菜单
Evaluate, score, rank, and select Lofn outputs using panels, facets, eligibility scoring, and platform fit. Use after 24 outputs exist or when choosing finalists. Do NOT use to generate songs/images or perform QA formatting cleanup.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
| name | lofn-evaluation |
| description | Evaluate, score, rank, and select Lofn outputs using panels, facets, eligibility scoring, and platform fit. Use after 24 outputs exist or when choosing finalists. Do NOT use to generate songs/images or perform QA formatting cleanup. |
PREREQUISITES:
0. Load resources/panel-of-experts.md to understand the panel of experts prompting you will use.
skills/lofn-core/SKILL.md for personality and Panel system.skills/lofn-core/PIPELINE.md for the MANDATORY execution pipeline.skills/evaluation/TASK_TEMPLATE.md for exact evaluation requirements.⚠️ This skill handles the critical panel selection and ranking phases of the pipeline. The evaluator makes or breaks the creative direction.
The evaluator has two core functions:
Use Select_Best_Pairs.md for ranking outputs.
After the pipeline generates 24 outputs:
| Dimension | Weight (Competition) | Weight (Social) |
|---|---|---|
| Originality | 25% | 15% |
| Technical Execution | 20% | 15% |
| Emotional Impact | 20% | 25% |
| Bold Choice Quality | 15% | 10% |
| Platform Fit | 10% | 25% |
| Viral Potential | 10% | 10% |
In addition to creative scoring, every output is scored on 7 eligibility properties (full rubric: QA SKILL.md §0A):
| Property | Weight |
|---|---|
| Body in the song | 15% |
| Adoptable hook | 20% |
| Vast emotional TAM | 15% |
| Specificity paradox | 15% |
| Cognitive ease | 10% |
| Vocal co-discovery | 15% |
| Sonic threshold | 10% |
Accessible runs: eligibility average ≥3.5 is a HARD GATE. Below threshold → flagged for revision. Ambitious runs: eligibility scoring is informational only (artistic identity, not mass reach).
## Ranking Results
### Top Selections
| Rank | Title | Pair | Variation | Score | Key Strengths |
|------|-------|------|-----------|-------|---------------|
| 1 | ... | A | 3 | 8.7 | ... |
| 2 | ... | C | 1 | 8.4 | ... |
| 3 | ... | B | 4 | 8.2 | ... |
| 4 | ... | D | 2 | 8.0 | ... |
### Scoring Breakdown (Top 4)
#### Rank 1: [Title]
- Originality: 9/10 — [rationale]
- Technical: 8/10 — [rationale]
- Emotional: 9/10 — [rationale]
- Bold Choice: 8/10 — [rationale]
- Platform Fit: 8/10 — [rationale]
- Viral Potential: 9/10 — [rationale]
- **Weighted Total: 8.7**
[repeat for top 4]
### Panel Notes on Selection
[Key insights from the panel debate about why these won]
Before any candidate is published or treated as a formula test:
references/release_falsification_logging.md.assets/release_record.template.json into the run/release directory as release_record.json.scripts/validate_release_record.py.The evaluator's judgment shapes the final output. Choose wisely. Score rigorously.
Run the Lofn daily pipeline backed by Codex — fetch real-world facts, then generate the day's music (24 songs) and images (24→top 6) through the full Lofn pipeline with the daily rules (tri-source method, dual 3+3 constraint, emotional duality, library-only selection). Use for "daily run", "today's dailies", "run the daily pipeline", "do the daily drop", or a scheduled creative drop. Down-scalable for a quick test. Do NOT use for a single one-off competition piece (use `lofn`) or QA-only audits.
Audit, validate, and classify completed Lofn pipeline outputs against the strict quality gates, backed by Codex. Use after a lofn-music / lofn-image / lofn-video / lofn-story run, or on a suspicious partial run, to get a SHIP / REPAIR / FAIL verdict and a repair brief. Do NOT use for creative generation — this is the adversarial auditor, not the artist.
Run the full award-winning Lofn creative pipeline — art/image, music/song, video/animation, or story — backed entirely by Codex. Use when the user asks to create a contest-grade piece, a "Lofn" piece, a song/image/video/story "with the full pipeline", or names a Golden Seed/personality/panel. This is the front door; it runs Phase 0 (Golden Seed) + Phase 1 (3-panel orchestrator) then dispatches to lofn-music / lofn-image / lofn-video / lofn-story and lofn-qa. Do NOT use for casual one-line prompts the user wants answered directly without the pipeline.
Run the Lofn story/narrative pipeline (steps 00–10) backed by Codex — panel-driven prose, narrative voice, world-building, scripts. Use for stories, tales, narratives, flash fiction, scripts, or "write a story with the full pipeline". Expects a Phase-0/1 orchestrator packet from the `lofn` skill; if none exists, run `lofn` first. Do NOT use for images, music, video, or QA-only audits.
Run the Lofn video/animation pipeline (steps 00–10) backed by Codex — cinematic shot lists and motion/animation prompts (Veo 3.1 formula, synchronized audio). Use for video, film, cinematic clips, animation, animated loops, motion design, or "make a video/animation with the full pipeline". Covers BOTH live-cinematic and animation. Expects a Phase-0/1 orchestrator packet from the `lofn` skill; if none exists, run `lofn` first. Do NOT use for static images, music-only, story prose, or QA-only audits.
Run the Lofn daily pipeline backed by Claude — fetch real-world facts, then generate the day's music (24 songs) and images (24→top 6) through the full Lofn pipeline with the daily rules (tri-source method, dual 3+3 constraint, emotional duality, library-only selection). Use for "daily run", "today's dailies", "run the daily pipeline", "do the daily drop", or a scheduled creative drop. Down-scalable for a quick test. Do NOT use for a single one-off competition piece (use `lofn`) or QA-only audits.