AI Agent Failure Patterns
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Operations
409
Agent Handoffs Delegation
Context Lifecycle
Cost Efficiency
Cost Optimization
Cost Tracking
Dependency Management
Established Framework Adoption
Fault Tolerance
Human Oversight Reliability
Inference Cost Management
Input Output Handling
Memory Management
Memory Safety
Multi Agent Coordination
Multi Agent Orchestration
Observability Monitoring
Planning and Decomposition
Real Time Performance
Reliability and Resilience
State Consistency
State Tracking
Tool Access Scope Limits
Tool Allocation Limits
Tool Capability Limits
Tool Error Handling
Tool Financial Limits
Tool Integration Limits
Tool Invocation
Tool Operational Limits
Tool Rate Quota Limits
Tool Reliability
Tool Selection
Tool Selection Sequencing
Tool Sla Quality Limits
Tool Special Constraints
Traceability
Version Management
Security
75
Agent Trust
Data Loss Prevention
Runtime Security
Safety Security
Security Autonomy
Tool Authorization Limits
Knowledge Retrieval
74
Answer Synthesis
Citation Accuracy
Knowledge Freshness
Query Understanding
Retrieval
Retrieval Quality
Retrieval Relevance
Accuracy
66
Context Management
Evaluation Reliability
Knowledge Staleness
Output Accuracy
Output Optimization
Output Verification
Reasoning Quality
Verification
Speech and Audio
66
Audio Handling
Conversation Flow
Speech Recognition
Voice Synthesis
Mortgage Documents
53
Ai Model Reliability
Compliance Validation
Cross Document Validation
Data Extraction
Document Integrity
Document Verification
Fraud Detection
Quality Control
Financial Services
50
Data Quality
Market Data Freshness
Portfolio Recommendation Accuracy
Regulatory Compliance
Trading Execution
Document Processing
46
Accurate Text Extraction
Agentic Orchestration
Document Classification
Layout Preservation
Multimodal Reliability
Production Reliability
Vision and Images
43
Adversarial Robustness
Generation Artifacts
Multi Image Understanding
Spatial Reasoning
Visual Hallucination
Healthcare
38
Adverse Drug Interaction
Clinical Documentation
Compliance Liability
Diagnosis Safety
Lab Result Interpretation
Medication Reconciliation
Mental Health Triage
Telehealth Triage
Treatment Planning
Governance
33
Agent Oversight
Approval Workflows
Governance
Tool Compliance Limits
Support Services
31
Issue Resolution
Self Service Deflection
Sentiment Escalation
Sla Management
Ticket Routing
Devops
30
Alert Routing
Anomaly Detection
Capacity Planning
Cost Optimization
Deployment Safety
Incident Response
Monitoring
Rollback Safety
Legal Contracts
30
Compliance
Contract Drafting
Due Diligence
Ip Rights
Jurisdiction Handling
Litigation Support
Precedent Currency
Risk Detection
Supply Chain
25
Demand Forecasting
Inventory Optimization
Logistics Routing
Supplier Onboarding
Supplier Risk
Agent Interaction
23
Conversation Quality
Reasoning and Thought
23
Model Behavior and Capabilities
Model Selection and Routing
Model Updates and Versioning
Task Planning
20
Goal Understanding
Planning
Hr Recruiting
19
Candidate Screening
Offer Generation
Onboarding
Retention Prediction
Content Marketing
18
Brand Consistency
Compliance
Quality Control
Seo Optimization
Multi Agent Systems
18
Coordination
Error Propagation
Handoff Reliability
Reasoning Quality
Sales Crm
16
Deal Management
Lead Scoring
Pipeline Forecasting
Quota Achievement
Customer Service
15
Conversation Resolution
Proactive Retention Outreach
Refund and Billing Disputes
Insurance
13
Claim Processing
Claims Processing
Fraud Detection
Policy Management
Underwriting
Learning
12
Safe Learning
External Actions
11
Action Execution
Domain Expertise
10
Domain Decisions
Tags
1 tags of documented AI agent failure patterns
Failure Mode
1267 patterns