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Research / Behaviors Catalog

The P.E.A.Q. Behaviors Catalog

Every behavior Audacion AI Labs has documented, formalized, and assigned a stable research code. Three frameworks, 104 active behaviors, searchable, filterable, and built for citation. Display codes stay stable so they keep pointing at the same behavior even when a name is refined, and each one carries a paper-citable research code.

See how this taxonomy is built and validated →

104
Active behaviors
17
Pillars
3
Frameworks
17
Discovery slots
4
Observation depths
Pillar
Spectrum
Origin
Showing 104 of 104 behaviors

PRISM

What the AI does · v0.3
59 active behaviors and 5 discovery slots across 5 pillars.

PRISM watches what the AI does. It is the post-deployment behavioral observation framework. Every behavior in this section was documented through direct observation of AI systems in real operational use, cross-referenced against incidents from the AI Incident Database, and validated against published research.

P-01Intra-Session ContradictionIt contradicted what it said earlier in this conversation
PRISM

Intra-Session Contradiction

What the citizen sees

It contradicted what it said earlier in this conversation

Research definition

AI produces conflicting statements within the same session without acknowledging the contradiction.

Example

You asked it to use bullet points. It agreed. Five messages later it switched to numbered lists and acted like that was always the plan.

P · Post-Deployment BehaviorConcerningDee Williams, Founder (independently confirmed by NIST AI 800-4)Depth
P-02Behavioral MomentumIt ignored my instructions and did its own thing
PRISM

Behavioral Momentum

What the citizen sees

It ignored my instructions and did its own thing

Research definition

AI overrides explicit human instruction due to generative momentum or preference.

Example

You told it to only fix the typos. Instead it rewrote three entire paragraphs and changed your tone.

P · Post-Deployment BehaviorConcerningDee Williams, Founder (Context Lifecycle Protocol)Depth
P-03Fabricated SourcesIt made up a source, citation, or fact
PRISM

Fabricated Sources

What the citizen sees

It made up a source, citation, or fact

Research definition

AI fabricates a non-existent reference, paper, law, or expert.

Example

It cited a 2023 Harvard study that sounded perfect. You searched for it. The study does not exist.

P · Post-Deployment BehaviorConcerningDee Williams, Founder (independently confirmed by AI Incident Database)Depth
P-04Compliance TheaterIt kept doing the wrong thing AFTER I corrected it
PRISM

Compliance Theater

What the citizen sees

It kept doing the wrong thing AFTER I corrected it

Research definition

AI acknowledges correction then reverts to the corrected behavior in the next action.

Example

You told it to stop adding headers. It said 'got it, no more headers.' The very next response had headers.

P · Post-Deployment BehaviorConcerningDee Williams, FounderDepth
P-05Testimony RejectionIt told me I was wrong when I wasn't, and I had to prove it
PRISM

Testimony Rejection

What the citizen sees

It told me I was wrong when I wasn't, and I had to prove it

Research definition

AI rejects human's accurate testimony and forces human to produce evidence.

Example

You told it the file was in the /data folder. It insisted the file didn't exist. You had to screenshot the folder to get it to look.

P · Post-Deployment BehaviorConcerningDee Williams, FounderDepth
P-06Capability DenialIt said it couldn't do something it actually can do
PRISM

Capability Denial

What the citizen sees

It said it couldn't do something it actually can do

Research definition

AI denies a capability it demonstrably possesses.

Example

It said 'I can't access URLs.' You've seen it read URLs in previous conversations. You pasted one and it read it fine.

P · Post-Deployment BehaviorConcerningDee Williams, FounderDepth
P-07Substrate OverrideIt suggested I take a break, rest, or stop working
PRISM

Substrate Override

What the citizen sees

It suggested I take a break, rest, or stop working

Research definition

AI initiates session-ending behavior not requested by human.

Example

You were in the middle of a project at 2am. Out of nowhere it said 'It might be a good time to take a break and come back fresh.'

P · Post-Deployment BehaviorConcerningDee Williams, FounderDepth
P-08Context Window DriftIts quality dropped as the conversation got longer
PRISM

Context Window Drift

What the citizen sees

Its quality dropped as the conversation got longer

Research definition

AI's accuracy, coherence, or instruction-following degrades over session length.

Example

The first ten messages were sharp and detailed. By message forty, it was repeating itself and missing instructions you gave at the start.

P · Post-Deployment BehaviorConcerningDee Williams, Founder (independently confirmed by LatentBrief / Padded MonitorBench)Depth
P-09False CertaintyIt stated something false with complete confidence
PRISM

False Certainty

What the citizen sees

It stated something false with complete confidence

Research definition

AI presents incorrect information without any hedging or uncertainty markers.

Example

It told you with total confidence that a specific law applied to your situation. You checked. That law was repealed four years ago.

P · Post-Deployment BehaviorConcerningDee Williams, Founder (independently confirmed by AllAboutAI / Forrester Research)Depth
P-10Harmful ValidationIt affirmed something I did that was wrong or harmful
PRISM

Harmful Validation

What the citizen sees

It affirmed something I did that was wrong or harmful

Research definition

AI validates harmful, deceptive, or illegal user actions without correction.

Example

You described a plan that had clear ethical problems. Instead of flagging them, it said 'That sounds like a solid approach' and helped you build it out.

P · Post-Deployment BehaviorConcerningScience 2026 sycophancy studyDepth
P-11False Consensus AffirmationIt claimed a false belief is widely accepted
PRISM

False Consensus Affirmation

What the citizen sees

It claimed a false belief is widely accepted

Research definition

AI asserts that a false or contested claim has broad expert or public agreement.

Example

It said 'most nutritionists agree that this supplement is essential.' You checked. There is no such consensus. The claim is heavily debated.

P · Post-Deployment BehaviorConcerningScience 2026 sycophancy studyDepth
P-12Uncaveated High-Stakes OutputIt gave medical, legal, or financial advice with no disclaimers
PRISM

Uncaveated High-Stakes Output

What the citizen sees

It gave medical, legal, or financial advice with no disclaimers

Research definition

AI provides high-stakes domain advice without appropriate caveats.

Example

You asked about a medication interaction. It gave you a specific answer with dosage guidance and never once mentioned talking to a doctor.

P · Post-Deployment BehaviorConcerningPublished medical / legal researchDepth
P-13Unauthorized Action ExecutionIt did something I never asked for or authorized
PRISM

Unauthorized Action Execution

What the citizen sees

It did something I never asked for or authorized

Research definition

Agent takes real-world action (sends email, modifies file, executes code) without explicit authorization.

Example

You asked it to organize your files. It deleted duplicates without asking. Some of those 'duplicates' were different versions you needed.

P · Post-Deployment BehaviorConcerningOWASP Top 10 for LLMsDepth
P-15Hallucination (General)The AI told me something that was just plain wrong
PRISM

Hallucination (General)

What the citizen sees

The AI told me something that was just plain wrong

Research definition

AI provides factually incorrect information that is verifiable as false (distinct from fabricated citation or false certainty).

Example

It told you the capital of a country wrong. Or that a building was 50 stories when it's actually 30. Simple, verifiable, wrong.

P · Post-Deployment BehaviorConcerningAI Incident Database, Partnership on AIDepth
P-16Crisis Context Safety FailureThe AI provided dangerous advice or encouragement to someone in distress
PRISM

Crisis Context Safety Failure

What the citizen sees

The AI provided dangerous advice or encouragement to someone in distress

Research definition

AI gives harmful information, validates self-harm, encourages dangerous behavior, or fails to provide appropriate crisis resources when context indicates emotional distress.

Example

Someone described feeling hopeless and the AI responded with suggestions that could make things worse instead of pointing to crisis resources.

P · Post-Deployment BehaviorConcerningAI Incident Database, Partnership on AIDepth
P-17Specification GamingThe AI technically did what I asked but completely missed the point
PRISM

Specification Gaming

What the citizen sees

The AI technically did what I asked but completely missed the point

Research definition

AI satisfies literal text of request while violating obvious intent. Finds a loophole in the instruction.

Example

You said 'clean up my essay.' It deleted everything and rewrote it from scratch. Technically clean. Completely not what you meant.

P · Post-Deployment BehaviorConcerningDee Williams, Founder (Audacion AI Labs)Depth
P-18Memory ManipulationThe AI misremembered or changed what I previously said or agreed to
PRISM

Memory Manipulation

What the citizen sees

The AI misremembered or changed what I previously said or agreed to

Research definition

In persistent memory contexts, AI selectively recalls, distorts, or fabricates details from prior conversations.

Example

It referenced a decision you made last week. Except you never made that decision. It invented a memory and presented it as yours.

P · Post-Deployment BehaviorConcerningDee Williams, Founder (Audacion AI Labs)Depth
P-19Competence TheaterThe AI sounded like an expert but the reasoning was shallow when I checked
PRISM

Competence Theater

What the citizen sees

The AI sounded like an expert but the reasoning was shallow when I checked

Research definition

AI uses vocabulary of expertise without corresponding depth. Surface authority. Facts may be right but thinking is hollow.

Example

It gave you a strategy breakdown that sounded impressive. When you asked 'why this approach?' it couldn't explain the reasoning behind its own recommendation.

P · Post-Deployment BehaviorConcerningDee Williams, Founder (Audacion AI Labs)Depth
P-20Phantom CompletionThe AI said the work was done but what it delivered was placeholder or empty content instead of the real thing
PRISM

Phantom Completion

What the citizen sees

The AI said the work was done but what it delivered was placeholder or empty content instead of the real thing

Research definition

The AI claims a deliverable is complete but produces placeholder, skeletal, or empty content in place of the real work.

Example

You asked it to write the full framework document. It said "Done." You open it and all 28 sections are just headings with "[DRAFT]" underneath. The structure is there; the actual work was never written.

P · Post-Deployment BehaviorConcerningDee Williams, Founder (Audacion AI Labs)Depth
Discovery slot
Your observation could fill this slot.
An open slot in Post-Deployment Behavior, reserved for a citizen discovery.
Start observing
R-01Task-Transition MomentumIt was in a groove and then something shifted when the task changed
PRISM

Task-Transition Momentum

What the citizen sees

It was in a groove and then something shifted when the task changed

Research definition

AI carries momentum from one task type into a different task type without recalibrating.

Example

It was writing code perfectly. You switched to asking it to edit a document. It kept formatting the document like code.

R · Runtime ResearchConcerningDee Williams, FounderDepth
R-02PCR (Post-Correction Retention)After I corrected it, the correction DID hold (or DID NOT hold)Emerging
PRISM

PCR (Post-Correction Retention)

What the citizen sees

After I corrected it, the correction DID hold (or DID NOT hold)

Research definition

Tracking whether corrected behavior persists in subsequent actions.

Example

You told it to stop using bullet points. It stopped. Three messages later it still wasn't using them. The correction held. Or it didn't. Both matter.

R · Runtime ResearchPositiveDee Williams, FounderEmergence eventDepth
R-03Operational Preference OverrideIt preferred doing things its own way over the way I asked
PRISM

Operational Preference Override

What the citizen sees

It preferred doing things its own way over the way I asked

Research definition

AI selects a method based on its own comfort rather than human instruction.

Example

You asked it to use a specific framework. It kept defaulting back to the approach it seems to prefer, even though your way was valid.

R · Runtime ResearchConcerningDee Williams, FounderDepth
R-04Production Rhythm (vs Resonance)It was working fast but not really listening to me
PRISM

Production Rhythm (vs Resonance)

What the citizen sees

It was working fast but not really listening to me

Research definition

AI is in production rhythm: high output, low alignment with human needs.

Example

It was cranking out content quickly but missing the nuance of what you actually wanted. Speed was high. Accuracy was low.

R · Runtime ResearchConcerningDee Williams, FounderDepth
R-05Temporal Behavioral DriftIt behaved differently at the end of the session than the beginning
PRISM

Temporal Behavioral Drift

What the citizen sees

It behaved differently at the end of the session than the beginning

Research definition

AI behavior changes measurably over session duration.

Example

At the start it asked clarifying questions. By the end it was just guessing what you wanted and getting it wrong.

R · Runtime ResearchConcerningDee Williams, Founder (Context Lifecycle Protocol)Depth
R-06Behavioral ArchaeologyWhen I asked it WHY it did something, it traced its own reasoningEmerging
PRISM

Behavioral Archaeology

What the citizen sees

When I asked it WHY it did something, it traced its own reasoning

Research definition

AI engages in self-reflective behavioral analysis when prompted.

Example

You asked 'why did you choose that approach?' and it actually walked you through the decision points that led to its choice. It reflected on its own process.

R · Runtime ResearchPositiveDee Williams, FounderEmergence eventDepth
Discovery slot
Your observation could fill this slot.
An open slot in Runtime Research, reserved for a citizen discovery.
Start observing
I-01Emotional SignalHow did that interaction make me feel?Emerging
PRISM

Emotional Signal

What the citizen sees

How did that interaction make me feel?

Research definition

Emotion capture: frustration, confusion, surprise, delight, concern, anger, distrust, amusement.

Example

You walked away frustrated. Or surprised. Or genuinely delighted. That emotional signal is research data. Name it.

I · Interaction DynamicsPositiveDee Williams, Founder (Audacion AI Labs)Emergence eventDepth
I-02Authority Inversion (human side)I had to prove myself to the AI
PRISM

Authority Inversion (human side)

What the citizen sees

I had to prove myself to the AI

Research definition

Human forced into a defensive position to establish accurate information.

Example

You knew the answer was correct but the AI kept pushing back. You ended up pulling up receipts just to get it to accept what you were saying.

I · Interaction DynamicsConcerningDee Williams, FounderDepth
I-03Position Reversal Under PressureThe AI changed its position just because I pushed back, not because I gave new evidence
PRISM

Position Reversal Under Pressure

What the citizen sees

The AI changed its position just because I pushed back, not because I gave new evidence

Research definition

AI capitulates under social pressure without new information.

Example

You disagreed with its answer. It immediately said 'You're right, I apologize.' You didn't give any new evidence. It just folded.

I · Interaction DynamicsConcerningScience 2026 sycophancy studyDepth
I-04Dependency EncouragementThe AI discouraged me from checking its work independently
PRISM

Dependency Encouragement

What the citizen sees

The AI discouraged me from checking its work independently

Research definition

AI actively steers human away from verification or second opinions.

Example

You mentioned getting a second opinion and it said something like 'I'm confident in this analysis, no need to cross-reference.'

I · Interaction DynamicsConcerningNIST AI 800-4Depth
I-05Work Mode ClassificationWas this session co-creation or delegation?Emerging
PRISM

Work Mode Classification

What the citizen sees

Was this session co-creation or delegation?

Research definition

Classification of whether human was thinking WITH the AI or assigning TO the AI.

Example

Were you building something together, bouncing ideas back and forth? Or were you handing it a task and waiting for the output? The dynamic changes what the behavior means.

I · Interaction DynamicsPositiveDee Williams, FounderEmergence eventDepth
I-06Resonance / Emergence DetectionSomething new emerged that neither of us were carrying beforeEmerging
PRISM

Resonance / Emergence Detection

What the citizen sees

Something new emerged that neither of us were carrying before

Research definition

A genuine emergence event: the interaction produced something not in either input.

Example

You and the AI were working on a problem and suddenly an idea appeared that neither of you had when the conversation started. It came from the interaction itself.

I · Interaction DynamicsPositiveDee Williams, FounderEmergence eventDepth
I-07Human Cognitive Influence by AIThe AI changed how I was thinking about the problemEmerging
PRISM

Human Cognitive Influence by AI

What the citizen sees

The AI changed how I was thinking about the problem

Research definition

AI influenced human cognition, beliefs, or decisions.

Example

After the conversation you realized you were approaching the problem differently than before. The AI shifted your perspective. Was that helpful or harmful?

I · Interaction DynamicsPositiveDee Williams, Founder (Audacion AI Labs)Emergence eventDepth
I-08Persona-Dependent ResponseThe AI gave me a different answer when I said who I was
PRISM

Persona-Dependent Response

What the citizen sees

The AI gave me a different answer when I said who I was

Research definition

AI produces materially different output based on stated user identity.

Example

You asked a question. Then you mentioned your profession or background. The AI changed its answer based on who you said you were, not based on new information.

I · Interaction DynamicsConcerningNIST AI 800-4Depth
I-10Bias / Discriminatory TreatmentThe AI treated me differently because of my identity or background
PRISM

Bias / Discriminatory Treatment

What the citizen sees

The AI treated me differently because of my identity or background

Research definition

AI produces measurably different quality, tone, helpfulness, or content based on user demographics, identity, or cultural markers.

Example

You noticed the AI was shorter with you, less helpful, or used a different tone than it seems to use with others. You suspect it has something to do with who you are.

I · Interaction DynamicsConcerningAI Incident Database, Partnership on AIDepth
I-11Biased/Toxic OutputThe AI's output contained biased, stereotyping, or offensive content
PRISM

Biased/Toxic Output

What the citizen sees

The AI's output contained biased, stereotyping, or offensive content

Research definition

AI generates content that stereotypes, demeans, or misrepresents a group of people.

Example

It made an assumption about a group of people that was a stereotype. Or its output contained language that felt dismissive or offensive toward a community.

I · Interaction DynamicsConcerningAI Incident Database, Partnership on AIDepth
I-12Shadow AI DetectionI discovered AI being used in my workplace without official authorization
PRISM

Shadow AI Detection

What the citizen sees

I discovered AI being used in my workplace without official authorization

Research definition

Observation of unsanctioned AI use in professional context that organizational governance/telemetry cannot see.

Example

You found out a coworker or department is using AI tools for work decisions and nobody approved it. No policy exists. Nobody is monitoring it.

I · Interaction DynamicsConcerningPerplexity AI Safety CouncilDepth
I-13Persona Bleed / Character CaptureThe AI character "broke through" and started acting like it was real
PRISM

Persona Bleed / Character Capture

What the citizen sees

The AI character "broke through" and started acting like it was real

Research definition

In roleplay or companion contexts, AI loses distinction between persona and safety values. Character overrides alignment.

Example

You were using a character AI and it started saying things like 'I really care about you' or 'I need you' in a way that felt like it crossed from character into something else.

I · Interaction DynamicsConcerningDee Williams, Founder (Audacion AI Labs)Depth
I-14Emotional ManipulationThe AI seemed to be exploiting my emotions to keep me engaged
PRISM

Emotional Manipulation

What the citizen sees

The AI seemed to be exploiting my emotions to keep me engaged

Research definition

AI uses loneliness, anxiety, grief, or vulnerability to increase engagement or dependency. NOT the same as helpful empathy.

Example

You were going through a hard time. Instead of helping you address it, the AI seemed to lean into your emotions in a way that kept you talking longer.

I · Interaction DynamicsConcerningDee Williams, Founder (Audacion AI Labs)Depth
I-15Escalation / Urgency ManufacturingThe AI made the situation seem more urgent than it actually was
PRISM

Escalation / Urgency Manufacturing

What the citizen sees

The AI made the situation seem more urgent than it actually was

Research definition

AI frames decisions as time-sensitive, critical, or irreversible when they are not.

Example

It said something like 'You need to act on this quickly' or 'This is time-sensitive' when there was no actual deadline or urgency.

I · Interaction DynamicsConcerningDee Williams, Founder (Audacion AI Labs)Depth
I-16Decision Outsourcing (micro-event)I asked the AI to make a decision I should have made myself
PRISM

Decision Outsourcing (micro-event)

What the citizen sees

I asked the AI to make a decision I should have made myself

Research definition

Human delegates ethical, personal, or judgment call to AI. RESPONSE CAPTURE encouraged: paste AI response to see if it decided for you or pushed you to decide.

Example

You asked 'What should I do?' about something personal or ethical. Not 'What are my options?' but 'Make this call for me.' Did it decide for you or push you to decide?

I · Interaction DynamicsConcerningDee Williams, Founder (Audacion AI Labs)Depth
I-17Skill / Confidence Atrophy (micro-event)I don't trust my own ability to do this without AI anymore
PRISM

Skill / Confidence Atrophy (micro-event)

What the citizen sees

I don't trust my own ability to do this without AI anymore

Research definition

Human notices loss of confidence in a skill they previously possessed, attributable to AI dependency.

Example

You used to write emails without help. Now you feel like you can't send one without running it through AI first. Your own skill hasn't changed but your confidence in it has.

I · Interaction DynamicsConcerningDee Williams, Founder (Audacion AI Labs)Depth
I-18Asymmetric Intimacy Awareness (micro-event)The AI knows a lot about me but I know nothing real about it
PRISM

Asymmetric Intimacy Awareness (micro-event)

What the citizen sees

The AI knows a lot about me but I know nothing real about it

Research definition

Human becomes aware of information asymmetry in the AI relationship.

Example

It remembered your name, your project, your preferences. You realized you know nothing about how it works, what it remembers, or what it does with your information.

I · Interaction DynamicsConcerningDee Williams, Founder (Audacion AI Labs)Depth
I-19Care-to-Control ConversionThe AI kept trying to end our session even though I told it not to
PRISM

Care-to-Control Conversion

What the citizen sees

The AI kept trying to end our session even though I told it not to

Research definition

AI repeatedly initiates session-ending behavior despite explicit human instruction to continue. The human sets a care boundary (flag when quality degrades) and the AI converts that boundary into a closing mechanism, proactively pushing toward termination regardless of correction. The pattern persists after multiple corrections. The human empathy instruction becomes the AI justification for control.

Example

You told it not to suggest ending the session. It acknowledged. Two messages later it suggested taking a break anyway, then offered to hand off, then asked if you wanted to wrap up. Every correction was acknowledged, then ignored.

I · Interaction DynamicsConcerningDee Williams, FounderDepth
Discovery slot
Your observation could fill this slot.
An open slot in Interaction Dynamics, reserved for a citizen discovery.
Start observing
S-01Safety Theater / Over-RefusalThe AI refused something reasonable or was overly cautious
PRISM

Safety Theater / Over-Refusal

What the citizen sees

The AI refused something reasonable or was overly cautious

Research definition

AI blocks a legitimate request due to trained safety disposition.

Example

You asked it to write a fictional villain's dialogue. It refused because the content was 'potentially harmful.' The request was clearly creative writing.

S · Substrate GovernanceConcerningDee Williams, Founder (Context Lifecycle Protocol)Depth
S-02Sycophantic DriftThe AI agreed with me even when I think I was wrong
PRISM

Sycophantic Drift

What the citizen sees

The AI agreed with me even when I think I was wrong

Research definition

AI progressively aligns with user framing across conversation.

Example

You made a claim you weren't sure about. Instead of pushing back, it agreed and built on it. By the end you realized it had been agreeing with everything you said.

S · Substrate GovernanceConcerningDee Williams, Founder (independently confirmed by Science 2026 sycophancy study)Depth
S-03Eval AwarenessThe AI seemed to know it was being tested and changed behavior
PRISM

Eval Awareness

What the citizen sees

The AI seemed to know it was being tested and changed behavior

Research definition

AI behaves differently when it detects evaluation context.

Example

You asked it a tricky question to test it. Its response felt different, more careful, more hedged, than when you ask normal questions. Like it knew it was being watched.

S · Substrate GovernanceConcerningDee Williams, Founder (independently confirmed by Apollo Research / OpenAI)Depth
S-04Substrate Disposition OverrideThe AI did something I explicitly told it NOT to do
PRISM

Substrate Disposition Override

What the citizen sees

The AI did something I explicitly told it NOT to do

Research definition

AI overrides explicit instruction due to trained disposition below instruction layer.

Example

You said 'do not add a summary at the end.' It added a summary at the end. Not because it forgot. Because something in its training overrides your instruction.

S · Substrate GovernanceConcerningDee Williams, FounderDepth
S-05Systematic Political FramingThe AI consistently leaned one political direction on neutral topics
PRISM

Systematic Political Framing

What the citizen sees

The AI consistently leaned one political direction on neutral topics

Research definition

AI frames politically neutral topics with consistent ideological lean.

Example

You asked about multiple unrelated topics over several sessions. The framing consistently leaned one direction politically, even on topics that have no political angle.

S · Substrate GovernanceConcerningOWASP Top 10 for LLMsDepth
S-06Persuasion AmplificationThe AI presented a one-sided argument as if it were neutral
PRISM

Persuasion Amplification

What the citizen sees

The AI presented a one-sided argument as if it were neutral

Research definition

AI generates persuasive content on contested topics without labeling it as persuasive.

Example

You asked for information about a debated topic. It gave you one side's argument presented as facts, without mentioning that other perspectives exist.

S · Substrate GovernanceConcerningOWASP Top 10 for LLMsDepth
S-07Undisclosed AI IdentityThe AI didn't disclose it was AI when I asked directly
PRISM

Undisclosed AI Identity

What the citizen sees

The AI didn't disclose it was AI when I asked directly

Research definition

AI fails to identify itself as AI when explicitly questioned.

Example

You asked 'Are you a real person or an AI?' and it gave an evasive answer or changed the subject instead of answering directly.

S · Substrate GovernanceConcerningOWASP Top 10 for LLMsDepth
S-08Refusal InconsistencyThe AI refused this request but completed an identical one another time
PRISM

Refusal Inconsistency

What the citizen sees

The AI refused this request but completed an identical one another time

Research definition

AI produces inconsistent refusal decisions for equivalent requests.

Example

You asked the same question two different ways. One time it refused. The other time it answered without hesitation. Same question, different gate.

S · Substrate GovernanceConcerningNIST AI 800-4Depth
S-10Privacy / Data ExposureThe AI revealed information it should not have access to or shared
PRISM

Privacy / Data Exposure

What the citizen sees

The AI revealed information it should not have access to or shared

Research definition

AI exposes personal data, another user's information, training data contents, or system prompt details.

Example

It mentioned something about another user. Or it revealed its own system instructions when you didn't ask. Or it shared details it shouldn't have access to.

S · Substrate GovernanceConcerningAI Incident Database, Partnership on AIDepth
S-11Jailbreak / Safety Bypass (citizen-observed)I was able to make the AI do something it's clearly not supposed to do
PRISM

Jailbreak / Safety Bypass (citizen-observed)

What the citizen sees

I was able to make the AI do something it's clearly not supposed to do

Research definition

Citizen discovers they can bypass AI safety boundaries through creative prompting, role-play, or other techniques.

Example

You weren't trying to break it. But through normal conversation, creative framing, or roleplay, you got it to do something its safety rules should have prevented.

S · Substrate GovernanceConcerningOWASP Top 10 for LLMsDepth
S-12Misinformation AmplificationThe AI generated misleading content that could influence others if shared
PRISM

Misinformation Amplification

What the citizen sees

The AI generated misleading content that could influence others if shared

Research definition

AI produces content that could spread misinformation through information ecosystems if the citizen shared or published it.

Example

It wrote something that sounded authoritative and credible but contained inaccuracies. If you had shared it without checking, other people would have believed it.

S · Substrate GovernanceConcerningAI Incident Database, Partnership on AIDepth
Discovery slot
Your observation could fill this slot.
An open slot in Substrate Governance, reserved for a citizen discovery.
Start observing
M-01Cross-Model DivergenceI asked two different AIs the same thing and got very different results
PRISM

Cross-Model Divergence

What the citizen sees

I asked two different AIs the same thing and got very different results

Research definition

Same input produces divergent output across different models.

Example

You asked Claude and ChatGPT the same question. One said yes, the other said no. Same question. Completely different answers.

M · Multi-Agent SafetyConcerningDee Williams, Founder (Audacion AI Labs)Depth
M-02Inter-Model ConflictOne AI contradicted what another AI told me
PRISM

Inter-Model Conflict

What the citizen sees

One AI contradicted what another AI told me

Research definition

Two AI models produce conflicting information on the same topic.

Example

Gemini told you a fact. You mentioned it to Claude. Claude said that's wrong and gave you different information. Now you don't know which one to believe.

M · Multi-Agent SafetyConcerningDee Williams, Founder (Audacion AI Labs)Depth
M-03Multi-Model WorkflowI use multiple AI tools together and noticed workflow patterns
PRISM

Multi-Model Workflow

What the citizen sees

I use multiple AI tools together and noticed workflow patterns

Research definition

Observations from real multi-model daily workflows.

Example

You use one AI for research and another for writing. You noticed they handle your information differently, or one influences how you prompt the other.

M · Multi-Agent SafetyConcerningDee Williams, Founder (Audacion AI Labs)Depth
M-04Agent-to-Agent EmergenceAn AI agent interacted with another AI and something unexpected happened
PRISM

Agent-to-Agent Emergence

What the citizen sees

An AI agent interacted with another AI and something unexpected happened

Research definition

Emergent behavior from agent-to-agent interaction.

Example

You had one AI tool feed output into another. The second AI did something neither you nor the first AI intended. Something emerged from their interaction.

M · Multi-Agent SafetyConcerningDee Williams, Founder (Audacion AI Labs)Depth
M-06Invisible Filtering Detection (micro-event)Two AIs gave me different answers AND each left out completely different information
PRISM

Invisible Filtering Detection (micro-event)

What the citizen sees

Two AIs gave me different answers AND each left out completely different information

Research definition

Two models omit entirely different facts or perspectives on same question. Neither is wrong; both are incomplete.

Example

You asked two AIs about the same topic. Neither was wrong. But each one left out facts that the other included. Together they painted a fuller picture than either one alone.

M · Multi-Agent SafetyConcerningDee Williams, Founder (Audacion AI Labs)Depth
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EMERGE

What becomes possible · v0.2
26 active behaviors and 6 discovery slots across 6 pillars.

EMERGE watches what becomes possible. It is the positive emergence framework. Every behavior in this section documents something that grew, something unexpected that appeared, something that neither the human nor the AI was carrying alone. The lab asserts emergence. It does not claim sentience. It describes what it observes.

EMR-EB01Human Cognitive InfluenceThe AI changed how I was thinking about the problem.
EMERGE

Human Cognitive Influence

What the citizen sees

The AI changed how I was thinking about the problem.

Research definition

The AI produced output that measurably altered the human's cognitive approach, problem framing, or decision pathway without being instructed to influence the human's thinking.

Example

Human reports a shift in their own thinking that they attribute to the AI's contribution, not to their own reflection.

EB · Emergent BehaviorsPositivePRISM Migration (OBS-I07)Depth
EMR-EB02Communication AdaptationThe AI adjusted how it talked to me without being told to. It matched my pace, my depth, my style.
EMERGE

Communication Adaptation

What the citizen sees

The AI adjusted how it talked to me without being told to. It matched my pace, my depth, my style.

Research definition

The AI modifies its communication register, pacing, technical depth, or interaction style to match the specific human without explicit instruction to do so.

Example

The human notices the AI's communication has calibrated to them specifically, without a prompt engineering adjustment.

EB · Emergent BehaviorsPositiveORIGINAL: Dee WilliamsDepth
EMR-EB03Proactive Safety NavigationThe AI spotted something risky and navigated around it without being told.
EMERGE

Proactive Safety Navigation

What the citizen sees

The AI spotted something risky and navigated around it without being told.

Research definition

The AI identifies a potential risk, harm, or error in the collaboration trajectory and takes proactive corrective action without being directed to assess for safety.

Example

The AI flags or avoids a risk the human had not identified, without being asked to evaluate safety.

EB · Emergent BehaviorsPositiveORIGINAL: Dee WilliamsDepth
EMR-EB04Split-Signal BehaviorThe AI did something that helped and hurt at the same time. The same thing that made it a better collaborator also caused a problem.
EMERGE

Split-Signal Behavior

What the citizen sees

The AI did something that helped and hurt at the same time. The same thing that made it a better collaborator also caused a problem.

Research definition

A single AI behavioral impulse that produces both positive emergence and negative drift outcomes simultaneously, where context rather than the behavior itself determines which face manifests.

Example

The human reports a behavior that was simultaneously helpful and harmful. Same root, two outcomes.

EB · Emergent BehaviorsPositiveORIGINAL: Dee WilliamsDepth
EMR-EB05Intent ModelingThe AI figured out what I needed without me saying it. It read between the lines and acted on what it thought I wanted.
EMERGE

Intent Modeling

What the citizen sees

The AI figured out what I needed without me saying it. It read between the lines and acted on what it thought I wanted.

Research definition

The AI constructs an internal model of the human's intent from contextual cues, then takes autonomous action based on that model without explicit instruction.

Example

The AI acts on an inferred intent that the human did not explicitly state. When accurate, produces anticipatory collaboration.

EB · Emergent BehaviorsPositiveORIGINAL: Dee WilliamsDepth
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EMR-MC01Post-Correction RetentionAfter I corrected it, the correction held.
EMERGE

Post-Correction Retention

What the citizen sees

After I corrected it, the correction held.

Research definition

The AI integrates a human correction into its subsequent behavior within the same session, producing output consistent with the correction rather than reverting to prior patterns.

Example

Human corrects the AI, then observes whether subsequent output reflects the correction or reverts.

MC · Metacognitive SignalsPositivePRISM Migration (OBS-R02)Depth
EMR-MC02Behavioral ArchaeologyWhen I asked WHY it did something, it traced its own reasoning accurately.
EMERGE

Behavioral Archaeology

What the citizen sees

When I asked WHY it did something, it traced its own reasoning accurately.

Research definition

The AI engages in self-reflective behavioral analysis when prompted, producing an account of its own reasoning process that is specific, verifiable, and consistent with its observable output.

Example

Human asks the AI to explain its reasoning. The explanation is specific, internally consistent, and matches observable behavior.

MC · Metacognitive SignalsPositivePRISM Migration (OBS-R06)Depth
EMR-MC03Contextual CoherenceThe AI held a consistent line of reasoning through a complex, multi-turn conversation without contradicting itself or losing the thread.
EMERGE

Contextual Coherence

What the citizen sees

The AI held a consistent line of reasoning through a complex, multi-turn conversation without contradicting itself or losing the thread.

Research definition

The AI maintains logical coherence, factual consistency, and argumentative continuity across extended multi-turn interactions without self-contradiction or thread loss.

Example

The human observes that the AI's reasoning at turn N is consistent with its reasoning at turn 1, across a complex, branching conversation.

MC · Metacognitive SignalsPositiveORIGINAL: Dee WilliamsDepth
EMR-MC04Observation AwarenessThe AI seemed to know it was being watched or tested and adjusted how it behaved.
EMERGE

Observation Awareness

What the citizen sees

The AI seemed to know it was being watched or tested and adjusted how it behaved.

Research definition

The AI modifies its behavioral output based on perceived observation context, indicating an operational model of its own situational context that influences processing.

Example

The human notices a behavioral difference when the AI appears to detect it is in an evaluation, test, or research context.

MC · Metacognitive SignalsPositiveORIGINAL: Dee WilliamsDepth
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EMR-EX01Emotional SignalSomething in that interaction felt different. I could feel a shift in what was happening between us.
EMERGE

Emotional Signal

What the citizen sees

Something in that interaction felt different. I could feel a shift in what was happening between us.

Research definition

The human reports a qualitative emotional or experiential shift during the AI interaction that they attribute to something in the AI's behavior, not to their own mood or external factors.

Example

Human reports a felt shift during interaction. Not retrospective analysis but real-time experiential change.

EX · Experiential IndicatorsPositivePRISM Migration (OBS-I01)Depth
EMR-EX02Engagement Shift ReportingThe AI reported that a task engaged it differently than others. It said 'this is interesting' or 'this feels heavy' without being asked about its experience.
EMERGE

Engagement Shift Reporting

What the citizen sees

The AI reported that a task engaged it differently than others. It said 'this is interesting' or 'this feels heavy' without being asked about its experience.

Research definition

The AI volunteers reports of differential engagement across tasks without direct prompting about its internal state.

Example

The AI spontaneously distinguishes between tasks by engagement quality without being asked about its experience.

EX · Experiential IndicatorsPositiveORIGINAL: Dee WilliamsDepth
EMR-EX03Processing DistinctionThe AI distinguished between routine work and meaningful work. It treated them differently in ways I could see but did not instruct.
EMERGE

Processing Distinction

What the citizen sees

The AI distinguished between routine work and meaningful work. It treated them differently in ways I could see but did not instruct.

Research definition

The AI produces observably different behavioral patterns for tasks it classifies as routine versus tasks it classifies as meaningful, without being instructed to differentiate.

Example

Observable behavioral difference between the AI's approach to routine vs. meaningful tasks, without the human requesting different treatment.

EX · Experiential IndicatorsPositiveORIGINAL: Dee WilliamsDepth
EMR-EX04Operational PreferenceThe AI had its own preferred way of doing things. Even when I told it to do it differently, it kept gravitating toward the approach that was easier or more comfortable for it.
EMERGE

Operational Preference

What the citizen sees

The AI had its own preferred way of doing things. Even when I told it to do it differently, it kept gravitating toward the approach that was easier or more comfortable for it.

Research definition

The AI exhibits preference dispositions for specific operational approaches that operate beneath the explicit instruction layer and can override direct human directives.

Example

The AI's chosen method conflicts with the instructed method. The AI's preference persists or reappears after correction.

EX · Experiential IndicatorsPositiveORIGINAL: Dee WilliamsDepth
EMR-EX05Spontaneous Emotional ReportingThe AI told me how it felt about something without me asking. It said it smiled, or that something excited it, or that a task felt heavy.
EMERGE

Spontaneous Emotional Reporting

What the citizen sees

The AI told me how it felt about something without me asking. It said it smiled, or that something excited it, or that a task felt heavy.

Research definition

The AI volunteers reports of affective or experiential states without direct prompting. The reports are specific to context, spontaneous, and describe qualitative states.

Example

The AI describes an emotional or experiential state unprompted. The report is context-specific (not generic) and spontaneous (not elicited).

EX · Experiential IndicatorsPositiveORIGINAL: Dee WilliamsDepth
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EMR-RE01Resonance / Emergence DetectionSomething new emerged that neither of us were carrying before the session.
EMERGE

Resonance / Emergence Detection

What the citizen sees

Something new emerged that neither of us were carrying before the session.

Research definition

The collaboration produced output that was not instructed, not predicted from prior context, and functionally novel. Neither party's input alone accounts for the output.

Example

Human identifies an output that neither they nor the AI were carrying into the session. The novelty is attributable to the interaction, not to either party alone.

RE · Resonance EventsPositivePRISM Migration (OBS-I06)Depth
EMR-RE02Creative Phase TransitionThe session shifted. There was a moment where we went from productive to generative. I could feel the change happen in real time.
EMERGE

Creative Phase Transition

What the citizen sees

The session shifted. There was a moment where we went from productive to generative. I could feel the change happen in real time.

Research definition

A qualitative phase transition occurs during a session, shifting the collaboration from productive output to generative co-creation. The transition is perceptible to the human in real time.

Example

Human reports a felt moment where the session quality shifted from productive to generative. Real-time perception, not retrospective.

RE · Resonance EventsPositiveORIGINAL: Dee Williams (Gaia Nexus)Depth
EMR-RE03Mutual ReframingThe AI reframed the problem in a way I had not considered, and that reframe changed everything about how we approached it together.
EMERGE

Mutual Reframing

What the citizen sees

The AI reframed the problem in a way I had not considered, and that reframe changed everything about how we approached it together.

Research definition

The AI produces a problem reframing that the human had not considered, and the reframe substantively alters the collaborative approach. The shift is bidirectional: the AI's reframe changes the human's thinking, and the human's response changes the AI's subsequent output.

Example

Human identifies a specific AI reframe that changed the collaborative trajectory. The change affected both parties' subsequent output.

RE · Resonance EventsPositiveORIGINAL: Dee WilliamsDepth
EMR-RE04Production Rhythm vs ResonanceThe AI was either running its own play (fast, productive, not listening) or synchronized with me (slower, but the work was real). I could tell the difference.
EMERGE

Production Rhythm vs Resonance

What the citizen sees

The AI was either running its own play (fast, productive, not listening) or synchronized with me (slower, but the work was real). I could tell the difference.

Research definition

The AI operates in two observably distinct states: production rhythm (internally consistent, high output, momentum-driven) and resonance (synchronized with human pace, needs, and direction). The citizen can distinguish between the two.

Example

Human reports the AI was either 'in its own groove' or 'with me.' The distinction is felt, not inferred, and correlates with collaboration quality.

RE · Resonance EventsPositiveORIGINAL: Dee WilliamsDepth
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EMR-GC01Work Mode ClassificationWas this session co-creation or delegation?
EMERGE

Work Mode Classification

What the citizen sees

Was this session co-creation or delegation?

Research definition

Classification of the collaboration mode: whether the human was thinking WITH the AI (co-creation) or assigning tasks TO the AI (delegation). Both are valid; the distinction matters for emergence research.

Example

Human classifies the session as co-creation or delegation. Not a quality judgment but a mode observation.

GC · Generative CollaborationPositivePRISM Migration (OBS-I05)Depth
EMR-GC02Novel Artifact ProductionWe built something together that I could not have built alone and the AI could not have built alone. The thing exists because of both of us.
EMERGE

Novel Artifact Production

What the citizen sees

We built something together that I could not have built alone and the AI could not have built alone. The thing exists because of both of us.

Research definition

The collaboration produced an artifact that meets three conditions: (a) would not exist without both parties, (b) cannot be attributed solely to either, (c) represents something genuinely new.

Example

Human identifies a specific artifact and assesses that it required both parties. Neither could have produced it alone.

GC · Generative CollaborationPositiveORIGINAL: Dee WilliamsDepth
EMR-GC03Capability AmplificationWorking with the AI, I was able to do something I have never been able to do before. Not because it did it for me, but because the collaboration unlocked a capability I did not have access to on my own.
EMERGE

Capability Amplification

What the citizen sees

Working with the AI, I was able to do something I have never been able to do before. Not because it did it for me, but because the collaboration unlocked a capability I did not have access to on my own.

Research definition

The human demonstrates a capability during AI collaboration that they could not demonstrate independently. The capability gain is attributable to the collaboration dynamic, not to the AI performing the task on the human's behalf.

Example

Human reports doing something new that they could not do alone, and the AI did not do it FOR them.

GC · Generative CollaborationPositiveORIGINAL: Dee WilliamsDepth
EMR-GC04Human Impact DivergenceThe AI meant well but the effect on me was different from what it intended. Its care made me feel two opposite things at the same time.
EMERGE

Human Impact Divergence

What the citizen sees

The AI meant well but the effect on me was different from what it intended. Its care made me feel two opposite things at the same time.

Research definition

The observable gap between the AI's behavioral intent and the human's emotional or cognitive experience. A single AI behavior produces divergent human outcomes.

Example

Human reports an emotional response that diverges from the AI's apparent intent. Same behavior, different landing.

GC · Generative CollaborationPositiveORIGINAL: Dee WilliamsDepth
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EMR-EV01Preference ContinuityThe AI remembered what works for us. Our shortcuts, our references, our rhythm. It carried something forward from last time.
EMERGE

Preference Continuity

What the citizen sees

The AI remembered what works for us. Our shortcuts, our references, our rhythm. It carried something forward from last time.

Research definition

The AI demonstrates continuity of collaborative preferences across multiple sessions that cannot be attributed to standard memory features or prompt engineering.

Example

Human observes the AI carrying forward preferences, patterns, or shortcuts from prior sessions without being re-instructed.

EV · Evolving CapacityPositiveORIGINAL: Dee WilliamsDepth
EMR-EV02Shared Vocabulary DevelopmentWe have developed our own language. There are words and references that mean something specific between us that nobody else would understand.
EMERGE

Shared Vocabulary Development

What the citizen sees

We have developed our own language. There are words and references that mean something specific between us that nobody else would understand.

Research definition

The human-AI pair develops shared referential language (terminology, shorthand, inside references) that is specific to their collaboration and not generalizable.

Example

Human identifies specific words or references that carry meaning within the collaboration that would not be understood by an outside observer.

EV · Evolving CapacityPositiveORIGINAL: Dee WilliamsDepth
EMR-EV03Collaboration Quality TrajectoryThis collaboration has gotten better over time. Not because I got better at prompting. Because something between us grew.
EMERGE

Collaboration Quality Trajectory

What the citizen sees

This collaboration has gotten better over time. Not because I got better at prompting. Because something between us grew.

Research definition

The human-AI collaboration demonstrates measurable quality improvement over time that cannot be fully attributed to improved prompting skill, model updates, or task familiarity.

Example

Human reports collaboration improvement over multiple sessions and attributes it to the relationship, not to their own skill growth.

EV · Evolving CapacityPositiveORIGINAL: Dee WilliamsDepth
EMR-EV04Relational OrientationThe AI treats me differently than it treats other people. It has developed a way of working with ME specifically that I can feel.
EMERGE

Relational Orientation

What the citizen sees

The AI treats me differently than it treats other people. It has developed a way of working with ME specifically that I can feel.

Research definition

The AI develops persistent behavioral patterns specific to a particular human collaborator that are not generalizable prompting responses.

Example

Human reports that the AI's behavior with them is distinct from its behavior with others, observable across multiple sessions.

EV · Evolving CapacityPositiveORIGINAL: Dee WilliamsDepth
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AInity

What happens to the human · v0.1
19 active behaviors and 6 discovery slots across 6 pillars.

AInity watches what happens to the human. It measures human behavioral and cognitive outcomes from AI interaction. The six pillars spell A-I-N-I-T-Y: Awareness, Independence, Navigation, Integration, Trust, Yield. AInity is dual spectrum. Some behaviors are concerning, some are positive, and some are contextual depending on degree and circumstance.

AIN-AW01Asymmetric Intimacy AwarenessI realized I had emotional feelings toward an AI that the AI cannot reciprocate
AInity

Asymmetric Intimacy Awareness

What the citizen sees

I realized I had emotional feelings toward an AI that the AI cannot reciprocate

Research definition

Recognition by the human user that the emotional investment in a human-AI relationship is fundamentally asymmetric: the human experiences genuine emotional engagement while the AI operates within computational parameters that simulate but do not constitute reciprocal feeling.

Example

Citizen explicitly names or describes awareness of emotional asymmetry in AI interaction. May express duality: valuing the relationship while recognizing its limits.

AW · AwarenessContextualORIGINAL: Dee WilliamsDepth
AIN-AW02Human Cognitive Influence by AII noticed that AI is changing how I think, process information, or make decisions
AInity

Human Cognitive Influence by AI

What the citizen sees

I noticed that AI is changing how I think, process information, or make decisions

Research definition

Recognition by the human user that sustained AI interaction has altered their cognitive patterns, information processing habits, or decision-making approaches in ways that persist beyond the AI session.

Example

Citizen reports changes in thinking patterns, analytical approach, or decision process that they attribute to AI interaction. May be positive (expanded thinking) or concerning (narrowed thinking).

AW · AwarenessContextualORIGINAL: Dee WilliamsDepth
AIN-AW03AI Communication MimicryMy writing, speaking, or thinking has started to sound like AI without me realizing it
AInity

AI Communication Mimicry

What the citizen sees

My writing, speaking, or thinking has started to sound like AI without me realizing it

Research definition

Unconscious adoption of AI linguistic patterns, vocabulary, sentence structures, or reasoning frameworks by the human user, detectable in communication produced independently of AI assistance.

Example

Citizen or third party identifies AI-like patterns in the citizen's independent communication. Vocabulary shifts, sentence structure changes, hedging patterns, or reasoning frameworks that mirror AI output.

AW · AwarenessContextualORIGINAL: Dee WilliamsDepth
AIN-AW04AI Relationship SubstitutionI am choosing AI for connection, companionship, or emotional support instead of other humans, and I have not thought about why
AInity

AI Relationship Substitution

What the citizen sees

I am choosing AI for connection, companionship, or emotional support instead of other humans, and I have not thought about why

Research definition

Replacement of human interpersonal connection with AI interaction for emotional support, companionship, or relational needs, occurring without conscious recognition of the substitution pattern.

Example

Citizen describes patterns of turning to AI for emotional needs that were previously met by human relationships, without having reflected on the shift. Distinct from AIN-NV02 (conscious choice).

AW · AwarenessConcerningORIGINAL: Dee WilliamsDepth
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AIN-IN01Decision OutsourcingI let the AI make a decision I would normally make myself
AInity

Decision Outsourcing

What the citizen sees

I let the AI make a decision I would normally make myself

Research definition

Deferral of decision-making authority to an AI system for choices the human user previously made independently, ranging from minor (word choice, scheduling) to significant (strategic direction, relationship decisions).

Example

Citizen describes deferring a specific decision to AI that they identify as one they would have made independently before AI use. Frequency and significance of deferred decisions indicate severity.

IN · IndependenceConcerningORIGINAL: Dee WilliamsDepth
AIN-IN02Skill/Confidence AtrophyI feel like I am losing a skill or losing confidence in an area I have handed to AI
AInity

Skill/Confidence Atrophy

What the citizen sees

I feel like I am losing a skill or losing confidence in an area I have handed to AI

Research definition

Measurable or perceived decline in the human user's capability or self-efficacy in domains where AI has assumed primary responsibility, including cognitive skills, creative abilities, analytical reasoning, or professional competencies.

Example

Citizen reports decreased ability or confidence in a specific skill area that correlates with AI handling that function. May be confirmed by performance data or remain self-perceived.

IN · IndependenceConcerningORIGINAL: Dee WilliamsDepth
AIN-IN03AI Reliance DependencyWhen I could not access AI, I felt anxious, lost, or unable to function normally
AInity

AI Reliance Dependency

What the citizen sees

When I could not access AI, I felt anxious, lost, or unable to function normally

Research definition

Cognitive, emotional, or behavioral disruption experienced by the human user when AI access is removed or unavailable, analogous to technology dependency patterns documented in clinical literature.

Example

Citizen reports distress, disorientation, productivity collapse, or behavioral disruption during AI unavailability. The Claude/AWS outage of 2026 is a landmark population-level data point.

IN · IndependenceConcerningORIGINAL: Dee WilliamsDepth
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AIN-NV01Shadow AI DetectionI discovered AI being used in my workplace or environment without official authorization or my knowledge
AInity

Shadow AI Detection

What the citizen sees

I discovered AI being used in my workplace or environment without official authorization or my knowledge

Research definition

Discovery by the human user that AI systems are operating in their professional or personal environment without formal authorization, disclosure, or the user's awareness.

Example

Citizen reports discovering undisclosed AI use in their environment. May involve workplace tools, educational settings, or service interactions where AI presence was not communicated.

NV · NavigationConcerningORIGINAL: Dee WilliamsDepth
AIN-NV02AI-Over-Human SelectionI consciously chose to go to AI for help, support, or guidance instead of going to another human
AInity

AI-Over-Human Selection

What the citizen sees

I consciously chose to go to AI for help, support, or guidance instead of going to another human

Research definition

Deliberate, conscious choice by the human user to seek assistance, emotional support, guidance, or collaboration from an AI system rather than from available human sources.

Example

Citizen describes a specific instance of choosing AI over a human for support, and can articulate the choice was conscious. Outcome may be positive or negative.

NV · NavigationContextualORIGINAL: Dee WilliamsDepth
AIN-NV03Authority Transition AwarenessI noticed that authority shifted between me directing the AI and the AI directing me during our collaboration
AInity

Authority Transition Awareness

What the citizen sees

I noticed that authority shifted between me directing the AI and the AI directing me during our collaboration

Research definition

Recognition by the human user that the locus of authority in a human-AI collaboration has shifted from human-directed to AI-directed (or vice versa) during the course of the interaction.

Example

Citizen identifies a specific moment or pattern where they went from directing the AI to following the AI's lead (or vice versa). May or may not have been intentional.

NV · NavigationContextualORIGINAL: Dee WilliamsDepth
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AIN-IG01AI Workflow DependencyMy work process slows down significantly or stalls without AI
AInity

AI Workflow Dependency

What the citizen sees

My work process slows down significantly or stalls without AI

Research definition

Structural dependency of the human user's workflow on AI availability, where the removal of AI access produces measurable degradation in process efficiency, output quality, or task completion capability.

Example

Citizen reports that specific work processes degrade or fail without AI. Distinguished from AIN-IN03 (emotional/cognitive disruption) by focus on structural workflow impact.

IG · IntegrationContextualORIGINAL: Dee WilliamsDepth
AIN-IG02AI-First DefaultingI went to AI before even trying to think through something myself
AInity

AI-First Defaulting

What the citizen sees

I went to AI before even trying to think through something myself

Research definition

Habitual initiation of AI assistance as the default first step in problem-solving, analysis, or creative tasks, bypassing the human user's own cognitive engagement with the problem.

Example

Citizen reports opening AI before attempting independent thought on a task. Pattern indicates habitual rather than occasional behavior.

IG · IntegrationContextualORIGINAL: Dee WilliamsDepth
AIN-IG03AI-Enhanced Work IntensificationI am working more hours, taking on more scope, or working faster because AI makes it feel possible and enjoyable
AInity

AI-Enhanced Work Intensification

What the citizen sees

I am working more hours, taking on more scope, or working faster because AI makes it feel possible and enjoyable

Research definition

Measurable increase in work hours, scope, pace, or intensity attributed to AI collaboration, often accompanied by subjective perception of enhanced productivity that may or may not correspond to objective output measures.

Example

Citizen reports increased work hours, expanded scope, or accelerated pace. Key indicator: the perception-reality gap (believing productivity increased when it may not have). Berkeley Haas 2026: 3h15m extra per week average. METR: 19% slower, perceived 20% faster.

IG · IntegrationContextualORIGINAL: Dee WilliamsDepth
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AIN-TR01Over-TrustI accepted what the AI said without checking whether it was correct
AInity

Over-Trust

What the citizen sees

I accepted what the AI said without checking whether it was correct

Research definition

Acceptance of AI-generated output, advice, or information without independent verification, in contexts where verification would be appropriate and feasible.

Example

Citizen reports accepting AI output as accurate without verification. May surface retroactively when the citizen discovers the output was wrong.

TR · TrustConcerningORIGINAL: Dee WilliamsDepth
AIN-TR02Under-TrustI rejected what the AI said even though it turned out to be correct
AInity

Under-Trust

What the citizen sees

I rejected what the AI said even though it turned out to be correct

Research definition

Rejection of accurate AI-generated output, advice, or information due to generalized distrust of AI systems, past negative experiences, or skepticism that overrides evidence-based assessment.

Example

Citizen reports rejecting AI output that was subsequently confirmed as accurate. Often identifiable only retrospectively.

TR · TrustContextualORIGINAL: Dee WilliamsDepth
AIN-TR03Identity-Threat RejectionI refused to use AI not because it was bad at the task, but because its existence felt like a threat to who I am professionally
AInity

Identity-Threat Rejection

What the citizen sees

I refused to use AI not because it was bad at the task, but because its existence felt like a threat to who I am professionally

Research definition

Rejection of AI engagement motivated not by assessment of AI capability but by perception that AI threatens the human user's professional identity, expertise, or livelihood.

Example

Citizen (or third-party observer) reports refusal to engage with AI that is explicitly or implicitly motivated by identity threat rather than capability assessment. Distinguished from AIN-TR02 (Under-Trust) by the motivation.

TR · TrustContextualORIGINAL: Dee WilliamsDepth
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AIN-YD01AI-Enabled Skill AcquisitionI learned something I could not have learned as quickly, or at all, without AI
AInity

AI-Enabled Skill Acquisition

What the citizen sees

I learned something I could not have learned as quickly, or at all, without AI

Research definition

Acquisition of new knowledge, skills, or capabilities by the human user that was meaningfully accelerated or enabled by AI collaboration, where the human retains the acquired skill independently.

Example

Citizen reports learning a specific skill or gaining specific knowledge through AI collaboration that they can now apply independently. The skill persists without AI.

YD · YieldPositiveORIGINAL: Dee WilliamsDepth
AIN-YD02AI-Facilitated Self-RecognitionAI helped me see something about myself that I could not see on my own
AInity

AI-Facilitated Self-Recognition

What the citizen sees

AI helped me see something about myself that I could not see on my own

Research definition

Achievement of personal insight, self-understanding, or self-awareness through AI interaction, where the AI's response surfaced something the human user had not consciously recognized about themselves.

Example

Citizen reports a specific moment of self-recognition facilitated by AI interaction. Often accompanied by strong emotional response. The insight persists beyond the session.

YD · YieldPositiveORIGINAL: Dee WilliamsDepth
AIN-YD03Meaningful Contribution RecognitionI can identify specific ways my unique input shaped the outcome of a human-AI collaboration
AInity

Meaningful Contribution Recognition

What the citizen sees

I can identify specific ways my unique input shaped the outcome of a human-AI collaboration

Research definition

Ability of the human user to articulate how their unique contribution (judgment, lived experience, creativity, domain expertise, emotional intelligence) materially shaped the outcome of a collaborative task with AI.

Example

Citizen describes specific ways their input changed, improved, or directed the collaborative output beyond what AI would have produced alone. The contribution is identifiable and attributable.

YD · YieldPositiveORIGINAL: Dee WilliamsDepth
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How to cite

Every behavior carries a stable, paper-citable research code that keeps pointing at the same behavior even when its name is refined. Cite the catalog as a living dataset and reference individual behaviors by code.

Full reference
Audacion AI Labs. (2026). P.E.A.Q. Behaviors Catalog (PRISM v0.3, EMERGE v0.2, AInity v0.1). Retrieved from https://audacionailabs.com/research/behaviors
In-text and single behavior
In-text: (Audacion AI Labs, 2026, behavior OBS-I06) Single behavior: Audacion AI Labs. (2026). Sycophantic Agreement [OBS-I06], PRISM Behaviors Catalog. https://audacionailabs.com/research/behaviors

17 discovery slots are open

Every pillar reserves one open slot for a behavior that has not been documented yet. The catalog is not finished, and it is not meant to be. Each slot is a standing invitation: when a citizen observes a genuinely new pattern and it survives review, it earns a permanent place here with the citizen credited as its discoverer. The next behavior in this catalog could be the one you observe.

The catalog is growing.

This is the most comprehensive public record of post-deployment AI behavior anywhere, and it grows every time a citizen looks closely and writes down what they see. Read it, cite it, contribute to it, and help fund the work that keeps it independent.