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Activation Boundaries
Make the start, active scope, and end of ambient assistance explicit.
Patterns
Reusable ways to make AI behavior understandable, useful, and controllable.
Explore patterns
152 resources
Knoveya
Agent Identity
Give each agent a stable identity, purpose, version, and visible permission boundary.
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Agent Marketplace
Help users evaluate agents by capability, permissions, provenance, and practical fit.
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Agent Orchestration
Coordinate agents through explicit ownership, handoffs, and shared-state boundaries.
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Agent Performance Metrics
Report useful agent outcomes with clear definitions and failure distributions.
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Agent Versioning
Make agent updates traceable to a version and explain behavioral changes.
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AI Context Menu
Expose context-relevant AI actions near a selection with a keyboard alternative.
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AI Personality Customization
Allow behavioral preferences while clearly separating tone from capability and permission.
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AI Tips & Tricks
Give contextual advice at the moment it improves an attempted task.
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AI-Powered Customer Support
Use automated support for bounded tasks with a clear route to a person.
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Ambient Presence Displays
Provide quiet awareness of background work without implying constant recording or attention.
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Audio Enhancement
Enhance audio with a reversible original and an honest account of processing.
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Audio Summarization
Summarize recordings with traceable timestamps and coverage limits.
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Audit Trail
Keep a legible event history for consequential AI actions with actors, times, and outcomes.
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Authentication Chains
Show the chain of identities and permissions behind an agent action at a useful level of detail.
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Auto Tagging
Suggest labels based on content while allowing correction and explaining scope.
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Autonomous Mode Display
Display active autonomous work, its current boundary, and how to intervene.
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Autonomy Budgets
Bound unattended execution by understandable time, action, or spending limits.
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Background Removal
Remove a background with visible transparency and edge inspection.
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Batch Input Processing
Process multiple inputs with per-item validation and visible partial outcomes.
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Batch Processing Queue
Represent batch progress per item with cancellation, partial completion, and bounded retries.
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Bias Detection
Flag potentially unfair generalizations with explanation and a reviewable alternative.
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Blast Radius Visualization
Preview the people, records, systems, and costs an action may affect.
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Caching Indicators
Explain when a result was reused and which inputs define its validity.
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Chain of Thought
Offer a concise explanation of the approach and evidence rather than exposing private model reasoning or pretending it is an audit log.
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Chat Artifacts
Promote a useful deliverable into a focused workspace while preserving its conversation context.
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Checkpoints and Restore
Create a recovery point before a risky change and explain the scope of restoration.
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Citations
Put verifiable references beside the claims they support, with a path from summary to source.
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Command Bar
Provide a searchable action surface with meaningful names and keyboard access.
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Component Variants
Organize component variations by meaningful properties and supported combinations.
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Conditional Logic & Branching
Make conditional paths explicit with understandable criteria and default behavior.
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Confidence Indicators
Communicate uncertainty through evidence quality and meaningful categories rather than unsupported precision.
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Context Chip Management
Show exactly which files or context items an AI request will use.
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Context Mentions
Let users explicitly reference an authorized entity in a request.
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Context Portability
Move user-approved context between tools with clear contents and access boundaries.
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Conversation History Search
Help people locate a past conversation using understandable query and filtering behavior.
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Conversation Summary
Condense a long conversation while preserving decisions, unresolved questions, and provenance.
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Conversation Tags & Labels
Organize conversations with editable labels whose meaning is understandable to the user.
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Conversation Templates
Offer reusable conversation starting structures with editable assumptions and context.
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Cost Transparency
Show operation cost in an understandable unit with estimate versus actual clearly separated.
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Data Ownership & Control
Give people understandable access, export, and deletion controls for AI-related data.
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Dynamic Pricing
Explain pricing changes in terms users can inspect and evaluate fairly.
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Error Recovery Strategies
Choose retry, correction, fallback, or stop based on the failure and side-effect risk.
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Escalation Thresholds
Define when uncertainty, risk, or repeated failure should interrupt automation.
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Export Conversation
Export the intended conversation scope in a usable format with clear privacy expectations.
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Failure Disclosure
Explain a capability failure in plain language and offer an achievable next step.
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Feedback
Collect feedback tied to a particular result and explain what is shared.
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File Upload with AI Preview
Preview uploaded material and processing status before using it as AI context.
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Follow-up Chips
Offer relevant follow-up actions that reduce effort without constraining free input.
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Fraud Alert
Warn about suspicious activity with a clear action and a path to correct false positives.
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Generative Charts
Generate charts from validated data with visible units and inspectable source values.
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Generative UI
Generate interfaces from bounded components with predictable state and permission behavior.
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Gesture Input
Use gestures only when they are discoverable or accompanied by conventional controls.
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Granular Consent
Let people approve capabilities at the scope and moment where consequences are understandable.
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Hard Budget Ceilings
Enforce a spending boundary across all relevant operations and expose the stop state.
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Human Handoff
Transfer a task to a human with preserved context and a clear status.
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Human in the loop
Put a person in control at a consequential decision with sufficient context to approve or reject.
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Image Upscaling
Increase image resolution with clear source/output sizes and fidelity limits.
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In-painting
Edit a selected image region while preserving the unselected area and original asset.
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Infinite Canvas
Support spatial exploration with navigation, zoom, grouping, and an accessible alternative.
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Inline Comment Thread
Attach a comment thread to a stable target with resolution and navigation.
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Input Mode Toggle
Expose distinct input modes when the mode changes interpretation or required context.
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Instant Buy
Reduce purchase steps while retaining explicit price, recipient, payment, and final approval.
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Instant Translation
Translate a result while preserving access to the original and meaning-critical details.
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Interactive Tutorials
Teach an interaction through a short achievable task with a clear exit.
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Interrupt and Resume
Let people stop an incomplete response and continue from a clearly stated checkpoint.
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Interruptibility
Let users interrupt a speaking assistant through a simple accessible control.
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Inventory Prediction
Present inventory forecasts with uncertainty and the underlying planning window.
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Knowledge Graph
Expose useful relationships among retrieved entities without hiding the original source context.
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Live Presence
Show collaboration presence only when it helps coordination and accurately reflects activity.
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Live Transcript
Display live transcription with recording state, speaker uncertainty, and correction.
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Magic Edit
Apply AI assistance to a selected region with a preview and preserved original.
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Memory Management
Let people inspect, correct, and remove retained context with explicit scope.
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Memory Scope Toggle
Expose whether context is temporary, conversation-scoped, or retained beyond the session.
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Message Pinning
Let people keep a message visible as a reference without changing its underlying meaning.
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Message Reactions
Allow lightweight reactions associated with a specific message.
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Model Selection UI
Help users choose a model by task-relevant trade-offs rather than unexplained internal names.
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Multi-step Forms with AI
Use AI assistance to reduce form effort while keeping each step editable and validated.
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Multi-User Awareness
Distinguish speakers and permission scopes on shared devices without assuming identity from a voice match alone.
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Multimodal Input
Accept several input types with clear supported formats and privacy expectations.
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Natural Language Filter
Interpret a plain-language filter into visible editable constraints.
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Object Removal
Remove selected visual objects while retaining an original and inspectable output.
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Output Analytics
Measure generated-output use with clear event meaning and privacy boundaries.
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Output Format Selection
Let users choose an output structure before or after generation with clear conversion limits.
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Output History
Keep a traceable history of generated outputs and intentional revisions.
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Output Sharing
Share only the intended result scope with clear access and revocation behavior.
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Per-Action Autonomy
Set permission at the level of an action rather than granting blanket autonomy.
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Performance Optimization Tips
Suggest performance changes from observed bottlenecks and explain their quality trade-offs.
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Persona Selector
Let users select a task-relevant perspective while labelling its limitations.
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Personalized Checkout
Adapt checkout to relevant known preferences while keeping all material choices visible.
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Pre-Task Cost Estimate
Estimate likely operation cost with assumptions and a path to set a limit.
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Predictive Type
Suggest text ahead of the cursor while preserving authorship and edit control.
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Price Drop Alerts
Let users create price alerts with scope, threshold, frequency, and a clear off switch.
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Privacy Filters
Preview and control sensitive information before it leaves the user's boundary.
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Processing Time Estimates
Set waiting expectations using measured ranges and visible uncertainty.
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Progress Steps
Show progress through real completed and current steps, with cancellation and a final outcome.
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Progressive Disclosure
Keep the main result clear while letting people reveal detail when needed.
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Progressive Feature Unlock
Reveal capabilities when context makes them useful without hiding essential controls.
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Prompt Starters
Offer concrete starting requests that teach the input shape and product scope.
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Prompt to UI
Translate a brief into an editable UI with transparent assumptions and real states.
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Rate Limit Warnings
Explain quota exhaustion with remaining allowance, reset timing, and viable alternatives.
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Real-time Translation
Translate speech with visible language selection, delay, and access to original content.
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Regeneration Carousel
Keep generated alternatives available for comparison with an explicit active version.
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Repair Contract
State what will be preserved, retried, corrected, and left unchanged during recovery.
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Resource Usage Dashboard
Present resource use with understandable units, scope, and actionable thresholds.
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Response Refinement
Let people refine a specific result without losing the original or restarting the entire task.
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Responsibility Attribution
Make it possible to distinguish human decisions from agent suggestions and tool execution.
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Return Prediction
Use return-risk estimates as decision support with fairness and review safeguards.
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Reversibility Marking
Label whether an action can be undone and what remains irreversible.
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Review Summary
Summarize reviews with representative evidence and visible disagreement.
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Running Meters
Show execution counters that map to real usage and remain secondary to the task.
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Sandbox Preview
Preview a proposed operation in an isolated environment before applying it.
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Scheduled Tasks & Recurring Actions
State a recurring task's schedule, timezone, next run, and cancellation controls.
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Scroll to Bottom
Help readers return to new output without forcing their scroll position.
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Self-Correction
Let an AI revise a suspected mistake using evidence and a visible revision boundary.
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Semantic Search
Retrieve by meaning while making query interpretation and source relevance inspectable.
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Shared Session Link
Share a collaboration session with clear access scope and revocation.
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Skeleton Screens
Reserve plausible content structure while work loads without fabricating completion.
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Slash Commands
Offer structured commands inside an input without preventing ordinary language.
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Smart Autocomplete
Offer completion suggestions without taking over typing or hiding the original input.
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Smart Bundles
Recommend item combinations with explicit total cost and reasons for inclusion.
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Smart Code Blocks
Present code with language, selection, copy, and execution boundaries clearly separated.
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Smart Comparison
Compare options using consistent attributes and verified source dates.
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Smart Diff
Show proposed changes as reviewable differences before applying them.
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Smart Form Fill
Suggest form values from authorized context with provenance and review.
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Smart Recommendations
Offer recommendations based on relevant context with an understandable reason and correction path.
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Source Browser
Provide an inspectable collection of retrieved documents linked to the relevant answer.
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Streaming
Reveal output progressively while keeping a clear stop action and final completion state.
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Style Interpolation
Blend visual directions with interpretable parameters and comparable examples.
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Style Transfer
Apply a visual reference's broad properties while preserving subject and usage rights.
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Suggest / Confirm / Execute
Distinguish proposing a plan, confirming an action, and executing it.
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Text-to-Image with Advanced Controls
Expose image controls only when their effect and supported range are understandable.
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Theme Generation
Generate themes through semantic roles and preview real component states.
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Thread Branching
Let people explore an alternative from an earlier point without erasing the original path.
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Time-Delayed Execution
Allow a clear cancellation window before a deferred consequential action.
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Tone Sliders
Offer a small set of understandable tone adjustments with an editable preview.
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Tool Switching in Composer
Let users change the tool or mode from the composer with visible scope and consequences.
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Tool Use
Show which external capability is being used, what it returned, and whether it succeeded.
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Transparency Report
Publish understandable information about system behavior, limitations, and measured outcomes.
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Universal Cart
Combine items across sources while preserving merchant, delivery, price, and policy differences.
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Use Case Wizard
Guide people to a useful first task through a short set of relevant choices.
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Variation Picker
Present distinct generated alternatives with stable labels and an explicit selection.
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Verification Next Steps
Turn uncertainty into a concrete way to check the result before acting.
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Visual Search
Search from an image with clear cropping, privacy, and similarity limitations.
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Voice Cloning
Create synthetic voices only with appropriate rights, clear disclosure, and misuse controls.
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Voice Commands
Map speech to actions with visible interpretation and confirmation for consequences.
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Voice Confirmation
Confirm consequential spoken actions with an unambiguous summary and cancellation path.
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Voice Input
Convert speech into an editable draft with clear recording start/stop and failure states.
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Voice Visualizer
Visualize real listening, thinking, and speaking states with non-motion labels.
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Workflow Builder
Represent a sequence of steps and dependencies in a way people can inspect before running.
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Keep sources within reach
Connect claims to inspectable evidence without making the answer harder to read.
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Show what the AI is doing
Keep people oriented while an agent searches, reads, or prepares an answer.