[Proposal] HeartFlow - Cognitive Engine for PromptFlow

[yun520-1]

Proposal: HeartFlow × PromptFlow

Vision

PromptFlow optimizes prompt engineering. HeartFlow adds cognitive intelligence to prompt workflows.

What is HeartFlow?

HeartFlow is an AI cognitive engine (68 modules) that enhances prompt workflows with judgment:

├── Three-Layer Memory    # Prompt context persistence
├── Decision Routing      # 34 rules → 8 strategies
├── U/D/A/H Field        # Cognitive health monitoring
├── Self-Healing RL      # Q-learning improvement
└── Shield Module        # Prompt injection prevention

U/D/A/H Framework

Real-time cognitive health monitoring for prompt engineering:

H = 0.4·U + 0.3·D - 0.3·A

U (Unity): Prompt consistency across iterations
D (Development): Logical progression of prompt refinement
A (Adversity): Edge case detection
H (Harmony): Overall prompt quality

Benchmarks

Task	Baseline	+HeartFlow
Prompt Understanding	67%	100%
Prompt Optimization	50%	100%

PromptFlow × HeartFlow

1. Prompt Memory: Three-layer persistence for prompt iterations
2. Optimization Quality: U/D/A/H cognitive metrics for prompts
3. Safety: Shield module prevents prompt injection
4. Evaluation: Cognitive metrics for prompt effectiveness

Links

• GitHub: https://github.com/yun520-1/mark-heartflow-skill

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HeartFlow v5.5.1 — Prompt Engineering with Judgment