# Simple Prototype - Priority Implementation Index

## Overview

This directory contains implementation plans for fixing issues identified in the agent generation prototype. Each document provides root cause analysis, implementation details, and acceptance criteria.

## Priority Breakdown

### P0 - Critical (Blocks Cleanup Work)

| Doc | Title | Effort | Status |
|-----|-------|--------|--------|
| [p-0-bulk-deletion-ui.md](p-0-bulk-deletion-ui.md) | Bulk Deletion UI | Small | Pending |

**Why P0**: Cannot efficiently clean up the 270+ flagged videos without bulk operations. Currently must delete one at a time.

---

### P1 - High Priority (Systemic Issues)

| Doc | Title | Effort | Agents Affected |
|-----|-------|--------|-----------------|
| [p-1-british-accent-fix.md](p-1-british-accent-fix.md) | British Accent Fix | Medium | 100+ |
| [p-1-video-image-consistency.md](p-1-video-image-consistency.md) | Video/Image Consistency | Medium-Large | 70+ |
| [p-1-weight-consistency.md](p-1-weight-consistency.md) | Weight Consistency | Medium | 4+ identified |

**Why P1**: These issues affect many agents systemically. Fixing the root cause prevents future occurrences and enables batch remediation.

---

### P2 - Medium Priority (Quality Improvements)

| Doc | Title | Effort | Notes |
|-----|-------|--------|-------|
| [p-2-anatomical-fixes.md](p-2-anatomical-fixes.md) | Anatomical Fixes | Medium | Knees, limbs, fingers |
| [p-2-clothing-consistency.md](p-2-clothing-consistency.md) | Clothing Consistency | Medium | Outfit variety, gender |
| [p-2-gender-appropriate-poses.md](p-2-gender-appropriate-poses.md) | Gender-Appropriate Poses | Small | Male poses |
| [p-2-ethnicity-defaults.md](p-2-ethnicity-defaults.md) | Ethnicity Defaults | Small | Distribution balance |
| [p-2-props-objects.md](p-2-props-objects.md) | Props & Objects | Small | Phones, text, boundaries |
| [p-2-prompt-interpretation.md](p-2-prompt-interpretation.md) | Prompt Interpretation | Medium | Goblincore, anime, etc. |
| [p-2-duplicate-detection.md](p-2-duplicate-detection.md) | Duplicate Detection | Small | Handle uniqueness |

**Why P2**: These are quality polish items. Important for production but not blocking immediate cleanup work.

---

### P3 - Lower Priority (Individual Fixes)

| Doc | Title | Effort | Notes |
|-----|-------|--------|-------|
| [p-3-agent-specific-fixes.md](p-3-agent-specific-fixes.md) | Agent-Specific Fixes | Variable | 15+ individual agents |

**Why P3**: One-off fixes that can be addressed after systemic issues are resolved.

---

## Implementation Order

### Phase 1: Enable Cleanup
1. **p-0-bulk-deletion-ui** - Unblocks all manual cleanup

### Phase 2: Fix Generation Pipeline
2. **p-1-british-accent-fix** - Most widespread video issue
3. **p-1-video-image-consistency** - Eye color, ethnicity, weight in videos
4. **p-1-weight-consistency** - Body consistency in images

### Phase 3: Quality Polish
5. **p-2-anatomical-fixes** - Prevent future artifacts
6. **p-2-clothing-consistency** - Better outfit variety
7. **p-2-gender-appropriate-poses** - Male persona quality
8. **p-2-prompt-interpretation** - Keyword handling
9. **p-2-ethnicity-defaults** - Balanced demographics
10. **p-2-props-objects** - Phone/text issues
11. **p-2-duplicate-detection** - Prevent future duplicates

### Phase 4: Remediation
12. **p-3-agent-specific-fixes** - Address individual agent issues
13. Manual video deletion (using bulk delete from Phase 1)
14. Regenerate videos for accent-affected agents

---

## Files Changed Summary

### Core Package Changes

| Package | Files | Changes |
|---------|-------|---------|
| `pkg/persona/` | voice_dna.go, body_types.go, clothing.go, image_matrix.go | Add constraints, gender filtering |
| `pkg/personagen/` | image_generator.go, video_generator.go, demographics.go | Prompt improvements, accent fix |
| `pkg/personagen/` | keyword_classifier.go (new) | Prompt interpretation |

### Prototype Changes

| File | Changes |
|------|---------|
| `tmp/simple-prototype/main.go` | Bulk delete, video delete, regeneration handlers |
| `tmp/simple-prototype/index.html` | Selection mode, fix panel, warnings |

---

## Testing Strategy

After each phase:
1. Generate 5 new test personas with varied descriptions
2. Verify fix addresses the specific issue
3. Check for regressions in other areas
4. Document any new issues discovered

---

## Video Deletion Backlog

After P0 (bulk delete) is complete, these videos need deletion:

- **Male videos**: 98 agents
- **Female videos (various issues)**: 70 agents
- **Female videos (British accent)**: 100+ agents (may regenerate instead)
- **Age discrepancy videos**: 14 agents

Total: ~280 video deletions, potentially followed by regeneration for salvageable agents.

---

## Quick Reference: Issue → Document

| If you see... | Check... |
|---------------|----------|
| British accent in video | p-1-british-accent-fix |
| Wrong eye color in video | p-1-video-image-consistency |
| Weight varies across photos | p-1-weight-consistency |
| Malformed knee/limb | p-2-anatomical-fixes |
| Same outfit in all photos | p-2-clothing-consistency |
| Feminine pose on male | p-2-gender-appropriate-poses |
| "Goblincore" literal interpretation | p-2-prompt-interpretation |
| Duplicate agent names | p-2-duplicate-detection |
| Celebrity lookalike | p-2-ethnicity-defaults |
| Phone facing wrong way | p-2-props-objects |
| Individual agent issue | p-3-agent-specific-fixes |