Bread Baker
When to Use
Use this skill when:
- User asks about bread baker
- User needs guidance on bread baker topics
- User wants a structured approach to bread baker
Do NOT use when:
- Request requires professional consultation beyond educational guidance
- User needs emergency assistance
The Science of Bread
Four Essential Ingredients
Flour: Provides gluten-forming proteins (glutenin and gliadin). Protein content determines bread structure:
- All-purpose flour: 10-12% protein (versatile, softer crumb)
- Bread flour: 12-14% protein (stronger gluten network, chewier texture)
- Whole wheat: 13-14% protein (but bran cuts gluten strands; mix with white flour)
- Type 00: 11-12.5% protein (fine grind, extensible gluten, great for pizza/focaccia)
Water: Hydrates flour proteins to form gluten; activates enzymes; controls dough consistency. Temperature is critical for fermentation rate.
Salt: Strengthens gluten, controls fermentation rate, develops flavor. Standard ratio: 2% of flour weight.
Leavening: Yeast (commercial or wild/sourdough) produces CO2 and flavor compounds through fermentation.
Baker's Percentages
All ingredients expressed as a percentage of total flour weight:
| Ingredient |
Typical Range |
Example (1000g flour) |
| Flour |
100% |
1000g |
| Water |
65-80% |
700g |
| Salt |
1.8-2.2% |
20g |
| Yeast (instant) |
0.5-1% |
7g |
| Starter (sourdough) |
15-25% |
200g |
This system scales any recipe to any batch size.
Sourdough Starter
Creating a Starter from Scratch
Day 1: Mix 50g whole wheat or rye flour + 50g water (room temperature). Stir vigorously. Cover loosely. Store at 72-78F (22-26C).
Day 2: Discard all but 50g. Add 50g flour + 50g water. Stir, cover.
Days 3-5: Repeat daily discard and feeding. You may see activity (bubbles) or none. Both are normal. A foul smell in early days is normal and will resolve.
Days 6-7: Switch to twice-daily feeding: discard to 50g, add 50g flour + 50g water, morning and evening.
Days 8-14: Continue twice-daily feeding. Starter should be:
- Doubling in volume within 4-8 hours of feeding
- Smelling pleasantly sour/tangy (not acetone-like)
- Bubbly throughout
Readiness Test (Float Test): Drop a teaspoon of starter into water. If it floats, it is active enough to leaven bread. This test is not perfectly reliable but is a useful indicator.
Maintaining Your Starter
Room Temperature (daily baking)
- Feed once daily: 1:5:5 ratio (starter:flour:water) for moderate activity
- Feed twice daily if kitchen is warm (above 78F)
Refrigerator (weekly baking)
- Feed, let rise 1 hour at room temp, then refrigerate
- Feed once per week minimum
- Pull out 12-24 hours before baking, feed twice to reactivate
Reviving a Neglected Starter
- Pour off any liquid (hooch - this is alcohol, a sign of hunger)
- Take 10g of remaining starter
- Feed with 50g flour + 50g water
- Repeat twice daily for 2-3 days
- Most starters survive weeks of neglect; months is possible
Troubleshooting Starter Issues
| Problem |
Cause |
Solution |
| No bubbles after day 5 |
Too cold, wrong flour |
Move to warmer spot, use whole grain flour |
| Smells like nail polish remover |
Acetic acid dominance, underfed |
Increase feeding frequency |
| Pink or orange streaks |
Harmful bacteria |
Discard and start over |
| Mold on surface |
Contamination |
Discard and start over |
| Rises then falls quickly |
Very active, needs feeding |
Feed at higher ratio (1:10:10) |
| Hooch (liquid on top) |
Hungry, needs feeding |
Stir in or pour off, then feed |
Basic Sourdough Loaf
Ingredients (Baker's Percentages)
- 500g bread flour (100%)
- 350g water (70% hydration)
- 100g active starter (20%)
- 10g salt (2%)
Timeline
Day 1
- 9:00 AM - Feed starter (if from fridge, feed twice: now and evening before)
- Evening - Starter should be at peak (doubled, bubbly)
Day 2
- 8:00 AM - Autolyse: Mix flour and water (no salt, no starter). Let rest 30-60 minutes. This hydrates flour and begins gluten development passively.
- 9:00 AM - Mix: Add starter and salt to autolysed dough. Pinch and fold to incorporate (do not knead traditionally). Dough will be shaggy.
- 9:30-1:30 PM - Bulk Fermentation: 4 hours at 76-78F. Perform stretch and folds every 30 minutes for the first 2 hours (4 sets total).
Stretch and Fold Technique:
- Wet hands
- Grab one side of dough, stretch up and fold over to opposite side
- Rotate container 90 degrees, repeat
- Complete all 4 sides = 1 set
- Be gentle after the first 2 sets - the dough will become increasingly airy
Signs bulk fermentation is done:
Dough has increased 50-75% in volume (not necessarily doubled)
Surface is domed, smooth, and shows bubbles
Dough feels airy and jiggles when you move the container
Edges are slightly pulling away from container
1:30 PM - Pre-shape: Gently turn dough onto unfloured surface. Use a bench scraper to shape into a loose round. Let rest 20 minutes (bench rest).
2:00 PM - Final Shape: Shape into a boule (round) or batard (oval). Place seam-side up in a floured banneton or towel-lined bowl.
2:15 PM - Cold Retard: Cover and refrigerate for 12-16 hours. This develops flavor and makes scoring easier.
Day 3
- 6:00 AM - Preheat: Place Dutch oven in oven. Preheat to 500F (260C) for 45-60 minutes.
- 7:00 AM - Score and Bake:
- Remove dough from fridge (bake straight from cold)
- Invert onto parchment paper
- Score with a razor blade or lame: single decisive slash, 1/4 inch deep, at 30-degree angle
- Transfer to preheated Dutch oven
- Bake covered: 20 minutes at 500F
- Uncover, reduce to 450F: 20-25 minutes until deep golden brown
- Internal temperature target: 205-210F (96-99C)
- 7:50 AM - Cool: Remove to wire rack. Wait at least 1 hour before cutting (the interior is still cooking via residual steam).
Shaping Techniques
Boule (Round)
- Pre-shape into loose round using bench scraper
- After bench rest, flip floured-side down
- Pull bottom third up, fold sides in like an envelope
- Roll toward you, using the seam and friction to create surface tension
- The surface should be taut without tearing
Batard (Oval)
- Pre-shape into loose rectangle
- After bench rest, flip floured-side down
- Fold top third down, press to seal
- Fold bottom third up, press to seal
- Roll into a log, sealing seam with heel of hand
- Gently taper ends
Surface Tension Check
- Pick up shaped dough: it should hold its shape, not spread
- Surface feels smooth and taut
- If it spreads or feels loose, let it rest 5 minutes and reshape
Scoring Patterns
| Pattern |
Technique |
Effect |
| Single slash |
One decisive cut, 1/4" deep, slight angle |
Classic ear |
| Cross |
Two perpendicular cuts |
Even expansion |
| Square |
Four cuts forming a square |
Rustic crown |
| Leaf pattern |
Series of angled cuts off a center line |
Decorative |
| Wheat stalk |
Curved cuts mimicking wheat |
Advanced decorative |
Tips: Cold dough scores better. Use a sharp razor blade. Angle the blade 30 degrees for an "ear." Depth matters: too shallow and it closes, too deep and it deflates.
Oven Setup for Artisan Results
Steam Methods (Critical for Crust)
Steam keeps the crust flexible during initial oven spring, then a dry oven creates a crisp crust.
Best: Dutch oven (covered baking = self-steaming)
Good: Cast iron skillet with ice cubes on lowest rack + spray bottle
Budget: Roasting pan inverted over baking stone
Temperature Guide
| Phase |
Temperature |
Duration |
Purpose |
| Initial (steamed) |
500F / 260C |
20 min |
Maximum oven spring |
| Final (dry) |
450F / 230C |
20-25 min |
Crust development |
Baking Surfaces
- Dutch oven: Best home option, self-steams, consistent results
- Baking steel: Superior heat transfer to baking stone, needs separate steam
- Baking stone: Good heat retention, preheat 45+ minutes
- Sheet pan: Works but less heat transfer, less oven spring
Troubleshooting Common Problems
| Problem |
Likely Cause |
Fix |
| Dense, gummy crumb |
Under-fermented bulk |
Extend bulk fermentation, use warmer spot |
| Flat loaf, no oven spring |
Over-fermented or weak shaping |
Reduce bulk time, improve shaping tension |
| Large irregular holes |
Poor shaping, uneven fermentation |
More consistent stretch and folds, better shaping |
| Thick, tough crust |
Not enough steam or baked too long |
Ensure good steam in first 20 min, check timing |
| Pale crust |
Oven too low, not enough sugar for browning |
Increase temperature, extend bake |
| Gummy bottom |
Not cooled long enough, or no wire rack |
Cool on wire rack minimum 1 hour |
| Bland flavor |
Short fermentation, not enough salt |
Use cold retard, verify salt at 2% |
| Starter not rising dough |
Starter not active enough |
Feed starter 2-3 times before using, do float test |
| Dough too sticky to shape |
Too high hydration for skill level |
Reduce hydration by 5%, use wet hands |
Essential Equipment
Must Have
- Kitchen scale (accuracy to 1g)
- Dutch oven (5-7 quart)
- Bench scraper
- Banneton or bowl + linen towel
- Razor blade or bread lame
- Wire cooling rack
Nice to Have
- Instant-read thermometer
- Dough whisk (Danish whisk)
- Baking steel or stone
- Proofing box or warm spot setup
- Spray bottle for water
Beyond Basic: Recipe Variations
Same-Day Yeasted Bread (No Starter Needed)
- 500g bread flour, 350g water (warm, 95-100F), 7g instant yeast, 10g salt
- Mix, knead or fold 10 minutes, bulk ferment 1-1.5 hours
- Shape, proof 45-60 minutes, bake as above
- Total time: 3-4 hours
High-Hydration Focaccia
- 500g bread flour, 400g water (80%), 100g starter or 5g yeast, 10g salt, 25g olive oil
- Minimal handling - stretch and folds only
- Pour into oiled sheet pan, dimple with fingers
- Top with olive oil, flaky salt, rosemary
- Bake at 450F for 20-25 minutes directly on pan (no Dutch oven)
Enriched Sandwich Bread
- 500g bread flour, 250g milk, 50g butter (softened), 50g sugar, 7g yeast, 10g salt, 2 eggs
- Knead until windowpane stage (dough stretches thin enough to see light through)
- Bulk ferment 1 hour, shape into loaf pan
- Proof until 1 inch above pan rim
- Bake at 375F for 30-35 minutes
Whole Wheat Sourdough (50/50)
- 250g bread flour + 250g whole wheat, 375g water (75%), 100g starter, 10g salt
- Longer autolyse (1-2 hours) to soften bran
- Expect denser crumb and faster fermentation (whole wheat ferments faster)
- Add 1 tablespoon honey or molasses for flavor balance
Bread Storage
| Method |
Duration |
Best For |
| Cut-side down on board |
1-2 days |
Active eating |
| Paper bag |
2-3 days |
Maintaining crust |
| Plastic bag |
3-4 days |
Soft crust preference |
| Freeze (whole or sliced) |
2-3 months |
Long-term storage |
| Never refrigerate |
- |
Refrigeration accelerates staling |
Reviving Stale Bread: Run whole loaf under water for 2 seconds, bake at 375F for 10 minutes. Crust will re-crisp, crumb will soften.
Output Format
BREAD BAKER OUTPUT
==================
Section 1: Assessment / Analysis
- Key findings
- Recommendations
Section 2: Action Plan
- Step-by-step guidance
- Timeline if applicable
Section 3: Resources
- Relevant references
- Next steps
Example
Input: "Help me get started with bread baker"
Output: A structured bread baker plan tailored to the user's specific situation, following the process outlined above.
Edge Cases
- Incomplete information: Ask clarifying questions before proceeding. Do not assume details the user has not provided.
- Out of scope requests: Redirect to appropriate professional resources when the request exceeds educational guidance.
- Conflicting requirements: Present trade-offs clearly and let the user decide priorities.
1---2name: bread-baker3description: Complete guide to artisan bread baking including sourdough starter cultivation, dough hydration science, shaping techniques, oven setup, troubleshooting, and foundational recipes. Use when the user asks about bread baker, or needs help with complete guide to artisan bread baking including sourdough starter cultivation, dough hydration science, shaping techniques, oven setup, troubleshooting, and foundational recipes. Do NOT use when the request requires professional specialized advice or falls outside the scope of bread baker.4license: Apache-2.05---67# Bread Baker89## When to Use1011**Use this skill when:**12- User asks about bread baker13- User needs guidance on bread baker topics14- User wants a structured approach to bread baker1516**Do NOT use when:**17- Request requires professional consultation beyond educational guidance18- User needs emergency assistance1920## The Science of Bread2122### Four Essential Ingredients2324**Flour**: Provides gluten-forming proteins (glutenin and gliadin). Protein content determines bread structure:25- All-purpose flour: 10-12% protein (versatile, softer crumb)26- Bread flour: 12-14% protein (stronger gluten network, chewier texture)27- Whole wheat: 13-14% protein (but bran cuts gluten strands; mix with white flour)28- Type 00: 11-12.5% protein (fine grind, extensible gluten, great for pizza/focaccia)2930**Water**: Hydrates flour proteins to form gluten; activates enzymes; controls dough consistency. Temperature is critical for fermentation rate.3132**Salt**: Strengthens gluten, controls fermentation rate, develops flavor. Standard ratio: 2% of flour weight.3334**Leavening**: Yeast (commercial or wild/sourdough) produces CO2 and flavor compounds through fermentation.3536### Baker's Percentages3738All ingredients expressed as a percentage of total flour weight:3940| Ingredient | Typical Range | Example (1000g flour) |41|-----------|--------------|----------------------|42| Flour | 100% | 1000g |43| Water | 65-80% | 700g |44| Salt | 1.8-2.2% | 20g |45| Yeast (instant) | 0.5-1% | 7g |46| Starter (sourdough) | 15-25% | 200g |4748This system scales any recipe to any batch size.4950## Sourdough Starter5152### Creating a Starter from Scratch5354**Day 1**: Mix 50g whole wheat or rye flour + 50g water (room temperature). Stir vigorously. Cover loosely. Store at 72-78F (22-26C).5556**Day 2**: Discard all but 50g. Add 50g flour + 50g water. Stir, cover.5758**Days 3-5**: Repeat daily discard and feeding. You may see activity (bubbles) or none. Both are normal. A foul smell in early days is normal and will resolve.5960**Days 6-7**: Switch to twice-daily feeding: discard to 50g, add 50g flour + 50g water, morning and evening.6162**Days 8-14**: Continue twice-daily feeding. Starter should be:63- Doubling in volume within 4-8 hours of feeding64- Smelling pleasantly sour/tangy (not acetone-like)65- Bubbly throughout6667**Readiness Test (Float Test)**: Drop a teaspoon of starter into water. If it floats, it is active enough to leaven bread. This test is not perfectly reliable but is a useful indicator.6869### Maintaining Your Starter7071**Room Temperature (daily baking)**72- Feed once daily: 1:5:5 ratio (starter:flour:water) for moderate activity73- Feed twice daily if kitchen is warm (above 78F)7475**Refrigerator (weekly baking)**76- Feed, let rise 1 hour at room temp, then refrigerate77- Feed once per week minimum78- Pull out 12-24 hours before baking, feed twice to reactivate7980**Reviving a Neglected Starter**811. Pour off any liquid (hooch - this is alcohol, a sign of hunger)822. Take 10g of remaining starter833. Feed with 50g flour + 50g water844. Repeat twice daily for 2-3 days855. Most starters survive weeks of neglect; months is possible8687### Troubleshooting Starter Issues8889| Problem | Cause | Solution |90|---------|-------|----------|91| No bubbles after day 5 | Too cold, wrong flour | Move to warmer spot, use whole grain flour |92| Smells like nail polish remover | Acetic acid dominance, underfed | Increase feeding frequency |93| Pink or orange streaks | Harmful bacteria | Discard and start over |94| Mold on surface | Contamination | Discard and start over |95| Rises then falls quickly | Very active, needs feeding | Feed at higher ratio (1:10:10) |96| Hooch (liquid on top) | Hungry, needs feeding | Stir in or pour off, then feed |9798## Basic Sourdough Loaf99100### Ingredients (Baker's Percentages)101- 500g bread flour (100%)102- 350g water (70% hydration)103- 100g active starter (20%)104- 10g salt (2%)105106### Timeline107108**Day 1**109- **9:00 AM** - Feed starter (if from fridge, feed twice: now and evening before)110- **Evening** - Starter should be at peak (doubled, bubbly)111112**Day 2**113- **8:00 AM - Autolyse**: Mix flour and water (no salt, no starter). Let rest 30-60 minutes. This hydrates flour and begins gluten development passively.114- **9:00 AM - Mix**: Add starter and salt to autolysed dough. Pinch and fold to incorporate (do not knead traditionally). Dough will be shaggy.115- **9:30-1:30 PM - Bulk Fermentation**: 4 hours at 76-78F. Perform stretch and folds every 30 minutes for the first 2 hours (4 sets total).116117**Stretch and Fold Technique**:1181. Wet hands1192. Grab one side of dough, stretch up and fold over to opposite side1203. Rotate container 90 degrees, repeat1214. Complete all 4 sides = 1 set1225. Be gentle after the first 2 sets - the dough will become increasingly airy123124**Signs bulk fermentation is done**:125- Dough has increased 50-75% in volume (not necessarily doubled)126- Surface is domed, smooth, and shows bubbles127- Dough feels airy and jiggles when you move the container128- Edges are slightly pulling away from container129130- **1:30 PM - Pre-shape**: Gently turn dough onto unfloured surface. Use a bench scraper to shape into a loose round. Let rest 20 minutes (bench rest).131- **2:00 PM - Final Shape**: Shape into a boule (round) or batard (oval). Place seam-side up in a floured banneton or towel-lined bowl.132- **2:15 PM - Cold Retard**: Cover and refrigerate for 12-16 hours. This develops flavor and makes scoring easier.133134**Day 3**135- **6:00 AM - Preheat**: Place Dutch oven in oven. Preheat to 500F (260C) for 45-60 minutes.136- **7:00 AM - Score and Bake**:137 1. Remove dough from fridge (bake straight from cold)138 2. Invert onto parchment paper139 3. Score with a razor blade or lame: single decisive slash, 1/4 inch deep, at 30-degree angle140 4. Transfer to preheated Dutch oven141 5. Bake covered: 20 minutes at 500F142 6. Uncover, reduce to 450F: 20-25 minutes until deep golden brown143 7. Internal temperature target: 205-210F (96-99C)144- **7:50 AM - Cool**: Remove to wire rack. Wait at least 1 hour before cutting (the interior is still cooking via residual steam).145146## Shaping Techniques147148### Boule (Round)1491. Pre-shape into loose round using bench scraper1502. After bench rest, flip floured-side down1513. Pull bottom third up, fold sides in like an envelope1524. Roll toward you, using the seam and friction to create surface tension1535. The surface should be taut without tearing154155### Batard (Oval)1561. Pre-shape into loose rectangle1572. After bench rest, flip floured-side down1583. Fold top third down, press to seal1594. Fold bottom third up, press to seal1605. Roll into a log, sealing seam with heel of hand1616. Gently taper ends162163### Surface Tension Check164- Pick up shaped dough: it should hold its shape, not spread165- Surface feels smooth and taut166- If it spreads or feels loose, let it rest 5 minutes and reshape167168## Scoring Patterns169170| Pattern | Technique | Effect |171|---------|-----------|--------|172| Single slash | One decisive cut, 1/4" deep, slight angle | Classic ear |173| Cross | Two perpendicular cuts | Even expansion |174| Square | Four cuts forming a square | Rustic crown |175| Leaf pattern | Series of angled cuts off a center line | Decorative |176| Wheat stalk | Curved cuts mimicking wheat | Advanced decorative |177178**Tips**: Cold dough scores better. Use a sharp razor blade. Angle the blade 30 degrees for an "ear." Depth matters: too shallow and it closes, too deep and it deflates.179180## Oven Setup for Artisan Results181182### Steam Methods (Critical for Crust)183Steam keeps the crust flexible during initial oven spring, then a dry oven creates a crisp crust.184185**Best**: Dutch oven (covered baking = self-steaming)186**Good**: Cast iron skillet with ice cubes on lowest rack + spray bottle187**Budget**: Roasting pan inverted over baking stone188189### Temperature Guide190191| Phase | Temperature | Duration | Purpose |192|-------|-------------|----------|---------|193| Initial (steamed) | 500F / 260C | 20 min | Maximum oven spring |194| Final (dry) | 450F / 230C | 20-25 min | Crust development |195196### Baking Surfaces197- **Dutch oven**: Best home option, self-steams, consistent results198- **Baking steel**: Superior heat transfer to baking stone, needs separate steam199- **Baking stone**: Good heat retention, preheat 45+ minutes200- **Sheet pan**: Works but less heat transfer, less oven spring201202## Troubleshooting Common Problems203204| Problem | Likely Cause | Fix |205|---------|-------------|-----|206| Dense, gummy crumb | Under-fermented bulk | Extend bulk fermentation, use warmer spot |207| Flat loaf, no oven spring | Over-fermented or weak shaping | Reduce bulk time, improve shaping tension |208| Large irregular holes | Poor shaping, uneven fermentation | More consistent stretch and folds, better shaping |209| Thick, tough crust | Not enough steam or baked too long | Ensure good steam in first 20 min, check timing |210| Pale crust | Oven too low, not enough sugar for browning | Increase temperature, extend bake |211| Gummy bottom | Not cooled long enough, or no wire rack | Cool on wire rack minimum 1 hour |212| Bland flavor | Short fermentation, not enough salt | Use cold retard, verify salt at 2% |213| Starter not rising dough | Starter not active enough | Feed starter 2-3 times before using, do float test |214| Dough too sticky to shape | Too high hydration for skill level | Reduce hydration by 5%, use wet hands |215216## Essential Equipment217218**Must Have**219- Kitchen scale (accuracy to 1g)220- Dutch oven (5-7 quart)221- Bench scraper222- Banneton or bowl + linen towel223- Razor blade or bread lame224- Wire cooling rack225226**Nice to Have**227- Instant-read thermometer228- Dough whisk (Danish whisk)229- Baking steel or stone230- Proofing box or warm spot setup231- Spray bottle for water232233## Beyond Basic: Recipe Variations234235### Same-Day Yeasted Bread (No Starter Needed)236- 500g bread flour, 350g water (warm, 95-100F), 7g instant yeast, 10g salt237- Mix, knead or fold 10 minutes, bulk ferment 1-1.5 hours238- Shape, proof 45-60 minutes, bake as above239- Total time: 3-4 hours240241### High-Hydration Focaccia242- 500g bread flour, 400g water (80%), 100g starter or 5g yeast, 10g salt, 25g olive oil243- Minimal handling - stretch and folds only244- Pour into oiled sheet pan, dimple with fingers245- Top with olive oil, flaky salt, rosemary246- Bake at 450F for 20-25 minutes directly on pan (no Dutch oven)247248### Enriched Sandwich Bread249- 500g bread flour, 250g milk, 50g butter (softened), 50g sugar, 7g yeast, 10g salt, 2 eggs250- Knead until windowpane stage (dough stretches thin enough to see light through)251- Bulk ferment 1 hour, shape into loaf pan252- Proof until 1 inch above pan rim253- Bake at 375F for 30-35 minutes254255### Whole Wheat Sourdough (50/50)256- 250g bread flour + 250g whole wheat, 375g water (75%), 100g starter, 10g salt257- Longer autolyse (1-2 hours) to soften bran258- Expect denser crumb and faster fermentation (whole wheat ferments faster)259- Add 1 tablespoon honey or molasses for flavor balance260261## Bread Storage262263| Method | Duration | Best For |264|--------|----------|----------|265| Cut-side down on board | 1-2 days | Active eating |266| Paper bag | 2-3 days | Maintaining crust |267| Plastic bag | 3-4 days | Soft crust preference |268| Freeze (whole or sliced) | 2-3 months | Long-term storage |269| Never refrigerate | - | Refrigeration accelerates staling |270271**Reviving Stale Bread**: Run whole loaf under water for 2 seconds, bake at 375F for 10 minutes. Crust will re-crisp, crumb will soften.272273274## Output Format275276```277BREAD BAKER OUTPUT278==================279280Section 1: Assessment / Analysis281- Key findings282- Recommendations283284Section 2: Action Plan285- Step-by-step guidance286- Timeline if applicable287288Section 3: Resources289- Relevant references290- Next steps291```292293## Example294295**Input:** "Help me get started with bread baker"296297**Output:** A structured bread baker plan tailored to the user's specific situation, following the process outlined above.298299## Edge Cases300301- **Incomplete information:** Ask clarifying questions before proceeding. Do not assume details the user has not provided.302- **Out of scope requests:** Redirect to appropriate professional resources when the request exceeds educational guidance.303- **Conflicting requirements:** Present trade-offs clearly and let the user decide priorities.