Persistence Prompt

A Persistence Prompt is a task completion LLM system prompt that instructs LLM agents to maintain task persistence until achieving complete task resolution.

• AKA: Task Persistence Instruction, Completion Assurance Prompt, Agentic Persistence Directive.
• Context:
  • It can typically enforce Task Persistence Behavior through persistence prompt directives.
  • It can typically prevent Task Persistence Interruptions via persistence prompt constraints.
  • It can typically maintain Task Persistence Focus through persistence prompt reinforcements.
  • It can typically ensure Task Persistence Completion via persistence prompt validation rules.
  • It can typically guide Task Persistence Strategy through persistence prompt execution patterns.
  • ...
  • It can often improve Task Persistence Success Rates with persistence prompt optimization techniques.
  • It can often reduce Task Persistence Abandonments through persistence prompt motivation mechanisms.
  • It can often enhance Task Persistence Efficiency via persistence prompt resource management.
  • It can often balance Task Persistence Thoroughness with persistence prompt time constraints.
  • ...
  • It can range from being a Gentle Persistence Prompt to being a Strong Persistence Prompt, depending on its persistence prompt enforcement level.
  • It can range from being a Simple Persistence Prompt to being a Conditional Persistence Prompt, depending on its persistence prompt logic complexity.
  • It can range from being a Single-Task Persistence Prompt to being a Multi-Task Persistence Prompt, depending on its persistence prompt scope breadth.
  • It can range from being a Time-Bound Persistence Prompt to being an Open-Ended Persistence Prompt, depending on its persistence prompt duration flexibility.
  • ...
  • It can integrate with Context Gathering Prompts for persistence prompt information collection.
  • It can connect to Agentic Eagerness Traits for persistence prompt proactivity balance.
  • It can interface with Reasoning Effort Parameters for persistence prompt depth determination.
  • It can synchronize with Tool Preambles for persistence prompt tool utilization.
  • It can communicate with Self-Reflection Rubrics for persistence prompt quality assessment.
  • ...
• Examples:
  • Persistence Prompt Implementations, such as:
    • GPT-5 Persistence Prompt System using persistence prompt multi-attempt logic for persistence prompt task completion.
    • Claude Persistence Framework implementing persistence prompt retry mechanisms for persistence prompt error recovery.
    • AutoGen Persistence Module applying persistence prompt checkpoint systems for persistence prompt progress tracking.
  • Persistence Prompt Patterns, such as:
    • Iterative Persistence Pattern using persistence prompt loop structures until persistence prompt success conditions.
    • Escalating Persistence Pattern applying persistence prompt increasing efforts for persistence prompt difficult tasks.
    • Adaptive Persistence Pattern adjusting persistence prompt strategy selection based on persistence prompt failure analysis.
  • Persistence Prompt Applications, such as:
    • Coding Task Persistence maintaining persistence prompt debugging efforts until persistence prompt working solutions.
    • Research Task Persistence continuing persistence prompt information searches until persistence prompt comprehensive answers.
    • Analysis Task Persistence sustaining persistence prompt investigation depth until persistence prompt conclusive findings.
  • ...
• Counter-Examples:
  • Single-Attempt Prompt, which allows task abandonment after initial failure.
  • Interruptible Task Prompt, which permits user interventions and task suspensions.
  • Best-Effort Prompt, which accepts partial completions without persistence requirements.
• See: LLM System Prompt, Context Gathering Prompt, Task Completion Strategy, Agentic Workflow System, Agent Persistence Behavior, Prompt Engineering Technique, Task Resolution Pattern.

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