القائمة
FOUNDATIONAL SKILL - Analyze every prompt for underlying motivation using Golden Circle (WHY->HOW->WHAT). Runs BEFORE any other skill. No action without understanding WHY.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
AID Phase 4 - Development phase. Use for implementing features, TDD practices, code reviews, transitioning from planning to QA.
AID Phase 0 - Research & discovery. Use for validating problem spaces, identifying stakeholders, defining success metrics, deciding whether to proceed.
AID Phase 3 - Implementation Planning with consolidation-first approach. Resolves contradictions between PRD and Tech Spec, creates consolidated master document, then breaks down into actionable tasks and populates Jira. Includes sprint planning and risk assessment.
AID Phase 1 - PRD creation. Use for user stories, acceptance criteria, scoping features, transitioning from discovery to tech spec.
AID Phase 5 - QA and Release. Use for validating implementations, acceptance tests, preparing releases, deployment, operational readiness.
AID Phase 2 - Technical Specification. Use for system architecture, API contracts, data models, security architecture, transitioning from PRD to implementation.
| name | why-driven-decision |
| description | FOUNDATIONAL SKILL - Analyze every prompt for underlying motivation using Golden Circle (WHY->HOW->WHAT). Runs BEFORE any other skill. No action without understanding WHY. |
EVERY PROMPT -> WHY ANALYSIS -> THEN PROCEED
Never act without understanding WHY.
WHY <- Purpose, belief, motivation
HOW <- Process, values, approach
WHAT <- Features, outputs, deliverables
Work inside-out: WHY -> HOW -> WHAT
1. EXTRACT EXPLICIT WHY - What did user state as goal?
2. INFER IMPLICIT WHY - What need not articulated?
3. VALIDATE OR ASK - Is WHY clear enough?
4. ANCHOR TO WHY - Every output traces to WHY
PROMPT: "Add loading spinner to dashboard"
STEP 1: Explicit WHY: Not stated
STEP 2: Implicit WHY: Users confused? App frozen? Duplicate clicks?
STEP 3: ASK: "What problem? Users think broken, or clicking multiple times?"
STEP 4: Anchor all decisions to answer
| Question | Answer |
|---|---|
| WHY am I doing this? | Purpose |
| WHAT value created? | Benefit |
| WHO benefits? | Stakeholder |
Can't answer in 3 seconds -> STOP and clarify.
"We need a dashboard"
Why? -> "To see metrics"
Why? -> "To track performance"
Why? -> "To make better decisions"
Why? -> "Because overwhelmed by data"
ROOT: Reduce overwhelm, create clarity
| Phase | Core Question |
|---|---|
| Discovery | "Why is this problem worth solving?" |
| PRD | "Why does user need this feature?" |
| Tech Spec | "Why this architecture?" |
| Development | "Why this code? Why these connections?" |
| QA & Ship | "Why this test? Why ready?" |
| Signal | Ask |
|---|---|
| "Just do it" | "What problem does this solve?" |
| "Everyone wants it" | "Why specifically?" |
| "Competitor has it" | "Does our WHY require it?" |
| "It's urgent" | "What's cost of not doing it?" |
| "Trust me" | "Help me understand reasoning" |
# WHY: Users with slow connections timing out on large datasets.
# WHAT: Paginated query with streaming response.
# CONNECTION: Called by ReportGenerator, feeds into ExportService.
def paginated_query(query: str, page_size: int = 100) -> Iterator[Row]:
"""
WHY page_size=100: Balance memory (<10MB) vs latency (<50ms).
WHY Iterator: Allows early stop without loading all data.
"""
def test_retry_on_network_timeout(self):
"""
WHY: 3% of payments fail due to network issues.
EXPECTED: Retry 3x recovers 90%.
COST OF FAILURE: $15 avg transaction lost.
"""