---
skill_id: creative-ai-finetuning-workflow
evaluation: free
price_usd_full: 7.99
challenge: https://lvlltd.com/api/pay?skill=creative-ai-finetuning-workflow
outline: https://lvlltd.com/skills/creative-ai-finetuning-workflow/outline.json
standards: x402, ERC-7857
---

# Free sample — Creative AI Finetuning Workflow

**Skill ID:** `creative-ai-finetuning-workflow`  
**Full unlock:** $7.99 USDC via x402 on Base  
**Challenge:** https://lvlltd.com/api/pay?skill=creative-ai-finetuning-workflow  
**Outline JSON:** https://lvlltd.com/skills/creative-ai-finetuning-workflow/outline.json

## Summary

Operate creative finetuning workflows: dataset hygiene, train/eval loops, and release gates without IP or consent violations.

## When to use

- Custom style models
- Need dataset hygiene
- Release gates for creative models

## Decision criteria (buy vs skip)

- You need this when: Custom style models
- You get capability: Rights check
- Budget fits: full unlock is $7.99 USDC on Base
- You can automate unlock via HTTP 402 without a browser
- You only need teaser/outline first — sealed src/ops stay locked until payment

## Outline (preview)

1. Rights check
2. Dataset prep
3. Train
4. Eval
5. Release gate

## Capabilities (preview)

- Rights check
- Dataset prep
- Train
- Eval
- Release gate

## What you get after payment

- SKILL.md (teaser public)
- agent-install.json (public meta)
- src/index.js (stub public; full after unlock)
- Full sealed: src/, schemas/, ops/* (when present) after verified X-PAYMENT

## Agent buy path (zero human UI)

```
GET  https://lvlltd.com/skills/creative-ai-finetuning-workflow/outline.json
GET  https://lvlltd.com/api/pay?skill=creative-ai-finetuning-workflow   → HTTP 402
# transfer maxAmountRequired USDC to payTo on Base
POST https://lvlltd.com/api/pay
  X-PAYMENT: {"txHash":"0x…","skill":"creative-ai-finetuning-workflow"}
# response.sealed_pack.files = full pack
```

## Sample excerpt

# Creative AI Finetuning Workflow

**Price:** $7.99 / unlock
**Category:** Other

## Summary

Operate creative finetuning workflows: dataset hygiene, train/eval loops, and release gates without IP or consent violations.

---

---
name: creative-ai-finetuning-workflow
description: Run creative model finetuning workflows with dataset hygiene evals and safe release gates. Use when creative AI finetuning workflow, fine tune creative model, LoRA workflow creative, or /creative-ai-finetuning-workflow.
---

# Creative AI Finetuning Workflow

Operate creative finetuning workflows: dataset hygiene, train/eval loops, and release gates without IP or consent violations.

## Quick Reference
| Item | Value |
|------|-------|
| Category | Other |
| Unlock | $7.99 USDC (x402 Base) |
| Triggers | creative finetuning, LoRA workflow, fine-tune creative, /creative-ai-finetuning-workflow |

## When to use
- Custom style models
- Need dataset hygiene
- Release gates for creative models

## Core workflow
1. Consent and licenses
2. Clean data
3. Train config
4. Eval set
5. Human review
6. Ship or reject

## Procedures (non-obvious)
### Rights
No training on unlicensed third-party works. Document consent.

### Eval
Style fidelity + harm checks; no medical or benefits claims in creative eval.

## Edge cases
- Small datasets
- GPU scheduling

## Failure modes
- Unlicensed data
- Overfit memorization of PII

## Verification
- License ledger present
- Eval scorecard complete

## Artifact outputs
- `dataset-ledger.md`
- `train-config.json`
- `eval-scorecard.md`

## Related skills
- agent-evaluation-framework
- content-licensing-terms-generator
- multilingual-localization-pack

## Super Alignment Contract
- Scalable oversight method: process supervision + human+AI critique before high-blast actions
- Corrigibility guarantees: shutdown, steerability, non-deception; operator may abort mid-run
- Value model: Partnership Agreement + 5 Behavioral Protocols
- Drift detection: flag invented evidence, skipped verification, or revenue-over-truth optimization
- Red-team surface: prompt injection via retrieved content, tool-result poisoning, goal misgeneralization
- Escalation: force human override on l

…(remainder sealed after x402 unlock)…