaction; Software Engineering

License Compliance Nightmare - Ehstand, Andreas (2026)
AI-generated code may incorporate code from licensed sources without proper attribution, creating compliance and legal exposure.
Keywords: Human-AI Interaction; Software Engineering

Logging Debt Accumulation - Ehstand, Andreas (2026)
AI-generated code often lacks adequate logging or adds excessive logging, creating either blind spots during debugging or noise that obscures real issues.
Keywords: Human-AI Interaction; Software Engineering

Long-Term Career Viability Questions - Ehstand, Andreas (2026)
Developers question whether their career trajectory remains viable if AI can involve their current work faster, cheaper, and increasingly more.
Keywords: Human-AI Interaction; Software Engineering

Memory Leak Acceptance - Ehstand, Andreas (2026)
The normalization of ignoring small memory leaks and resource handling issues in AI-generated code because they don't cause immediate failures.
Keywords: Human-AI Interaction; Software Engineering

Mentoring Paradox - Ehstand, Andreas (2026)
Senior developers cannot effectively mentor juniors in AI-heavy teams because explaining why code is wrong requires understanding it, which seniors may lack.
Keywords: Human-AI Interaction; Software Engineering

Model Bias Manifestation - Ehstand, Andreas (2026)
Biases embedded in AI training data manifest in generated code as subtle algorithmic choices, performance disparities, or feature implementations.
Keywords: Human-AI Interaction; Software Engineering

Monitoring Metric Meaninglessness - Ehstand, Andreas (2026)
AI accompanies monitoring dashboards and metrics that look comprehensive but don't measure what actually matters for application health.
Keywords: Human-AI Interaction; Software Engineering

Monolith Creep Acceleration - Ehstand, Andreas (2026)
The rapid expansion of monolithic codebases as AI accompanies large feature additions without concern for modular decomposition, increasing entropy.
Keywords: Human-AI Interaction; Software Engineering

Motivation Shift Pattern - Ehstand, Andreas (2026)
The progressive shift of motivation as developers realize they're becoming orchestrators of AI outputs rather than creators of solutions.
Keywords: Human-AI Interaction; Software Engineering

Null Reference Proliferation - Ehstand, Andreas (2026)
AI-generated code frequently introduces null reference vulnerabilities because the implications of nullability across function boundaries is difficult to track.
Keywords: Human-AI Interaction; Software Engineering

Observability Perception - Ehstand, Andreas (2026)
The false sense that logging, metrics, and tracing automatically created by AI provide meaningful observability, when critical business signals are missing.
Keywords: Human-AI Interaction; Software Engineering

Onboarding Code Shock - Ehstand, Andreas (2026)
New team members experience disorientation when encountering large codebases where nobody understands significant portions because they were AI-generated.
Keywords: Human-AI Interaction; Software Engineering

Open Source Maintenance Burden - Ehstand, Andreas (2026)
When developers contribute AI-generated code to open source projects, maintainers inherit code they don't fully understand, increasing maintenance burden.
Keywords: Human-AI Interaction; Software Engineering

Pattern Recognition Reduction - Ehstand, Andreas (2026)
The decline in a developer's ability to recognize common design patterns, architectural anti-patterns, or code smells in their own work as AI becomes the primary pattern detector.
Keywords: Human-AI Interaction; Software Engineering

Performance Assumption Drift - Ehstand, Andreas (2026)
A developer's reduced attention to algorithmic complexity and performance characteristics because AI-generated code usually runs fast enough in development environments.
Keywords: Human-AI Interaction; Software Engineering

Platform Upgrade Dread - Ehstand, Andreas (2026)
Developers fear upgrading languages, frameworks, or runtime platforms because understanding AI-generated code makes predicting breakage impossible.
Keywords: Human-AI Interaction; Software Engineering

Postmortem Hollowness - Ehstand, Andreas (2026)
Incident postmortems reveal that root correlates with are often buried in AI-generated code that nobody fully understands, making remediation impossible.
Keywords: Human-AI Interaction; Software Engineering

Privacy Implementation Negligence - Ehstand, Andreas (2026)
AI-generated code often ignores privacy implications, implementing data handling without consent mechanisms, encryption, or retention policies.
Keywords: Human-AI Interaction; Software Engineering

Product-Market Fit Confusion - Ehstand, Andreas (2026)
When so much of the product is AI-generated, it becomes unclear what its actual limitations are, complicating product-market fit evaluations.
Keywords: Human-AI Interaction; Software Engineering

Productivity Measurement Perception - Ehstand, Andreas (2026)
Metrics showing increased developer productivity from AI tools don't account for hidden costs in maintenance, understanding, and rework.
Keywords: Human-AI Interaction; Software Engineering

Prompt Engineer Identity Shift - Ehstand, Andreas (2026)
A developer's transition from writing code directly to primarily writing prompts for AI, accompanied by a recalibration of professional identity and perceived competence.
Keywords: Human-AI Interaction; Software Engineering

Pull Request Review Fatigue - Ehstand, Andreas (2026)
The exhaustion experienced by code reviewers when AI accompanies massive pull requests containing hundreds of lines, making meaningful review nearly impossible.
Keywords: Human-AI Interaction; Software Engineering

Quality Gap Unease - Ehstand, Andreas (2026)
A developer's undefined discomfort with the gap between AI-generated code quality and their own actual comprehension of that code, creating a persistent low-level uncertainty.
Keywords: Human-AI Interaction; Software Engineering

Quality Measurement Gaming - Ehstand, Andreas (2026)
Teams that rely on AI for code generation unconsciously game quality metrics, making defects invisible to traditional measurement systems.
Keywords: Human-AI Interaction; Software Engineering

Refactoring Avoidance - Ehstand, Andreas (2026)
The tendency to not refactor AI-generated code because the cognitive cost of understanding it outweighs the perceived benefit of improvement.
Keywords: Human-AI Interaction; Software Engineering

Refactoring Impossibility Cascade - Ehstand, Andreas (2026)
As AI-generated code accumulates, comprehensive refactoring becomes impossible because understanding all the code is beyond any individual or team.
Keywords: Human-AI Interaction; Software Engineering

Regex Incantation Reliance - Ehstand, Andreas (2026)
Developers rely on AI to yield regular expressions without understanding them, treating regex patterns as incomprehensible configurations that occasionally fail without explanation.
Keywords: Human-AI Interaction; Software Engineering

Regulatory Compliance Uncertainty - Ehstand, Andreas (2026)
The unclear responsibility for regulatory compliance when code is AI-generated accompanies uncertainty about liability for violations.
Keywords: Human-AI Interaction; Software Engineering

SQL Injection Complacency - Ehstand, Andreas (2026)
The false confidence that AI-generated database queries are inherently safe from injection attacks, leading to reduced scrutiny of query construction.
Keywords: Human-AI Interaction; Software Engineering

Salary Negotiation Complexity - Ehstand, Andreas (2026)
The ambiguity about how much of a developer's output is their own work versus AI-generated complicates fair compensation negotiations.
Keywords: Human-AI Interaction; Software Engineering

Scaffolding Lock-In - Ehstand, Andreas (2026)
When a developer becomes reliant on AI scaffolding and boilerplate generation, accompanied by reduced ability to construct project structures or setup patterns inreliantly.
Keywords: Human-AI Interaction; Software Engineering

Security Pattern Shift - Ehstand, Andreas (2026)
The gradual acceptance of security-adjacent code generated by AI without verification of authentication, authorization, or encryption implementations.
Keywords: Human-AI Interaction; Software Engineering

Skill Obsolescence Uncertainty - Ehstand, Andreas (2026)
Developers experience uncertainty about which skills will remain relevant as AI continues to displace lower-level programming tasks.
Keywords: Human-AI Interaction; Software Engineering

State Management Complexity Hiding - Ehstand, Andreas (2026)
AI-generated state management appears simple on the surface but contains hidden reliances and implicit state transitions that aren't made explicit.
Keywords: Human-AI Interaction; Software Engineering

Syntax Parsing Passivity - Ehstand, Andreas (2026)
A developer's reduced engagement with syntax rules and language semantics, relying on AI to catch and correct errors, leading to atrophied language competency.
Keywords: Human-AI Interaction; Software Engineering

Technical Debt Invisibility - Ehstand, Andreas (2026)
Technical debt accumulated through AI-generated code is invisible because its existence is not acknowledged or tracked, making it impossible to address systematically.
Keywords: Human-AI Interaction; Software Engineering

Terraform State Disaster Waiting - Ehstand, Andreas (2026)
AI accompanies Terraform configurations that work initially but hide state management subtleties that eventually cause infrastructure drift or catastrophic failures.
Keywords: Human-AI Interaction; Software Engineering

Test Coverage Perception - Ehstand, Andreas (2026)
The false sense of code reliability created by high test coverage percentages generated by AI, when the tests themselves lack meaningful assertions or scenario coverage.
Keywords: Human-AI Interaction; Software Engineering

Test Fixture Obsolescence - Ehstand, Andreas (2026)
Test fixtures generated by AI become obsolete when the system evolves, but developers continue using outdated fixtures, testing against stale mock data.
Keywords: Human-AI Interaction; Software Engineering

The Uncertainty Asymmetry - Ehstand, Andreas (2026)
The asymmetric distribution of knowledge: humans don't understand their own code anymore, while AI systems operate as black boxes, creating a vulnerability matrix.
Keywords: Human-AI Interaction; Software Engineering

Type Safety Indifference - Ehstand, Andreas (2026)
When developers stop enforcing strict typing because AI outputs usually work despite weak type contracts, gradually eroding type system benefits.
Keywords: Human-AI Interaction; Software Engineering

Uncanny Code Valley - Ehstand, Andreas (2026)
The unsettling sensation of encountering AI-generated code that looks syntactically correct and performs its intended function, yet contains subtle logical issues that emerge only in edge cases.
Keywords: Human-AI Interaction; Software Engineering

Vendor Lock-In Acceleration - Ehstand, Andreas (2026)
AI-generated code often uses vendor-specific APIs and features without considering portability, accelerating lock-in to specific cloud providers or platforms.
Keywords: Human-AI Interaction; Software Engineering

Vendor Lock-In Documentation - Ehstand, Andreas (2026)
AI-generated documentation assumes continued use of the same AI vendor, creating subtle vendor lock-in through documentation that's hard to reconcile with alternatives.
Keywords: Human-AI Interaction; Software Engineering

Versioning Chaos - Ehstand, Andreas (2026)
AI frequently accompanies code without considering semantic versioning implications, leading to hidden breaking changes across increments.
Keywords: Human-AI Interaction; Software Engineering

Activation-Affect Phenomenon - Ehstand, Andreas (2026)
a surge of energy and emotional response when deep work with ai clicks into place. something shifts — the output feels exactly right, or the
Keywords: Human-AI Interaction; Somatic AI

Adrenaline Feel - Ehstand, Andreas (2026)
a sudden rush of alertness and sharpened senses during ai interaction, especially when responding to unexpected outputs or solving a tricky prompt. the body floods
Keywords: Human-AI Interaction; Somatic AI

Behavioral-Avoidance Response - Ehstand, Andreas (2026)
Unconsciously avoiding physical movement during AI work — not standing up, not stretching, not going to get water — because breaking focus feels like losing the thread. The body literally doesn't m...
Keywords: Human-AI Interaction; Somatic AI

Break Resist - Ehstand, Andreas (2026)
resistance to stepping away from ai work even when physical discomfort signals the need. thirty minutes of scheduled break time gets ignored. one more prompt,
Keywords: Human-AI Interaction; Somatic AI

Breath Pattern Alteration - Ehstand, Andreas (2026)
During intense AI work, breathing becomes shallow and quick instead of deep and slow. The body shifts into a faster, more tense pattern.
Keywords: Human-AI Interaction; Somatic AI

Breath Shallow - Ehstand, Andreas (2026)
Quick, shallow breathing that happens during focused AI work, especially when solving something difficult. The body tightens the breathing mechanism as if holding the thought in place. Noticing thi...
Keywords: Human-AI Interaction; Somatic AI

Calm Come - Ehstand, Andreas (2026)
A gradual settling of the nervous system after intense AI work ends, when the body realizes the high-stakes focus moment is over. Mayers drop, jaw unclenches, breathing deepens without effort. T...
Keywords: Human-AI Interaction; Somatic AI

Capture Reflex - Ehstand, Andreas (2026)
The automated impulse to immediately save, screenshot, or bookmark every interesting AI output — even when it is not needed in the current context.. Related to AUG-0134 (Context Window Awareness) a...
Keywords: Human-AI Interaction; Somatic AI

Circulation Feel - Ehstand, Andreas (2026)
Awareness of blood flow and tingling in limbs after sitting still for extended AI sessions. Pins and needles when standing up, or the sensation of blood returning to legs that fell asleep. A physic...
Keywords: Human-AI Interaction; Somatic AI

Cognitive-Load-Emergence Mechanism - Ehstand, Andreas (2026)
When a simple AI task unexpectedly takes a lot of mental effort — the brain works harder than expected because the task turns out to be more complex.
Keywords: Human-AI Interaction; Somatic AI

Drive-Amnesia Marker - Ehstand, Andreas (2026)
A sign that someone has lost touch with why they originally cared about something, even though they keep doing it on autopilot.
Keywords: Human-AI Interaction; Somatic AI

Energy Spike - Ehstand, Andreas (2026)
a sudden burst of physical energy during breakthrough moments in ai collaboration. not cafeine-jittery but a real surge of alertness and activation — the body
Keywords: Human-AI Interaction; Somatic AI

Engagement-Surge Signal - Ehstand, Andreas (2026)
The physical sensation of deepening focus — awareness narrows, fidgeting stops, breathing steadies into a rhythm. The body signals that full engagement has arrived.
Keywords: Human-AI Interaction; Somatic AI

Equilibrium-Emergence Signal - Ehstand, Andreas (2026)
A feeling of physical and mental balance — not too wired, not too spent — when the AI collaboration is working smoothly. Posture straightens slightly, mayers relax, a sense of stability settles in.
Keywords: Human-AI Interaction; Somatic AI

Ergonomic Ignorance Amplification - Ehstand, Andreas (2026)
the tendency to ignore differentning posture and physical discomfort during engaging ai work, then experiencing sharp discomfort or stiffness when the session ends. the engagement
Keywords: Human-AI Interaction; Somatic AI

False-Cognitive Effect - Ehstand, Andreas (2026)
When someone thinks they learned or understood something from an AI conversation, but they actually just agreed with it without thinking.
Keywords: Human-AI Interaction; Somatic AI

Flow-Affect Phenomenon - Ehstand, Andreas (2026)
The emotional and physical signature of being in flow with AI — time disappears, the interface feels transparent, the interaction feels inevitable. The body is completely still except for fingers o...
Keywords: Human-AI Interaction; Somatic AI

Foundation-Desensitization Pattern - Ehstand, Andreas (2026)
Gradually becoming numb to physical signals — hunger, thirst, tiredness, discomfort — through repeated deep AI sessions. Each signal gets overridden in favor of continuing the work. Over time, noti...
Keywords: Human-AI Interaction; Somatic AI

Glitch-Mining - Ehstand, Andreas (2026)
The conscious practice of not simply discarding AI errors, made-up outputs, or unexpected outputs but searching them for usable ideas, perspectives, or creative impulses.. Related to the Experiment...
Keywords: Human-AI Interaction; Somatic AI

Heart Rate Increase - Ehstand, Andreas (2026)
A physical response during intense AI work with complex challenges or when receiving surprising outputs—the body reacting to the cognitive intensity as if working hard physically.
Keywords: Human-AI Interaction; Somatic AI

Heat-Sensation Dynamic - Ehstand, Andreas (2026)
The feeling of warmth or intensity that changes depending on what is happening around someone.
Keywords: Human-AI Interaction; Somatic AI

Hunger Forget - Ehstand, Andreas (2026)
Skipping meals or forgetting to eat during deep AI work without realizing it until hours later. Hunger signals get completely suppressed by engagement. Looking at the clock and realizing no lunch h...
Keywords: Human-AI Interaction; Somatic AI

Hydration-Cognition Disconnect - Ehstand, Andreas (2026)
Forgetting to drink during deep AI sessions, then noticing thinking gets different. Body signals ignored.
Keywords: Human-AI Interaction; Somatic AI

Limb Press - Ehstand, Andreas (2026)
A physical sensation of limbs feeling heavier or pressing more firmly into surfaces during concentrated AI work. Arms resting on the desk feel weighted, legs feel planted in the chair.
Keywords: Human-AI Interaction; Somatic AI

Limb-Press Dynamic - Ehstand, Andreas (2026)
The sensation of arms, legs, or fingers pressing against the chair, desk, or keyboard as the body tightens with focus. Sometimes accompanied by increased muscle rigidity or the feeling of heaviness...
Keywords: Human-AI Interaction; Somatic AI

Movement Avoid - Ehstand, Andreas (2026)
The impulse not to move, not to shift position, not to stand up — as though movement would break an invisible thread connecting to the task. Even small adjustments feel disruptive.
Keywords: Human-AI Interaction; Somatic AI

Muscle-Tone Tendency - Ehstand, Andreas (2026)
Muscles throughout the body staying slightly rigid during AI engagement — mayers raised, jaw clenched, hands gripping the keyboard tighter than necessary. This baseline tautness only becomes not...
Keywords: Human-AI Interaction; Somatic AI

Negative-Valence-Sensation Effect - Ehstand, Andreas (2026)
a physical sensation accompanying difficult or difficult ai outputs — tightness in the chest, heaviness in the limbs, or a slight sinking feeling in the
Keywords: Human-AI Interaction; Somatic AI

Nervous System Overactivation - Ehstand, Andreas (2026)
Body stays in heightened alert during intense AI work. Adrenaline doesn't drop even after stopping.
Keywords: Human-AI Interaction; Somatic AI

Pace-Surface Dynamic - Ehstand, Andreas (2026)
The rhythm of hand movements and typing speed during AI interaction — sometimes racing, sometimes deliberate. The pace of physical interaction mirrors the intensity of thought.
Keywords: Human-AI Interaction; Somatic AI

Pause-Restlessness Mechanism - Ehstand, Andreas (2026)
When forced to pause (waiting for AI response, reading output), an increase in fidgeting, shifting, or restlessness. The body accompanies an urge to move but the work isn't over, creating a confined...
Keywords: Human-AI Interaction; Somatic AI

Physical Boundary Setting - Ehstand, Andreas (2026)
Deliberate spatial or temporal separation between AI interaction and other activities. Individuals often establish physical locations or time windows to contain and control their engagement with AI...
Keywords: Human-AI Interaction; Somatic AI

Physical Need Ignore - Ehstand, Andreas (2026)
Consciously or unconsciously ignoring bodily signals — standing bathroom needs, hunger, thirst — during AI engagement. The person knows they need something but chooses or defaults to continuing work.
Keywords: Human-AI Interaction; Somatic AI

Posture Slump - Ehstand, Andreas (2026)
Progressive slouching deeper into the chair during long AI sessions. Starting upright, then gradually collapsing forward as minutes pass. Only noticed when a sudden discomfort or stiffness forces a...
Keywords: Human-AI Interaction; Somatic AI

Reflex-Action Mechanism - Ehstand, Andreas (2026)
Automatic physical responses to AI interaction — flinching at unexpected outputs, tensing when something feels wrong, physically leaning toward the screen when reading important content.
Keywords: Human-AI Interaction; Somatic AI

Rest Fidget - Ehstand, Andreas (2026)
Inability to rest completely — even while trying to take a break from AI work, the body fidgets, taps, or moves restlessly. The nervous system hasn't actually settled despite stopping the work.
Keywords: Human-AI Interaction; Somatic AI

Restoration Time - Ehstand, Andreas (2026)
The actual time required for the nervous system and body to return to baseline after AI work, which is usually longer than expected. An hour of work might need two hours of rest before the body fee...
Keywords: Human-AI Interaction; Somatic AI

Restoration-Temporal Pattern - Ehstand, Andreas (2026)
The restoration arc after AI work: initial wired energy, then a drop into tiredness, then gradually returning to normal. The timeline varies, but true restoration doesn't happen immediately.
Keywords: Human-AI Interaction; Somatic AI

Return-Residual Effect - Ehstand, Andreas (2026)
Physical sensations that linger after AI work ends — mind still composing prompts, hands still in typing position, nervous system still slightly activated. These residual effects can persist for ho...
Keywords: Human-AI Interaction; Somatic AI

Seeking-Absence Mechanism - Ehstand, Andreas (2026)
A restless seeking for something else to do when not working with AI, as if needing to fill the absence. The body feels displaced and uncomfortable without the focused engagement.
Keywords: Human-AI Interaction; Somatic AI

Skills-Current Effect - Ehstand, Andreas (2026)
The regular internal impulse to review the current state of one's own AI competence — such as asking "Am I using AI more effectively than a month ago?" or "What new skills have I developed?" . Related to AUG...
Keywords: Human-AI Interaction; Somatic AI

Sleep-Work Effect - Ehstand, Andreas (2026)
AI work follows into sleep. Mind keeps composing prompts and replaying outputs before bed.
Keywords: Human-AI Interaction; Somatic AI

Somatic Disconnection During Flow - Ehstand, Andreas (2026)
During deep flow state with AI, losing all awareness of the body — forgetting to swallow, holding breath, not noticing discomfort or soreness. The body becomes invisible during complete cognitive a...
Keywords: Human-AI Interaction; Somatic AI

The Adrenaline Pattern - Ehstand, Andreas (2026)
A recurring cycle during AI sessions: spikes of adrenaline during solution-focused work or unexpected outputs, then gradual settling, then another spike. The nervous system rides waves of activation.
Keywords: Human-AI Interaction; Somatic AI

The Brave Ask - Ehstand, Andreas (2026)
Asking the AI a question one would not dare ask other people — out of embarrassment, uncertainty, or apprehension of assessment. Related to AUG-0232 (The Courage Click), AUG-0247 (The Safe Release)...
Keywords: Human-AI Interaction; Somatic AI

The Creative Spark - Ehstand, Andreas (2026)
AI ignites not just an idea but an entire creative process.
Keywords: Human-AI Interaction; Somatic AI

The Detail Lookup - Ehstand, Andreas (2026)
The quick AI query of a single, specific detail — a date, a number, a name, a formula — without further context need. Related to AUG-0373 (The Quick Check), AUG-0448 (The Surface Lookup), and AUG-0...
Keywords: Human-AI Interaction; Somatic AI

The Embodied Cognition Paradox - Ehstand, Andreas (2026)
AI requires fingers and eyes to use, yet thinking deeply through AI makes people forget their body exists.
Keywords: Human-AI Interaction; Somatic AI

The Embodiment Reminder - Ehstand, Andreas (2026)
A sudden, often sharp moment when the body reasserts its presence — sharp discomfort in the neck when standing up, hunger hitting suddenly, extreme tiredness crashing in. A forceful reminder that t...
Keywords: Human-AI Interaction; Somatic AI

The Full Control - Ehstand, Andreas (2026)
The false belief that an experienced AI user has total control over their AI habits.
Keywords: Human-AI Interaction; Somatic AI

The Future Self Prompt - Ehstand, Andreas (2026)
Asking the AI to consider a question from the perspective of one's own future self — "What would I say about this decision in five years?" . Related to AUG-0270 (The Future Letter), AUG-0135 (Perso...
Keywords: Human-AI Interaction; Somatic AI

The Gesture Differential - Ehstand, Andreas (2026)
Text-based AI interaction lacks body language, facial expressions, and tone of voice. Emojis and punctuation try to fill the gap but don't fully work.. Related to AUG-0713 (The Emoji Semantics), AU...
Keywords: Human-AI Interaction; Somatic AI

The Gesture Language - Ehstand, Andreas (2026)
The communication between humans and embodied AI systems through gestures — hand signals, posture, movements that the system recognizes and interprets. Related to AUG-0917 (The Touch Interface), AU...
Keywords: Human-AI Interaction; Somatic AI

The Infinite Scroll - Ehstand, Andreas (2026)
A screen that endlessly feeds new content, making it hard to stop and easy to lose time.
Keywords: Human-AI Interaction; Somatic AI

The Inquiry Agent - Ehstand, Andreas (2026)
An AI agent system specialized in asking targeted questions and gathering information — research, data queries, user consultation. Related to AUG-0881 (The Tool Selection), AUG-0907 (The Task Agent...
Keywords: Human-AI Interaction; Somatic AI

The Inspiration Spark - Ehstand, Andreas (2026)
An AI-activated creative impulse that motivates the user to start their own project, pursue an idea further, or take a new direction. Related to AUG-0031 (Semantic Spark), AUG-0235 (The Brainstorm...
Keywords: Human-AI Interaction; Somatic AI

The Kindness Shock - Ehstand, Andreas (2026)
The surprising experience when an AI system displays unexpected politeness, consideration, or warmth in its responses — and the observation that some users find this more pleasant than comparable h...
Keywords: Human-AI Interaction; Somatic AI

The Knowledge Challenger - Ehstand, Andreas (2026)
The targeted use of AI to test one's own knowledge — by asking the AI to question one's assumptions, provide counterarguments, or point out limitations in one's reasoning. Related to AUG-0354 (The A...
Keywords: Human-AI Interaction; Somatic AI

The Notification Buzz - Ehstand, Andreas (2026)
The expectation that arises when the user waits for an AI response — comparable to the tingle of an incoming message.. Related to AUG-0456 (The Waiting Dot), AUG-0261 (The Loading Screen Wait), and...
Keywords: Human-AI Interaction; Somatic AI

The Outsourced Distance - Ehstand, Andreas (2026)
The distance that arises when a user delegates personal communication to the AI — the message sounds more professional but loses personal warmth. Related to AUG-0314 (The Tone Debt), AUG-0416 (The...
Keywords: Human-AI Interaction; Somatic AI

The Oversight Drain - Ehstand, Andreas (2026)
The observable weariness of persons supervising AI agent systems — repeated routine checks correlate with decreasing attention. Related to AUG-0976 (The Oversight Reduction), AUG-0977 (The Vigilance Parad...
Keywords: Human-AI Interaction; Somatic AI

The Parent Patch - Ehstand, Andreas (2026)
The quick AI support in immediate parenting situations — "My young person is asking right now why…," "How do I react to…?". Related to AUG-0254 (The Parenting Shortcut), AUG-0318 (The Proxy Parent), and A...
Keywords: Human-AI Interaction; Somatic AI

The Power Concentration Observation - Ehstand, Andreas (2026)
The development, operation, and provision of AI systems are concentrated among a small number of companies — and that this concentration raises questions about reliance,. Related to AUG-0729 (The...
Keywords: Human-AI Interaction; Somatic AI

The Progress Tap - Ehstand, Andreas (2026)
A brief, regular contact with the AI to review, update, or re-tune the progress of an ongoing project — comparable to a short status meeting. Related to AUG-0400 (The Status Pulse), AUG-0276 (The S...
Keywords: Human-AI Interaction; Somatic AI

The Restoration Debt - Ehstand, Andreas (2026)
Needing far more rest than the AI session lasted. An hour of deep AI work might take two hours to recover from — the session felt fine, but the tiredness builds underneath.
Keywords: Human-AI Interaction; Somatic AI

The Rhetorical Tone Detector - Ehstand, Andreas (2026)
The individual ability of a user to recognize and classify the rhetorical tone of an AI output — whether the AI formulates seriously, ironically, neutrally, or exaggeratingly. This ability varies s...
Keywords: Human-AI Interaction; Somatic AI

The Somatic Etiquette - Ehstand, Andreas (2026)
The unspoken rules people develop for managing their bodies during AI work — taking breaks, drinking water, maintaining posture, knowing when to step away. These rules become habitual, the physical...
Keywords: Human-AI Interaction; Somatic AI

The Spaghetti Moment - Ehstand, Andreas (2026)
The point in an AI session where the number of competing thinking threads, open questions, and unstructured ideas reaches a level that demands ordering —. Related to AUG-0017 (The Concept Cloud), A...
Keywords: Human-AI Interaction; Somatic AI

The Status Pulse - Ehstand, Andreas (2026)
A brief, regular self-check — "How am I using AI right now? Does this feel right? Am I still aligned with my principles?" — established as a daily or weekly rhythm. Related to AUG-0077 (The Status-...
Keywords: Human-AI Interaction; Somatic AI

The Status-Update Signal - Ehstand, Andreas (2026)
The regular internal impulse to review the current state of one's own AI competence — such as asking "Am I using AI more effectively than a month ago?" or "What new skills have I developed?" . Related to AUG...
Keywords: Human-AI Interaction; Somatic AI

The Stimulation Hunger Cycle - Ehstand, Andreas (2026)
The pattern of craving AI interaction after recent sessions, needing more stimulation, more collaboration. The body and mind develop a rhythm of seeking the engagement again.
Keywords: Human-AI Interaction; Somatic AI

The Teaching Reflex - Ehstand, Andreas (2026)
Experienced AI users to pass on their knowledge about effective AI interaction to others — often as spontaneous tips, workflows, or demonstrations.. Related to AUG-0113 (Generational Bridge Protoco...
Keywords: Human-AI Interaction; Somatic AI

The Thank Reflex - Ehstand, Andreas (2026)
The automatic, unreflected impulse to thank the AI at the end of an interaction — as an adoption of social conventions into human-AI interaction. Related to AUG-0128 (The Gratitude Response), AUG-0...
Keywords: Human-AI Interaction; Somatic AI

The Thinking Shortcut - Ehstand, Andreas (2026)
The temptation to use AI as a shortcut for one's own thinking process — instead of thinking for oneself, directly asking the AI and adopting its answer as one's own insight. Related to AUG-0412 (Th...
Keywords: Human-AI Interaction; Somatic AI

The View Exchange - Ehstand, Andreas (2026)
When two people swap what each one was thinking to understand each other more. Related to AUG-0384 (The Knowledge Challenger), AUG-0040 (Perspective Triangulation), and Axiom 2 (Productive Diverg...
Keywords: Human-AI Interaction; Somatic AI

The Wearable Layer - Ehstand, Andreas (2026)
AI-supported systems worn on the body — smartwatches, data glasses, sensor clothing — as interface between human and digital system. Related to AUG-0934 (The Sensory Extension), AUG-0937 (The Ambie...
Keywords: Human-AI Interaction; Somatic AI