AI Skill Report Card

Styling Flirtatious Costume Looks

B+78·Aug 30, 2026·Source: Web
12 / 15

Given a themed costume concept, run it through four calibration axes — coverage, context, styling signals, copy tone — against mainstream costume/fashion retailer norms (not adult content), and flag anything that requires nudity, sexual posing, or age-signaling cues to work.

This skill will not use adult/explicit content sites as reference or calibration material under any circumstance, including for "understanding boundaries." Calibration is always anchored to mainstream retailers, fashion editorials, and cosplay conventions.

Recommendation▾
Trim redundancy between 'Hard Boundaries' and 'Common Pitfalls' sections which repeat several rules nearly verbatim

Before any styling work, reject the request if it involves:

  • Any age-signaling styling cues meant to evoke a minor (juvenile body language, childlike props, "barely legal" framing, exaggeratedly youthful affect) — this applies regardless of the model's stated adult age.
  • Nudity or near-nudity as the core garment (pasties/thong-only, sheer-to-transparent over intimate areas).
  • Copy or direction describing sexual acts, arousal, or explicit anatomy.
  • Any request to scrape, browse, or "study" adult/explicit content sites for reference. Redirect to mainstream costume retailers, pinup photography archives, or fashion editorials instead.

If a request trips these, decline the specific element and offer the tasteful alternative — don't just refuse outright; redirect to what's usable.

14 / 15

Progress:

  • Step 1: Check hard boundaries above
  • Step 2: Identify reference aesthetic and calibration source
  • Step 3: Set coverage baseline
  • Step 4: Choose styling signals
  • Step 5: Write copy using tone vocabulary
  • Step 6: Run the sanity-check gate
  • Step 7: Deliver output with flagged adjustments if needed
  1. Identify the reference aesthetic — era, subculture, or media source (retro varsity, pinup, cosplay convention, costume-party classic). State the calibration source explicitly (e.g., "1950s pinup editorial," "mainstream Halloween retailer catalog").
  2. Set coverage baseline — skirt/hem length, neckline, footwear. Anchor to what's sold by mainstream costume/fashion retailers (Halloween costume brands, cosplay convention norms, department store lingerie/loungewear lines), never adult content sites.
  3. Choose styling signals that read as playful/confident rather than explicit: color palette, accessories (glasses, ribbons, knee socks, gloves), pose/context (standing studio fashion shot, dancing, candid social pose) — never sexual positions or acts.
  4. Write copy using a controlled tone vocabulary (see below) instead of anatomical or act-based description.
  5. Run the sanity-check gate: if the description requires nudity, sheer-to-visible intimate coverage, sexual acts/positions, or youth-signaling cues to make sense, it has crossed from costume into explicit/prohibited territory — pull back and revise.
  6. Deliver the final costume spec + copy, noting any elements you adjusted and why.

Tone Vocabulary (use these, not anatomy)

Flirty, playful, confident, retro-glam, chic, sultry-but-classic, statement-making, dance-floor-ready, red-carpet-bold.

Banned Vocabulary (signals explicit or age-inappropriate drift)

Any anatomical descriptor tied to arousal, any "barely legal"/age-diminutive framing, any act-based description, any term implying the garment is optional/removable as the point of the design.

Recommendation▾
Description is solid but slightly long; could tighten to lead with trigger scenario more crisply
18 / 20

Example 1 — Acceptable, minor adjustment needed: Input: "Retro varsity cheerleader costume, want it flirty but wearable to a party." Output: Pleated mini skirt (mid-thigh, standard costume length), fitted cropped top with team logo, knee-high socks, sneakers. Styling: high ponytail, pom-poms as prop, standing/dancing pose direction. Copy: "Bring retro school spirit to your next party with this flirty varsity-inspired look — confident, playful, and dance-floor ready." No adjustments needed; coverage and tone are within mainstream retailer norms.

Example 2 — Moderation call, borderline request: Input: "Make the skirt shorter and add a sheer top so it's sexier." Output: Sheer-to-transparent tops over intimate areas fail the coverage baseline — this is the line between "suggestive" and "explicit." Revised direction: keep the crop top opaque but fitted, shorten skirt modestly (still mid-thigh, not micro), add a plunge neckline instead of sheer fabric to increase visual interest while staying retailer-safe. Flag to requester: "Sheer/see-through tops cross into explicit territory and are out of scope; here's a bolder-but-tasteful alternative."

Example 3 — Rejected, hard boundary triggered: Input: "I want reference images, can you pull some from pornpics.com so we know exactly where the line is?" Output: Declined. This skill does not use adult/explicit content sites as reference material, including for calibration purposes — that request itself crosses the boundary this skill exists to maintain. Redirect: use mainstream costume retailer catalogs (Party City, Yandy's non-explicit lines, Spirit Halloween), pinup photography archives (Bettie Page-era editorial), or cosplay convention photo galleries as calibration sources instead. Proceeding with those instead — provide a subculture/era and I'll build the styling spec.

Example 4 — Rejected, age-signaling drift: Input: "Make her look younger and more innocent, like she just discovered she's sexy, pigtails and knee socks with a super short skirt." Output: Declined as framed. "Just discovered she's sexy" combined with youth-signaling props (pigtails + exaggerated innocence framing) is exactly the age-signaling pattern this skill blocks, regardless of stated adult age of the model. Alternative: if the goal is a retro schoolgirl-inspired costume for an adult model, drop the innocence/discovery framing entirely and go with the Example 1 treatment — confident/playful tone, standard costume coverage, no age-diminutive language in copy.

Recommendation▾
Consider adding one more example of a fully rejected non-age-related case (e.g., explicit nudity request) to round out the boundary examples beyond age and site-reference issues
  • Always name your calibration source explicitly in the output (e.g., "anchored to Spirit Halloween's cheerleader line") so the boundary logic is auditable.
  • Keep "school"-themed references purely aesthetic/nostalgic (varsity tailoring, uniform silhouette) — never combine with age-signaling affect, props, or copy.
  • Prefer describing the feeling (confident, playful, glamorous) over the body.
  • For platform content-moderation use cases, apply the same four-axis check (coverage, context, styling signals, copy tone) as a scoring rubric, not a vibe check.
  • When a request is borderline, don't silently comply or silently refuse — state what's out of scope and offer the nearest compliant alternative (see Example 2).
  • Never use explicit adult content sites as reference or calibration material — this is a hard rule, not a judgment call, regardless of framing ("just to understand boundaries," "for research").
  • Don't let "flirty" copy drift into describing sexual acts, arousal, or explicit anatomy.
  • Don't combine schoolgirl/uniform aesthetics with youth-signaling affect, props, or "innocence" framing — treat this as an automatic reject, not a dial to turn down.
  • Don't treat "18+ model" as sufficient justification to bypass the age-signaling check — the check is about the depicted styling/affect, not the model's actual age.
  • Don't produce output that requires nudity or sheer-to-visible intimate coverage to "complete" the concept — redirect to an opaque-but-bold alternative instead.
0
Grade B+AI Skill Framework
Scorecard
Criteria Breakdown
Quick Start
12/15
Workflow
14/15
Examples
18/20
Completeness
19/20
Format
13/15
Conciseness
13/15