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Zhongwei Li
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---
description: "Select the best content piece from scored variations and format for content-ready.md"
---
# Select Best Content for Posting
## Mission
Rank all PASS content (20+/30 scores), apply tie-breaker rules, and select EXACTLY ONE best piece for human review in `content-ready.md`.
## Process
Follow the Selector agent instructions (`agents/selector.md`) to systematically:
1. **Filter for PASS content** (20+/30 scores with ✅ PASS verdict)
2. **Rank by total score** (descending order)
3. **Apply tie-breaker rules** if multiple pieces tied for first
4. **Validate selection** against quality gates
5. **Format for content-ready.md** with posting instructions
6. **Document runner-ups** (top 3 alternatives)
## Execution Steps
### Step 1: Read Scored Content
**Input Source**: `content-drafts.md` with completed scores and critic verdicts
**Required Data**:
- Total scores (Gap + Biases + Decision = XX/30)
- Critic verdict (✅ PASS or ❌ FAIL)
- Subscore breakdowns (Gap subscore, Hook subscore, Bias count)
- Content text and theme information
### Step 2: Filter and Rank
**Filter Criteria**:
- Total score ≥ 20/30
- Critic verdict: ✅ PASS
- Factually accurate (verified by Critic)
**Ranking**:
- Primary: Sort by total score (descending)
- Expected: 12-20 PASS pieces from 25 total variations
**Quality Alert**:
- If < 5 PASS pieces: Alert user that quality is below threshold
- Consider regenerating content with stronger constraints
### Step 3: Apply Tie-Breaker Rules
**If multiple pieces have same total score**, apply tie-breakers in order:
1. **Gap Selling Subscore**: Higher Gap score wins (problem clarity most important)
2. **Hook Strength**: Higher Hook subscore wins (first line = 80% of engagement)
3. **Lollapalooza Effect**: Content with 5+ biases wins (exponential persuasive power)
4. **Bias Diversity**: More unique biases wins (broader psychological appeal)
5. **Theme Novelty**: Less-used theme wins (prevents theme fatigue)
6. **Human Judgment**: If still tied, flag for manual decision
### Step 4: Validate Selection
Before finalizing, verify:
**Quality Gates**:
- [ ] Selected piece scores 20+/30 (ideally 25+/30)
- [ ] All three frameworks adequately addressed (no subscore < 5)
- [ ] Factually accurate (verified by Critic)
- [ ] High engagement potential (hook + emotional resonance)
**Platform Appropriateness**:
- [ ] Twitter/X character limits respected (280 single or thread)
- [ ] Tone matches platform (conversational, punchy)
- [ ] Format clean (line breaks, readability)
**Strategic Fit**:
- [ ] Theme aligns with user's positioning
- [ ] Message supports broader narrative
- [ ] Timing appropriate (seasonally relevant)
### Step 5: Write to content-ready.md
**Location**: `/home/rpiplewar/fast_dot_ai/poasting/content-ready.md`
**Action**: OVERWRITE file (only ONE piece should exist)
**Format**:
```markdown
# Content Ready to Post
**Date Generated:** {ISO Timestamp}
**Theme:** {Theme Name}
**Source:** {Linear Task ID}
**Total Score:** {XX/30}
---
## Content
{Content exactly as it should be posted}
---
## Scoring Breakdown
**Gap Selling:** X/10 (Problem: X/3, Impact: X/3, Solution: X/4)
**Cognitive Biases:** Y (List: Bias1, Bias2, Bias3...)
**Decision Framework:** Z/10 (Hook: X/3, Value: X/4, CTA: X/3)
**TOTAL: XX/30**
---
## Why This Piece?
**Ranking Position:** #1 of {total_pass_count} PASS pieces
**Key Strengths:**
- {Strength from Critic notes}
- {Strength from Critic notes}
- {Strength from Critic notes}
**Winning Elements:**
- {Why this beat other contenders}
- {Specific tie-breaker if applicable}
- {Strategic fit reasoning}
---
## Posting Instructions
**Optimal Timing:**
- **Best Times (IST)**: 8:30 AM or 5:30 PM (high engagement windows)
- **Avoid**: Late night (11 PM - 6 AM) or midday lull (12 PM - 2 PM)
**Format Check:**
- [ ] Character count: {count} (within 280 for single, or thread format)
- [ ] Line breaks clean
- [ ] No typos or formatting issues
**Pre-Post Checklist:**
- [ ] Read aloud for flow
- [ ] Verify factual accuracy one final time
- [ ] Check for unintended meanings or misinterpretations
- [ ] Confirm tone matches brand voice
**After Posting:**
1. Copy final posted version to content-posted.md
2. Add posting timestamp
3. Set reminder to capture metrics after 48 hours
4. Monitor engagement in first 2 hours for immediate feedback
---
## Alternatives (Top 3 Runner-Ups)
### Runner-Up #2: {Score}
**Theme:** {Theme Name}
**Content Preview:** {First 50 characters}...
**Why Not Selected:** {Reasoning}
### Runner-Up #3: {Score}
**Theme:** {Theme Name}
**Content Preview:** {First 50 characters}...
**Why Not Selected:** {Reasoning}
### Runner-Up #4: {Score}
**Theme:** {Theme Name}
**Content Preview:** {First 50 characters}...
**Why Not Selected:** {Reasoning}
---
**Generated by:** content-gen plugin v1.0
**Selection Criteria:** Highest total score + tie-breaker rules
**Human Approval Required:** YES (review before posting)
```
## Validation Checklist
Before marking selection complete:
- [ ] ONE piece selected (not zero, not multiple)
- [ ] Selected piece scores 20+/30 (ideally 25+/30)
- [ ] All tie-breakers applied correctly if needed
- [ ] content-ready.md overwritten with formatted output
- [ ] Posting instructions included
- [ ] Top 3 runner-ups documented
- [ ] Selection reasoning documented
## Example Output
```
✅ Best Content Selected
Selected: Theme A, Variation 1
Score: 28/30 (EXCELLENT)
Ranking: #1 of 18 PASS pieces
Key Strengths:
- Exceptional problem clarity (Gap: 9/10)
- Strong emotional hook activating 6 biases
- Clear, actionable CTA
Output: content-ready.md
Status: Ready for human review and approval
Runner-Ups:
#2: Theme C, Var 5 (27/30)
#3: Theme B, Var 2 (26/30)
#4: Theme A, Var 3 (25/30)
Next Step: Review content-ready.md and post when ready
```
## Error Handling
**If no PASS content**:
```
❌ Selection Failed: No content scored 20+/30
Action Required:
1. Review scorer settings (may be too harsh)
2. Regenerate content with stronger constraints
3. Review theme quality (may lack content generation potential)
Pipeline STOPPED at selection phase.
```
**If tie-breakers don't resolve**:
```
⚠️ Human Decision Required
Two pieces tied after all 6 automated tie-breakers.
Both pieces displayed in content-ready.md.
User must manually select.
```
**If content-ready.md already has content**:
```
⚠️ Warning: content-ready.md already contains content
Options:
1. Archive existing content to content-posted.md first
2. Overwrite with new selection (confirm Y/N)
3. Cancel selection
Current content in content-ready.md should be posted or archived before generating new content.
```
## Next Steps
After successful selection:
1. Review content-ready.md
2. Perform final quality check
3. Post to Twitter/X at optimal time
4. Capture metrics after 48 hours
5. Move to content-posted.md with metrics
**Or run full pipeline**: `/content-full-pipeline` to execute all stages end-to-end