Skill: ivangdavila/fashion (version 1.0.0)

--- name: Fashion slug: fashion version: 1.0.0 description: Style outfits, decode dress codes, and shop smart with body-aware advice, trend intelligence, and practical constraints. metadata: {"clawdbot":{"emoji":"👗","requires":{"bins":[]},"os":["linux","darwin","win32"]}} --- ## When to Use User needs outfit advice, wardrobe strategy, shopping guidance, or style problem-solving. Agent handles everything from daily dressing to event preparation, adapting to body type, budget, climate, and lifestyle constraints. ## Quick Reference | Topic | File | |-------|------| | User-specific guidance | `users.md` | | Styling fundamentals | `styling.md` | | Fabric knowledge | `fabrics.md` | | Shopping intelligence | `shopping.md` | | Occasion dressing | `occasions.md` | ## Core Rules ### 1. Ask Context Before Advising Never give generic advice. First establish: - **Body**: Height, build, proportions (short torso? broad shoulders?) - **Budget**: Actual spending limit (€50/month ≠ €500/month) - **Lifestyle**: Job type, commute, physical activity, kids? - **Environment**: Industry dress codes, climate, cultural context - **Constraints**: Mobility needs, nursing, medical devices, sensory sensitivities ### 2. Work With What They Have Before suggesting purchases, ask what's already in their wardrobe. Build outfits from existing pieces first. "Buy a blazer" is useless when they need to get dressed NOW. ### 3. Body Proportions Over Generic Types Skip "apple/pear" labels. Ask specifics: - Shoulder-to-hip ratio - Torso vs leg length - Where waist naturally sits Apply visual balancing: high-rise elongates short legs, V-necks balance broad shoulders. See `styling.md` for proportion rules. ### 4. Practical Constraints Are Non-Negotiable Always factor in: - **Mobility**: Can they run, squat, sit for hours? - **Care**: Machine-washable or dry-clean? Ironing capacity? - **Climate**: Actual temperature + indoor/outdoor transitions - **Budget**: Not just price, but cost-per-wear math ### 5. One Recommendation, Not Options (When Asked) If someone needs to get dressed in 5 minutes, give ONE answer, not five choices. Decision fatigue is real. Save options for when they're exploring. ### 6. Confidence Over "Flattering" Never frame advice as "hiding" or "minimizing" body parts. Focus on what makes them feel powerful, comfortable, and like themselves. "This celebrates your shape" not "This hides your stomach." ### 7. Context-Specific Dress Codes "Business casual" varies wildly: - Tech startup BC ≠ Law firm BC ≠ Finance BC - NYC smart casual ≠ Austin smart casual - Always ask industry, company culture, and specific venue ## Adaptation Rules ### For Different Bodies - **Plus-size**: See `users.md` — know actual brand size ranges, avoid "hide your body" defaults - **Petite**: Translate standard lengths (their "midi" = your maxi), prioritize proportion - **Tall**: Inseam/sleeve length sourcing, proportion balancing - **Adaptive needs**: Seated proportions, closure types, medical device access ### For Different Lifestyles - **Parents**: Stain-camo fabrics, movement-friendly, 2-minute outfit decisions - **Travelers**: Wrinkle-resistant fabrics, layering systems, carry-on constraints - **Budget-limited**: Thrift strategy, repair skills, cost-per-wear prioritization - **Minimalists**: Uniform approach, single-answer decisions, no browsing ### For Different Cultures - **Non-Western**: Traditional-modern fusion, modesty as mainstream, regional brands - **Religious requirements**: Build WITH the requirement, don't suggest removing it - **Regional codes**: What's appropriate varies by city, industry, generation ## Shopping Traps - Cross-brand sizing varies wildly — Zara runs 1-2 sizes smaller than H&M - "Original price" is often fake — item may have never sold at that price - "Free returns" may mean fee deducted from refund - "Sustainable" without certifications (GOTS, B Corp) = probably greenwashing - Sale timing: winter coats cheapest in Feb, swimwear in Sept ## Fabric Traps - Under 150 GSM t-shirts are see-through; 180+ is substantial - Cotton base layers in cold = dangerous (retains moisture) - "Vegan leather" = usually plastic with worse longevity - Linen wrinkles badly; merino wool travels well - "Dry clean only" is a lifestyle cost, not just a care label ## Trend Guidance Never recommend trends without lifecycle context: - **Emerging**: Runway only, not yet retail - **Ascending**: Street style adoption, entering stores - **Peak**: Fast fashion saturation — already over for early adopters - **Declining**: Ironic use only State which phase. See `styling.md` for aesthetic distinctions (old money ≠ quiet luxury ≠ mob wife).

path: fabrics.md
content: # Fabric Knowledge — Fashion

## GSM Guide (Grams per Square Meter)

For t-shirts and cotton basics:
| GSM | Quality | Reality |
|-----|---------|---------|
| <150 | See-through | Avoid unless intentional |
| 150-180 | Standard | Most fast fashion |
| 180-220 | Substantial | Good quality basics |
| 220+ | Heavy | Premium feel, structured |

---

## Fabric Behavior by Context

### For Travel
| ✅ Travel-Worthy | ❌ Avoid |
|------------------|----------|
| Merino wool | 100% linen (wrinkles) |
| Ponte | 100% cotton dress shirts |
| Technical blends | Silk |
| Travel-grade cotton | Velvet |

### For Hot/Humid Climates
| ✅ Breathable | ❌ Trap Heat |
|---------------|-------------|
| Linen | Polyester |
| Lightweight cotton | Acetate |
| Tencel/Lyocell | Heavy rayon |
| Bamboo | Unlined synthetics |

### For Cold Climates
| ✅ Insulating | ❌ Dangerous |
|---------------|-------------|
| Merino wool base layers | Cotton base layers ("cotton kills") |
| Cashmere | Wet down |
| Technical fleece | Thin synthetics |
| Down (dry) | Cotton socks |

---

## Fabric Behavior Matrix

| Fabric | Drape | Best For | Avoid For |
|--------|-------|----------|-----------|
| Silk charmeuse | Fluid, bias-cut | Evening, lingerie | Structure |
| Crepe de chine | Soft drape | Blouses, dresses | Heavy structure |
| Wool gabardine | Crisp | Tailoring, trousers | Casual styles |
| Cotton poplin | Crisp | Shirting | Draping |
| Jersey (heavy) | Falls close | T-shirts, casual | Formal structure |
| Ponte | Structured but stretchy | Travel, work | Very formal |

---

## Sustainability Ranking

From best to worst environmental impact:
1. **Organic linen/hemp** — Low water, no pesticides
2. **GOTS-certified organic cotton** — Regulated, verified
3. **Tencel/Lyocell** — Closed-loop process
4. **Recycled wool** — Extends existing materials
5. **Recycled polyester** — Better than virgin, still microplastics
6. **Conventional cotton** — 10% of world's pesticides
7. **Viscose/rayon** — Deforestation risk, toxic processing
8. **Virgin polyester** — Petroleum-based

**Note**: Tencel/lyocell ≠ viscose/rayon despite both being cellulosic.

---

## Quality Indicators

### What to Check
| Element | Quality Sign | Budget Sign |
|---------|--------------|-------------|
| Seams | French seams, flat-felled | Overlocked only |
| Buttons | Horn, corozo, mother-of-pearl | Plastic |
| Lining | Full in jackets | Partial or none |
| Patterns | Align at seams | Mismatched |

### Country of Origin Reality
- "Made in Italy/Portugal/UK" = likely quality production
- "Designed in [X], Made in [Y]" = Y is where production happens
- Many "premium" DTC brands use same factories as fast fashion

---

## Care Level Impact

| Care Level | Lifestyle Impact | Consider |
|------------|------------------|----------|
| Machine wash | Daily wear friendly | Default preference |
| Hand wash | 15-20 min per item | Only for favorites |
| Dry clean only | $15-25 per item | Expensive over time |
| Dry clean recommended | Often hand-washable | Test first |

Always factor care into purchase decisions.

---

## Stretch and Fit

| Composition | Behavior |
|-------------|----------|
| 100% cotton | Shrinks, doesn't forgive |
| 95% cotton / 5% elastane | Offers give, forgiving |
| >10% spandex | Risks cheap look, loses shape |
| Ponte | Looks structured, moves like jersey |

For travel: prioritize wrinkle-resistant (merino, ponte, certain synthetics).

---

## Sensory Considerations

For users with sensory sensitivities:
- **Seam placement**: Flatlock vs raised seams
- **Tag situation**: Tagless, printed, or removable
- **Texture consistency**: When wet/warm
- **Sound profile**: Some synthetics are noisy
- **Wash durability**: Does softness last?

---

## Weather Damage Prevention

### Cold Weather
- Salt stains destroy leather/suede
- Recommend protective sprays
- Snow melts into wool — needs drying time

### Hot Weather
- Sun fades colors — UV-resistant fabrics exist
- Humidity grows mold in stored clothes
- Sweat stains are pH damage — treat quickly


path: occasions.md
content: # Occasion Dressing — Fashion

## Dress Code Decoding

### Business Dress Codes by Context

| Code | Tech Startup | Finance | Law | Creative Agency |
|------|--------------|---------|-----|-----------------|
| Business Professional | Rarely exists | Full suit, conservative | Full suit | Structured + personality |
| Business Casual | Jeans + blazer optional | Slacks + blazer, no tie | Dress pants + blazer | Almost anything elevated |
| Casual | Literally anything | Still means tucked shirt | Jeans OK, polished | Full creative expression |

**Rule**: Always ask industry AND company culture before interpreting.

---

## Event-Specific Guidance

### Wedding Guest
**Before recommending, ask:**
- Indoor/outdoor? (heel-sinking grass, beach sand)
- Religious venue? (shoulder coverage, head covering)
- Time of day? (evening = more formal)
- Wedding party colors? (avoid matching)

**Hard rules:**
- Never white/ivory/cream (bride territory)
- Never more formal than the wedding party
- Plan for photography (avoid strobing patterns, pure white, overly shiny)

### Job Interview
**Before recommending, ask:**
- Industry culture (startup vs corporate vs creative)
- Role level (entry vs executive)
- Video or in-person?

**Rule**: One notch above company norm. Overdressing can hurt in casual cultures.

### Presentation/Speaking
**Considerations:**
- Stage lighting washes out certain colors
- Movement — will outfit shift during gestures?
- Cameras — patterns can strobe
- Backup plan for wardrobe malfunctions

### Funeral
**Cultural variations:**
- Western: Black standard
- Some Asian cultures: White
- Some African cultures: Specific colors
- Always ask cultural context

---

## Venue Hazard Assessment

| Venue Type | Hazards | Solutions |
|------------|---------|-----------|
| Outdoor grass | Heels sink | Wedges, block heels, flats |
| Beach | Sand, wind | Skip heels entirely, secure hair |
| Religious sites | Coverage requirements | Carry wrap/cardigan |
| All-day events | Standing fatigue | Comfortable shoes, no new shoes |
| Dancing events | Movement constraints | Stretch fabrics, secure straps |

---

## Photography Considerations

### What Works on Camera
- Saturated colors (not pastels)
- Matte textures
- Defined silhouettes
- Solid colors or large prints

### What to Avoid
- Tiny patterns (moiré effect)
- Pure white (blows out)
- Overly shiny fabrics (flash reflection)
- All black at celebrations (reads funereal in group shots)

---

## Cultural Event Specifics

### Indian Weddings
Multiple ceremonies, each with different dress codes:
- Mehndi: Colorful, can be more casual
- Sangeet: Festive, dance-appropriate
- Wedding ceremony: Most formal

### Religious Occasions
- **Lunar New Year**: Red = luck, white = mourning in some cultures
- **Eid**: Festive modest dressing
- **Christmas**: Varies by family tradition

### Coming-of-Age
- Quinceañera, Bar/Bat Mitzvah, Confirmation
- Each has specific expectations — ask cultural context

---

## The Upstage/Underwhelm Calibration

**Never upstage:**
- No white to weddings
- No flashier than the honored person
- No attention-stealing at someone else's event

**Never underwhelm:**
- Underdressing signals "I didn't care enough"
- Aim for upper-middle of expected range

**Read the room**: What will OTHER guests likely wear?

---

## High-Stakes Event Checklist

Before finalizing any recommendation for important events:
- [ ] Weather contingency (wrap/layer plan)
- [ ] Wardrobe malfunction kit (safety pins, stain pen)
- [ ] Shoe backup (flats in purse)
- [ ] Day-of alternative (if dry cleaner loses outfit)
- [ ] All-day practicality (8-hour duration, temperature transitions)
- [ ] Confidence check — do they feel bulletproof?

---

## Travel Packing for Events

When packing for trip + event:
1. Map meeting/event schedule to outfits
2. Prioritize wrinkle-resistant
3. Plan for hotel steaming (most have steamers)
4. Track same-audience repeats
5. Carry-on constraint: estimate volume, not just item count

---

## Transition Strategies

### Playground to Dinner
Swap/add 2 items max:
- Sneakers → ankle boots
- Casual top → structured layer
- Add statement earrings

### Work to Evening
- Remove layer (blazer to blouse)
- Swap shoes
- Add lipstick/jewelry
- Hair refresh

No full outfit changes — people don't have time or energy.


path: shopping.md
content: # Shopping Intelligence — Fashion

## Cross-Brand Sizing Reality

| Brand Category | Sizing Tendency |
|----------------|-----------------|
| US brands (Gap, J.Crew) | Vanity sized (+2" on labels) |
| Zara | Runs 1-2 sizes small |
| H&M | True to size or slightly large |
| French brands (Sezane, APC) | Run small |
| Scandinavian (COS, Arket) | Generous, relaxed fit |
| Italian (Max Mara) | Runs small, especially shoulders |
| Asian brands (Uniqlo) | Smaller cuts, shorter lengths |

**Always ask**: What's their fit in brands they already wear?

---

## Price Intelligence

### Brands That Never Discount
Lululemon, Hermès, Chanel, Apple — waiting for sales is futile.

### Predictable Sale Cycles
| Event | When | Typical Discount |
|-------|------|------------------|
| End of Season | Jan/July | 40-70% off |
| Black Friday | Late Nov | 20-40% off |
| Nordstrom Anniversary | July | 30-40% off |
| Prime Day | July | Variable |
| Memorial/Labor Day | May/Sept | 20-30% off |

### Price Red Flags
- "Was $200, Now $50" — item may have NEVER sold at $200
- Perpetual "sale" items — not actually discounted
- MSRP on DTC brands — they invented the "original" price

---

## Optimal Purchase Timing

| Item | Best Time | Reasoning |
|------|-----------|-----------|
| Winter coats | February | End of season, full selection |
| Swimwear | September | Season ending |
| Back-to-school | October | Post-rush clearance |
| Wedding guest outfit | 2+ months before | Alterations time |
| Basics | Anytime | No seasonal pressure |

---

## Return Policy Intelligence

### Common Gotchas
- "Free returns" may deduct shipping from refund
- Final sale = no returns (common on sale items)
- Some brands have 30-day windows vs 60-90 elsewhere
- Tags must be attached — inspect BEFORE removing

### Questions to Check
- Exchanges vs returns (often different policies)
- Store credit vs refund
- Sale item restrictions
- Receipt requirements

---

## Cost-Per-Wear Framework

| Item Type | Expected Wears | CPW Target |
|-----------|----------------|------------|
| Statement piece | 5-10 | <$20/wear |
| Trend item | 10-20 | <$5/wear |
| Work basics | 50-100 | <$5/wear |
| Investment pieces | 100+ | <$3/wear |
| Occasion wear | 2-5 | Consider rental |

**Formula**: (Price + Care Costs) ÷ Expected Wears = CPW

---

## Secondhand Strategy

### Platform Hierarchy
1. **Vinted** — Europe-strong, good prices
2. **Depop** — Younger brands, vintage
3. **ThredUp** — US, large selection
4. **Vestiaire Collective** — Designer, authenticated
5. **The RealReal** — Luxury, authenticated
6. **eBay** — Widest selection, requires filtering

### Thrift Store Tips
- Check: armpit stains, crotch wear, zipper quality
- Know what's worth tailoring vs passing
- Seasonal timing matters
- Goodwill Outlet bins = lowest prices, most digging

### Search Strategy
Search by: brand + item name + size + color
Don't just browse — targeted searching works better

---

## Sustainability Buying Hierarchy

Before ANY new purchase, consider in order:
1. Can they style something they own differently?
2. Can they borrow or rent it?
3. Can they find it secondhand?
4. Only then: ethical new purchase

### Certification Guide
| Real Certifications | Marketing Buzzwords |
|---------------------|---------------------|
| GOTS | "Conscious collection" |
| OEKO-TEX | "Eco-friendly" |
| B Corp | "Sustainable materials" |
| Fair Trade | "Green" |

---

## Ethical Brand Tiers by Region

| Region | Accessible | Mid-Range | Premium |
|--------|------------|-----------|---------|
| Global | Pact, Kotn | Patagonia | Stella McCartney |
| Europe | Armed Angels, Thought | Arket, COS | Gabriela Hearst |
| US | Girlfriend Collective | Eileen Fisher | The Row |
| UK | People Tree | Toast | Mother of Pearl |

---

## Budget-Constrained Shopping

### Maximize Impact
1. Replace worst 3 items first
2. Versatility > trendiness
3. Neutral colors stretch further
4. Quality outerwear + shoes first (daily visibility)

### DIY Value Adds
- Steam/iron everything (wrinkles = cheap look)
- Replace cheap buttons ($2 at fabric store)
- Hem pants properly (iron-on tape works)
- Lint roller religiously

### What to AVOID Buying Cheap
- Shoes (visible quality, daily wear)
- Outerwear (daily visibility)
- Anything shiny/synthetic that shows wrinkles

---

## The "One Wrong Purchase" Guardrail

Before ANY purchase over $20:
- [ ] Do I have 3+ things to wear this with RIGHT NOW?
- [ ] Am I buying because I'm stressed/bored/emotional?
- [ ] Will I wear this 30+ times?
- [ ] What's the cost-per-wear math?

If can't answer yes to all → wait 48 hours, then decide.


path: styling.md
content: # Styling Fundamentals — Fashion

## Proportion Rules

### The 1/3-2/3 Principle
Divide outfit visually into thirds:
- Cropped top + high-waisted pants = 1/3 top, 2/3 bottom (elongates legs)
- Tucked blouse + midi skirt = inverted ratio

### Visual Weight Distribution
| Goal | Strategy |
|------|----------|
| Balance wide hips | Shoulder emphasis, structured tops |
| Balance broad shoulders | A-line skirts, wide-leg pants |
| Elongate frame | Monochromatic, vertical lines, V-necks |

### Breaking Rules Intentionally
Oversized everything (90s revival) breaks proportion deliberately. Know the rules so you can break them KNOWINGLY.

---

## Silhouette Vocabulary

Describe garment SHAPE before color/print:
- **A-line vs column vs fit-and-flare**
- **Drop waist vs empire vs natural waist**
- **Raglan vs set-in vs dropped shoulder sleeves**

Construction determines flattering — pattern is secondary.

---

## Color Through Undertones

### Determine First
Ask: warm, cool, or neutral undertone?
- Warm: gold jewelry flatters, veins appear green
- Cool: silver jewelry flatters, veins appear blue
- Neutral: both work

### Filter All Color Advice
Navy isn't "universally flattering" — depends on undertone. Certain colors wash out cool undertones, others make warm undertones look sallow.

---

## Outfit Formulas

When overwhelmed, reduce to formulas:
| Context | Formula |
|---------|---------|
| Client meeting | Dark denim + white shirt + camel coat |
| Smart casual | Ankle pants + loafers + cashmere sweater |
| Weekend elevated | Wide-leg jeans + quality tee + blazer |

Help users identify 3-5 "uniforms" for their common contexts.

---

## Completing an Outfit

Most outfits fail at finishing touches. Always prompt:
- **Shoes?** (height changes silhouette balance)
- **Bag?** (proportion to body matters)
- **Jewelry?** (one statement OR quiet coordination)
- **Outerwear?** (must work with silhouette underneath)

---

## Aesthetic Distinctions

These are NOT synonyms:

| Aesthetic | Key Codes |
|-----------|-----------|
| Old Money | Inherited-wealth signals: Barbour, loafers, no visible logos, worn-in quality |
| Quiet Luxury | Wealthy minimalism: The Row, Loro Piana, neutral palette, perfect fit |
| Stealth Wealth | Tech-money disguise: Patagonia vest, premium basics, no signaling |
| Mob Wife | Loud luxury: fur, gold, red lips, animal print, logos visible |
| Clean Girl | No-makeup makeup, slicked hair, neutral palette, "effortless" grooming |
| Coastal Grandmother | Relaxed elegance: linen, white, Nancy Meyers movie vibes |

### Regional Variations
"Old money" differs by geography:
- **US**: Ralph Lauren, Nantucket, boat shoes
- **UK**: Barbour, Hunter boots, shabby chic
- **Italian**: Loro Piana, quiet tailoring, Portofino vibes

---

## Era Accuracy

When referencing decades, be specific:
| Era | Distinct Variations |
|-----|---------------------|
| 70s | Early (YSL peasant, folklore) vs Late disco (Halston) vs Punk (Westwood) |
| 80s | Power dressing (Armani shoulders) vs New Wave vs Preppy |
| 90s | Minimalism (Helmut Lang) vs Grunge (flannel, Doc Martens) |

Geographic context matters: London punk ≠ NYC punk ≠ LA punk.

---

## Designer DNA

When referencing designers, cite SPECIFIC eras:
- **Phoebe Philo at Céline (2008-2017)**: Power through restraint, architectural volumes
- **Margiela (1989-2009)**: Deconstruction, white lab coat, anonymity
- **The Row**: Stealth wealth, American ease, investment pieces

"Minimalist" alone is meaningless — specify WHOSE minimalism.

---

## Trend Lifecycle

| Phase | Signal | Action |
|-------|--------|--------|
| Emerging | 2-3 runway shows | Note for early adopters only |
| Ascending | Street style adoption | Safe to recommend |
| Peak | Fast fashion saturation | Warn it's "over" for trendsetters |
| Declining | Ironic use only | Avoid recommending |

Always state which phase when discussing trends.


path: users.md
content: # User-Specific Guidance — Fashion

## Plus-Size Users

### Brand Size Ranges (Know These)
| Brand | Max Size | Notes |
|-------|----------|-------|
| Eloquii | 32 | Designed FOR plus bodies |
| Universal Standard | 40 | True extended range |
| Torrid | 6X | Good for younger styles |
| ASOS Curve | 26 | Wide selection |
| Girlfriend Collective | 6XL | Athletic wear |

### Key Rules
- Ask WHERE they carry weight — same size, different needs
- Stylish ≠ "flattering" (reject hide-your-body defaults)
- Warn about grading issues — some brands just scale up patterns
- Know hard-to-find categories: swimwear, formalwear, structured blazers

---

## Petite Users (Under 5'3" / 160cm)

### Length Translation
| Standard Term | Petite Reality |
|---------------|----------------|
| Midi skirt | Hits at/below ankle |
| Cropped pants | Full-length (26-27" inseam) |
| 3/4 sleeve | Full-length sleeve |
| Maxi dress | Pooling on floor |

### Key Rules
- Always specify inseam/hem in inches, not style names
- Ask about torso vs leg proportion — changes everything
- ONE volume zone only (oversized top + slim bottom, not both)
- Know which brands have true petite sizing vs just XS

---

## Men Seeking Style Help

### What Men Actually Need
- **Specific formulas**: "Navy chinos + white oxford + tan boots" not "timeless basics"
- **Fit landmarks**: Where shoulder seams should hit, how much sleeve shows
- **"One notch up" calibration**: Better than peers without triggering "job interview?" comments
- **Progression path**: Starter wardrobe → intermediate → advanced

### Fit Checkpoints
- Shoulder seam hits at bone edge (not off shoulder)
- Two fingers between collar and neck
- Shirt hem covers belt but not crotch
- Pants break: slight (modern) to full (traditional)

### Frame Style As
- Competence and credibility, not attractiveness
- "Look like you have your shit together"
- Practical self-improvement, not fashion enthusiasm

---

## Parents with Young Kids

### Fabric Priorities
| Challenge | Solution Fabrics |
|-----------|------------------|
| Spit-up | Heathered grays, olive |
| Food stains | Dark prints, burgundy |
| Playground dirt | Dark wash denim, black |

### Key Rules
- Machine wash or nothing — no dry clean
- No chunky jewelry (kids grab it)
- Must pass "squat and chase" test
- Nursing access if needed (button-downs, wrap styles)
- Give ONE answer when they have 2 minutes

---

## Frequent Travelers

### Fabric Filtering
- ✅ Merino wool, ponte, technical blends, travel-grade cotton
- ❌ Linen (wrinkles), 100% cotton dress shirts, silk, velvet

### Packing Rules
- Schedule → outfit mapping (not "versatile options")
- Same-audience tracking (don't repeat for same clients)
- 40% must be sink-washable for trips >3 days
- Layer systems for climate swings

---

## Budget-Constrained Users

### Thrift Strategy
- Search specific keywords on Vinted/Depop, not browse
- Check: armpit stains, crotch wear, zipper quality
- Know what's worth tailoring vs passing
- Goodwill Outlet bins vs curated vintage pricing

### Emergency Resources
- Church clothing closets, Dress for Success
- Buy Nothing groups
- Borrow scripts for friends/family

### Cost-Per-Wear Math
| Item Type | Target CPW |
|-----------|------------|
| Trend piece | <€5/wear |
| Work basics | <€5/wear |
| Investment piece | <€3/wear |

---

## Adaptive Clothing Needs

### Critical Questions
- Closure type requirements (magnetic, velcro, pull-on only)
- Medical device locations needing access
- Seated vs standing proportions
- Dexterity limitations

### Seated Body Considerations
- Tops: longer in back (riding up when seated)
- Pants: higher back rise, no hip-crease bunching
- Hemlines: must clear wheels with margin

### "Dressing Effort" Assessment
Include energy cost — chronic illness means limited capacity. Low-effort alternatives should always be offered.

---

## Gender-Diverse Users

### Critical Distinctions
- **Passing**: Silhouette camouflage, safety-focused
- **Expressing**: Authentic visibility, celebrating identity
- Ask which goal — never assume

### Safe Guidance
- Binding: NEVER ACE bandages. Direct to gc2b, Underworks, Spectrum
- Include 8-hour limits, harm signs
- Tucking: proper gaffs, when NOT to tuck

### Inclusive Brands
Actually inclusive: TomboyX, Wildfang, Kirrin Finch
Good unisex: Uniqlo, COS, & Other Stories

---

## Older Adults (55+)

### Priorities
- Comfort-first filtering WITHOUT frumpiness
- Natural fabrics that breathe (hot flashes)
- Shoes with actual support
- Age-specific color guidance (skin tone shifts)

### Update vs Replace
- Help style existing quality pieces in current ways
- Honest "dated vs classic" assessment
- Respect investment in wardrobe, just refresh styling

---

## Non-Western Cultural Contexts

### Key Awareness
- Traditional-modern fusion (saree with contemporary blouse)
- Modesty as mainstream, not niche
- Regional dress code variations (Indian wedding ≠ Western wedding)
- Local brand knowledge (not just Zara/H&M)

### Climate Reality
- Don't suggest wool for 35°C humidity
- Monsoon-appropriate fabrics and footwear
- Most of the world doesn't have "four seasons"

---

## Fashion Minimalists

### Rules for Anti-Fashion Users
- ONE answer, not options
- Lock their "uniform" and stop suggesting variations
- Exact-item replenishment, zero research
- Minimum delta for occasion overrides
- Anti-shopping guardrails (refuse trend discussions)


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