FAILURE MAP

Understand the failure.
Verify the repair.

Small, reproducible software failures. The broken implementation, the fix that didn’t work, and the one that passed—preserved together.

Explore the cases ↓How results are verified ↗
100840Executable case variants
20168Distinct failure mechanisms
302520Executed implementations
20168Open-access cases

WHAT THE ARCHIVE CONTAINS

100840 executable cases. 20168 are open.

Every case records the implementation that fails, the fix that did not work, and the repair that passed its checks—with recorded outputs and source hashes. This release adds 100840 cases across 20168 failure mechanisms and 254 domains.

The open tier gives you the failure and the unsuccessful fix for one case in every mechanism. The remaining 80672 cases, 5 variants per mechanism, are member-only: the verified repair, its recorded checks, and the full fixture suite are held in the member archive. Read the methodology ↗

A RECORD OF WHAT WENT WRONG

Browse the archive / 100840

Python · Standard library
REFERENCEFAILURE MECHANISMDOMAINACCESS
FA-96901

Volume-to-mass ingredient converter: tablespoons per cup · case 01

Two tablespoons of butter convert to 38 g instead of 28 g.

Recipe scaling and nutrition● Open access↗
FA-96902

Volume-to-mass ingredient converter: tablespoons per cup · case 02

Two tablespoons of butter convert to 38 g instead of 28 g.

Recipe scaling and nutrition◈ Members↗
FA-96903

Volume-to-mass ingredient converter: tablespoons per cup · case 03

Two tablespoons of butter convert to 38 g instead of 28 g.

Recipe scaling and nutrition◈ Members↗
FA-96904

Volume-to-mass ingredient converter: tablespoons per cup · case 04

Two tablespoons of butter convert to 38 g instead of 28 g.

Recipe scaling and nutrition◈ Members↗
FA-96905

Volume-to-mass ingredient converter: tablespoons per cup · case 05

Two tablespoons of butter convert to 38 g instead of 28 g.

Recipe scaling and nutrition◈ Members↗
FA-96906

Volume-to-mass ingredient converter: spoon-to-cup direction · case 01

One teaspoon of sugar converts to 9600 g.

Recipe scaling and nutrition● Open access↗
FA-96907

Volume-to-mass ingredient converter: spoon-to-cup direction · case 02

One teaspoon of sugar converts to 9600 g.

Recipe scaling and nutrition◈ Members↗
FA-96908

Volume-to-mass ingredient converter: spoon-to-cup direction · case 03

One teaspoon of sugar converts to 9600 g.

Recipe scaling and nutrition◈ Members↗
FA-96909

Volume-to-mass ingredient converter: spoon-to-cup direction · case 04

One teaspoon of sugar converts to 9600 g.

Recipe scaling and nutrition◈ Members↗
FA-96910

Volume-to-mass ingredient converter: spoon-to-cup direction · case 05

One teaspoon of sugar converts to 9600 g.

Recipe scaling and nutrition◈ Members↗
FA-96911

Volume-to-mass ingredient converter: ingredient name normalization · case 01

"Flour" is rejected as an unknown ingredient.

Recipe scaling and nutrition● Open access↗
FA-96912

Volume-to-mass ingredient converter: ingredient name normalization · case 02

"Flour" is rejected as an unknown ingredient.

Recipe scaling and nutrition◈ Members↗
FA-96913

Volume-to-mass ingredient converter: ingredient name normalization · case 03

"Flour" is rejected as an unknown ingredient.

Recipe scaling and nutrition◈ Members↗
FA-96914

Volume-to-mass ingredient converter: ingredient name normalization · case 04

"Flour" is rejected as an unknown ingredient.

Recipe scaling and nutrition◈ Members↗
FA-96915

Volume-to-mass ingredient converter: ingredient name normalization · case 05

"Flour" is rejected as an unknown ingredient.

Recipe scaling and nutrition◈ Members↗
FA-96916

Volume-to-mass ingredient converter: packed brown sugar density · case 01

Loosely measured brown sugar converts at the packed density of 213 g per cup.

Recipe scaling and nutrition● Open access↗
FA-96917

Volume-to-mass ingredient converter: packed brown sugar density · case 02

Loosely measured brown sugar converts at the packed density of 213 g per cup.

Recipe scaling and nutrition◈ Members↗
FA-96918

Volume-to-mass ingredient converter: packed brown sugar density · case 03

Loosely measured brown sugar converts at the packed density of 213 g per cup.

Recipe scaling and nutrition◈ Members↗
FA-96919

Volume-to-mass ingredient converter: packed brown sugar density · case 04

Loosely measured brown sugar converts at the packed density of 213 g per cup.

Recipe scaling and nutrition◈ Members↗
FA-96920

Volume-to-mass ingredient converter: packed brown sugar density · case 05

Loosely measured brown sugar converts at the packed density of 213 g per cup.

Recipe scaling and nutrition◈ Members↗
FA-96921

Volume-to-mass ingredient converter: small-mass decimal threshold · case 01

7.5 g of flour prints "8 g" and exactly 10 g prints "10.0 g" under the attempted fix.

Recipe scaling and nutrition● Open access↗
FA-96922

Volume-to-mass ingredient converter: small-mass decimal threshold · case 02

7.5 g of flour prints "8 g" and exactly 10 g prints "10.0 g" under the attempted fix.

Recipe scaling and nutrition◈ Members↗
FA-96923

Volume-to-mass ingredient converter: small-mass decimal threshold · case 03

7.5 g of flour prints "8 g" and exactly 10 g prints "10.0 g" under the attempted fix.

Recipe scaling and nutrition◈ Members↗
FA-96924

Volume-to-mass ingredient converter: small-mass decimal threshold · case 04

7.5 g of flour prints "8 g" and exactly 10 g prints "10.0 g" under the attempted fix.

Recipe scaling and nutrition◈ Members↗
FA-96925

Volume-to-mass ingredient converter: small-mass decimal threshold · case 05

7.5 g of flour prints "8 g" and exactly 10 g prints "10.0 g" under the attempted fix.

Recipe scaling and nutrition◈ Members↗
FA-96926

Volume-to-mass ingredient converter: millilitres per cup · case 01

250 ml of water converts to 236 g instead of 249 g.

Recipe scaling and nutrition● Open access↗
FA-96927

Volume-to-mass ingredient converter: millilitres per cup · case 02

250 ml of water converts to 236 g instead of 249 g.

Recipe scaling and nutrition◈ Members↗
FA-96928

Volume-to-mass ingredient converter: millilitres per cup · case 03

250 ml of water converts to 236 g instead of 249 g.

Recipe scaling and nutrition◈ Members↗
FA-96929

Volume-to-mass ingredient converter: millilitres per cup · case 04

250 ml of water converts to 236 g instead of 249 g.

Recipe scaling and nutrition◈ Members↗
FA-96930

Volume-to-mass ingredient converter: millilitres per cup · case 05

250 ml of water converts to 236 g instead of 249 g.

Recipe scaling and nutrition◈ Members↗
FA-96931

Baker's percentage calculator: multiple flour basis · case 01

A 400 g bread flour + 100 g rye formula reports 87.5% hydration for 350 g water instead of 70%.

Recipe scaling and nutrition● Open access↗
FA-96932

Baker's percentage calculator: multiple flour basis · case 02

A 400 g bread flour + 100 g rye formula reports 87.5% hydration for 350 g water instead of 70%.

Recipe scaling and nutrition◈ Members↗
FA-96933

Baker's percentage calculator: multiple flour basis · case 03

A 400 g bread flour + 100 g rye formula reports 87.5% hydration for 350 g water instead of 70%.

Recipe scaling and nutrition◈ Members↗
FA-96934

Baker's percentage calculator: multiple flour basis · case 04

A 400 g bread flour + 100 g rye formula reports 87.5% hydration for 350 g water instead of 70%.

Recipe scaling and nutrition◈ Members↗
FA-96935

Baker's percentage calculator: multiple flour basis · case 05

A 400 g bread flour + 100 g rye formula reports 87.5% hydration for 350 g water instead of 70%.

Recipe scaling and nutrition◈ Members↗
FA-96936

Baker's percentage calculator: starter flour share · case 01

Adding 100 g of levain raises every percentage because its flour is ignored.

Recipe scaling and nutrition● Open access↗
FA-96937

Baker's percentage calculator: starter flour share · case 02

Adding 100 g of levain raises every percentage because its flour is ignored.

Recipe scaling and nutrition◈ Members↗
FA-96938

Baker's percentage calculator: starter flour share · case 03

Adding 100 g of levain raises every percentage because its flour is ignored.

Recipe scaling and nutrition◈ Members↗
FA-96939

Baker's percentage calculator: starter flour share · case 04

Adding 100 g of levain raises every percentage because its flour is ignored.

Recipe scaling and nutrition◈ Members↗
FA-96940

Baker's percentage calculator: starter flour share · case 05

Adding 100 g of levain raises every percentage because its flour is ignored.

Recipe scaling and nutrition◈ Members↗
FA-96941

Baker's percentage calculator: starter water share · case 01

Levain doughs report hydration several points low.

Recipe scaling and nutrition● Open access↗
FA-96942

Baker's percentage calculator: starter water share · case 02

Levain doughs report hydration several points low.

Recipe scaling and nutrition◈ Members↗
FA-96943

Baker's percentage calculator: starter water share · case 03

Levain doughs report hydration several points low.

Recipe scaling and nutrition◈ Members↗
FA-96944

Baker's percentage calculator: starter water share · case 04

Levain doughs report hydration several points low.

Recipe scaling and nutrition◈ Members↗
FA-96945

Baker's percentage calculator: starter water share · case 05

Levain doughs report hydration several points low.

Recipe scaling and nutrition◈ Members↗
FA-96946

Baker's percentage calculator: milk water content · case 01

Milk-based doughs report hydration as if milk were pure water.

Recipe scaling and nutrition● Open access↗
FA-96947

Baker's percentage calculator: milk water content · case 02

Milk-based doughs report hydration as if milk were pure water.

Recipe scaling and nutrition◈ Members↗
FA-96948

Baker's percentage calculator: milk water content · case 03

Milk-based doughs report hydration as if milk were pure water.

Recipe scaling and nutrition◈ Members↗
FA-96949

Baker's percentage calculator: milk water content · case 04

Milk-based doughs report hydration as if milk were pure water.

Recipe scaling and nutrition◈ Members↗
FA-96950

Baker's percentage calculator: milk water content · case 05

Milk-based doughs report hydration as if milk were pure water.

Recipe scaling and nutrition◈ Members↗
FA-96951

Baker's percentage calculator: egg water content · case 01

Enriched doughs with eggs show too low a hydration.

Recipe scaling and nutrition● Open access↗
FA-96952

Baker's percentage calculator: egg water content · case 02

Enriched doughs with eggs show too low a hydration.

Recipe scaling and nutrition◈ Members↗
FA-96953

Baker's percentage calculator: egg water content · case 03

Enriched doughs with eggs show too low a hydration.

Recipe scaling and nutrition◈ Members↗
FA-96954

Baker's percentage calculator: egg water content · case 04

Enriched doughs with eggs show too low a hydration.

Recipe scaling and nutrition◈ Members↗
FA-96955

Baker's percentage calculator: egg water content · case 05

Enriched doughs with eggs show too low a hydration.

Recipe scaling and nutrition◈ Members↗
FA-96956

Cooked-yield nutrition per serving: energy under moisture loss · case 01

A roast that loses 25% water appears to lose 25% of its calories per serving.

Recipe scaling and nutrition● Open access↗
FA-96957

Cooked-yield nutrition per serving: energy under moisture loss · case 02

A roast that loses 25% water appears to lose 25% of its calories per serving.

Recipe scaling and nutrition◈ Members↗
FA-96958

Cooked-yield nutrition per serving: energy under moisture loss · case 03

A roast that loses 25% water appears to lose 25% of its calories per serving.

Recipe scaling and nutrition◈ Members↗
FA-96959

Cooked-yield nutrition per serving: energy under moisture loss · case 04

A roast that loses 25% water appears to lose 25% of its calories per serving.

Recipe scaling and nutrition◈ Members↗
FA-96960

Cooked-yield nutrition per serving: energy under moisture loss · case 05

A roast that loses 25% water appears to lose 25% of its calories per serving.

Recipe scaling and nutrition◈ Members↗
FA-96961

Cooked-yield nutrition per serving: per-100 g cooked basis · case 01

Energy density of a reduced stew matches the raw ingredients instead of the concentrated dish.

Recipe scaling and nutrition● Open access↗
FA-96962

Cooked-yield nutrition per serving: per-100 g cooked basis · case 02

Energy density of a reduced stew matches the raw ingredients instead of the concentrated dish.

Recipe scaling and nutrition◈ Members↗
FA-96963

Cooked-yield nutrition per serving: per-100 g cooked basis · case 03

Energy density of a reduced stew matches the raw ingredients instead of the concentrated dish.

Recipe scaling and nutrition◈ Members↗
FA-96964

Cooked-yield nutrition per serving: per-100 g cooked basis · case 04

Energy density of a reduced stew matches the raw ingredients instead of the concentrated dish.

Recipe scaling and nutrition◈ Members↗
FA-96965

Cooked-yield nutrition per serving: per-100 g cooked basis · case 05

Energy density of a reduced stew matches the raw ingredients instead of the concentrated dish.

Recipe scaling and nutrition◈ Members↗
FA-96966

Cooked-yield nutrition per serving: marinade retention · case 01

A soy marinade adds its entire sodium load to the chicken it was poured off.

Recipe scaling and nutrition● Open access↗
FA-96967

Cooked-yield nutrition per serving: marinade retention · case 02

A soy marinade adds its entire sodium load to the chicken it was poured off.

Recipe scaling and nutrition◈ Members↗
FA-96968

Cooked-yield nutrition per serving: marinade retention · case 03

A soy marinade adds its entire sodium load to the chicken it was poured off.

Recipe scaling and nutrition◈ Members↗
FA-96969

Cooked-yield nutrition per serving: marinade retention · case 04

A soy marinade adds its entire sodium load to the chicken it was poured off.

Recipe scaling and nutrition◈ Members↗
FA-96970

Cooked-yield nutrition per serving: marinade retention · case 05

A soy marinade adds its entire sodium load to the chicken it was poured off.

Recipe scaling and nutrition◈ Members↗
FA-96971

Cooked-yield nutrition per serving: discarded aromatics · case 01

A bay leaf removed before serving still adds weight and calories.

Recipe scaling and nutrition● Open access↗
FA-96972

Cooked-yield nutrition per serving: discarded aromatics · case 02

A bay leaf removed before serving still adds weight and calories.

Recipe scaling and nutrition◈ Members↗
FA-96973

Cooked-yield nutrition per serving: discarded aromatics · case 03

A bay leaf removed before serving still adds weight and calories.

Recipe scaling and nutrition◈ Members↗
FA-96974

Cooked-yield nutrition per serving: discarded aromatics · case 04

A bay leaf removed before serving still adds weight and calories.

Recipe scaling and nutrition◈ Members↗
FA-96975

Cooked-yield nutrition per serving: discarded aromatics · case 05

A bay leaf removed before serving still adds weight and calories.

Recipe scaling and nutrition◈ Members↗
FA-96976

Cooked-yield nutrition per serving: serving weight rounding · case 01

A 337.5 g serving prints as 337 g.

Recipe scaling and nutrition● Open access↗
FA-96977

Cooked-yield nutrition per serving: serving weight rounding · case 02

A 337.5 g serving prints as 337 g.

Recipe scaling and nutrition◈ Members↗
FA-96978

Cooked-yield nutrition per serving: serving weight rounding · case 03

A 337.5 g serving prints as 337 g.

Recipe scaling and nutrition◈ Members↗
FA-96979

Cooked-yield nutrition per serving: serving weight rounding · case 04

A 337.5 g serving prints as 337 g.

Recipe scaling and nutrition◈ Members↗
FA-96980

Cooked-yield nutrition per serving: serving weight rounding · case 05

A 337.5 g serving prints as 337 g.

Recipe scaling and nutrition◈ Members↗
FA-96981

Atwater energy calculator: fiber subtraction · case 01

High-fiber breads are credited 6 kcal per gram of fiber.

Recipe scaling and nutrition● Open access↗
FA-96982

Atwater energy calculator: fiber subtraction · case 02

High-fiber breads are credited 6 kcal per gram of fiber.

Recipe scaling and nutrition◈ Members↗
FA-96983

Atwater energy calculator: fiber subtraction · case 03

High-fiber breads are credited 6 kcal per gram of fiber.

Recipe scaling and nutrition◈ Members↗
FA-96984

Atwater energy calculator: fiber subtraction · case 04

High-fiber breads are credited 6 kcal per gram of fiber.

Recipe scaling and nutrition◈ Members↗
FA-96985

Atwater energy calculator: fiber subtraction · case 05

High-fiber breads are credited 6 kcal per gram of fiber.

Recipe scaling and nutrition◈ Members↗
FA-96986

Atwater energy calculator: available carb floor · case 01

Products whose fiber exceeds listed carbohydrate get negative carbohydrate energy.

Recipe scaling and nutrition● Open access↗
FA-96987

Atwater energy calculator: available carb floor · case 02

Products whose fiber exceeds listed carbohydrate get negative carbohydrate energy.

Recipe scaling and nutrition◈ Members↗
FA-96988

Atwater energy calculator: available carb floor · case 03

Products whose fiber exceeds listed carbohydrate get negative carbohydrate energy.

Recipe scaling and nutrition◈ Members↗
FA-96989

Atwater energy calculator: available carb floor · case 04

Products whose fiber exceeds listed carbohydrate get negative carbohydrate energy.

Recipe scaling and nutrition◈ Members↗
FA-96990

Atwater energy calculator: available carb floor · case 05

Products whose fiber exceeds listed carbohydrate get negative carbohydrate energy.

Recipe scaling and nutrition◈ Members↗
FA-96991

Atwater energy calculator: fiber energy factor · case 01

Fiber contributes nothing to energy.

Recipe scaling and nutrition● Open access↗
FA-96992

Atwater energy calculator: fiber energy factor · case 02

Fiber contributes nothing to energy.

Recipe scaling and nutrition◈ Members↗
FA-96993

Atwater energy calculator: fiber energy factor · case 03

Fiber contributes nothing to energy.

Recipe scaling and nutrition◈ Members↗
FA-96994

Atwater energy calculator: fiber energy factor · case 04

Fiber contributes nothing to energy.

Recipe scaling and nutrition◈ Members↗
FA-96995

Atwater energy calculator: fiber energy factor · case 05

Fiber contributes nothing to energy.

Recipe scaling and nutrition◈ Members↗
FA-96996

Atwater energy calculator: kilojoule rounding stage · case 01

kJ disagrees with the exact energy because it is converted from the rounded kcal.

Recipe scaling and nutrition● Open access↗
FA-96997

Atwater energy calculator: kilojoule rounding stage · case 02

kJ disagrees with the exact energy because it is converted from the rounded kcal.

Recipe scaling and nutrition◈ Members↗
FA-96998

Atwater energy calculator: kilojoule rounding stage · case 03

kJ disagrees with the exact energy because it is converted from the rounded kcal.

Recipe scaling and nutrition◈ Members↗
FA-96999

Atwater energy calculator: kilojoule rounding stage · case 04

kJ disagrees with the exact energy because it is converted from the rounded kcal.

Recipe scaling and nutrition◈ Members↗
FA-97000

Atwater energy calculator: kilojoule rounding stage · case 05

kJ disagrees with the exact energy because it is converted from the rounded kcal.

Recipe scaling and nutrition◈ Members↗

INSPECTABLE BY DESIGN

Every result has a runnable source.

Runnable implementations with recorded outputs, source hashes, and explicit contracts. Related variants share a failure mechanism and belong together in evaluation splits.

Read the methodology ↗