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-65501

Two-sample mark-recapture abundance: chapman offset · case 01

Chapman estimates are one animal too high.

Ecological population dynamics● Open access↗
FA-65502

Two-sample mark-recapture abundance: chapman offset · case 02

Chapman estimates are one animal too high.

Ecological population dynamics◈ Members↗
FA-65503

Two-sample mark-recapture abundance: chapman offset · case 03

Chapman estimates are one animal too high.

Ecological population dynamics◈ Members↗
FA-65504

Two-sample mark-recapture abundance: chapman offset · case 04

Chapman estimates are one animal too high.

Ecological population dynamics◈ Members↗
FA-65505

Two-sample mark-recapture abundance: chapman offset · case 05

Chapman estimates are one animal too high.

Ecological population dynamics◈ Members↗
FA-65506

Two-sample mark-recapture abundance: chapman numerator · case 01

Chapman estimates are biased low, especially with few recaptures.

Ecological population dynamics● Open access↗
FA-65507

Two-sample mark-recapture abundance: chapman numerator · case 02

Chapman estimates are biased low, especially with few recaptures.

Ecological population dynamics◈ Members↗
FA-65508

Two-sample mark-recapture abundance: chapman numerator · case 03

Chapman estimates are biased low, especially with few recaptures.

Ecological population dynamics◈ Members↗
FA-65509

Two-sample mark-recapture abundance: chapman numerator · case 04

Chapman estimates are biased low, especially with few recaptures.

Ecological population dynamics◈ Members↗
FA-65510

Two-sample mark-recapture abundance: chapman numerator · case 05

Chapman estimates are biased low, especially with few recaptures.

Ecological population dynamics◈ Members↗
FA-65511

Two-sample mark-recapture abundance: variance denominator · case 01

Confidence intervals are far too wide.

Ecological population dynamics● Open access↗
FA-65512

Two-sample mark-recapture abundance: variance denominator · case 02

Confidence intervals are far too wide.

Ecological population dynamics◈ Members↗
FA-65513

Two-sample mark-recapture abundance: variance denominator · case 03

Confidence intervals are far too wide.

Ecological population dynamics◈ Members↗
FA-65514

Two-sample mark-recapture abundance: variance denominator · case 04

Confidence intervals are far too wide.

Ecological population dynamics◈ Members↗
FA-65515

Two-sample mark-recapture abundance: variance denominator · case 05

Confidence intervals are far too wide.

Ecological population dynamics◈ Members↗
FA-65516

Two-sample mark-recapture abundance: recapture feasibility · case 01

Impossible samples with more recaptures than animals caught are estimated.

Ecological population dynamics● Open access↗
FA-65517

Two-sample mark-recapture abundance: recapture feasibility · case 02

Impossible samples with more recaptures than animals caught are estimated.

Ecological population dynamics◈ Members↗
FA-65518

Two-sample mark-recapture abundance: recapture feasibility · case 03

Impossible samples with more recaptures than animals caught are estimated.

Ecological population dynamics◈ Members↗
FA-65519

Two-sample mark-recapture abundance: recapture feasibility · case 04

Impossible samples with more recaptures than animals caught are estimated.

Ecological population dynamics◈ Members↗
FA-65520

Two-sample mark-recapture abundance: recapture feasibility · case 05

Impossible samples with more recaptures than animals caught are estimated.

Ecological population dynamics◈ Members↗
FA-65521

Two-sample mark-recapture abundance: zero-recapture Petersen · case 01

A survey with no recaptures reports a finite abundance.

Ecological population dynamics● Open access↗
FA-65522

Two-sample mark-recapture abundance: zero-recapture Petersen · case 02

A survey with no recaptures reports a finite abundance.

Ecological population dynamics◈ Members↗
FA-65523

Two-sample mark-recapture abundance: zero-recapture Petersen · case 03

A survey with no recaptures reports a finite abundance.

Ecological population dynamics◈ Members↗
FA-65524

Two-sample mark-recapture abundance: zero-recapture Petersen · case 04

A survey with no recaptures reports a finite abundance.

Ecological population dynamics◈ Members↗
FA-65525

Two-sample mark-recapture abundance: zero-recapture Petersen · case 05

A survey with no recaptures reports a finite abundance.

Ecological population dynamics◈ Members↗
FA-65526

Lotka-Volterra competition outcome: species1 invasion criterion · case 01

Outcomes flip when competition coefficients are asymmetric.

Ecological population dynamics● Open access↗
FA-65527

Lotka-Volterra competition outcome: species1 invasion criterion · case 02

Outcomes flip when competition coefficients are asymmetric.

Ecological population dynamics◈ Members↗
FA-65528

Lotka-Volterra competition outcome: species1 invasion criterion · case 03

Outcomes flip when competition coefficients are asymmetric.

Ecological population dynamics◈ Members↗
FA-65529

Lotka-Volterra competition outcome: species1 invasion criterion · case 04

Outcomes flip when competition coefficients are asymmetric.

Ecological population dynamics◈ Members↗
FA-65530

Lotka-Volterra competition outcome: species1 invasion criterion · case 05

Outcomes flip when competition coefficients are asymmetric.

Ecological population dynamics◈ Members↗
FA-65531

Lotka-Volterra competition outcome: interior classification · case 01

Stable coexistence and founder control are swapped.

Ecological population dynamics● Open access↗
FA-65532

Lotka-Volterra competition outcome: interior classification · case 02

Stable coexistence and founder control are swapped.

Ecological population dynamics◈ Members↗
FA-65533

Lotka-Volterra competition outcome: interior classification · case 03

Stable coexistence and founder control are swapped.

Ecological population dynamics◈ Members↗
FA-65534

Lotka-Volterra competition outcome: interior classification · case 04

Stable coexistence and founder control are swapped.

Ecological population dynamics◈ Members↗
FA-65535

Lotka-Volterra competition outcome: interior classification · case 05

Stable coexistence and founder control are swapped.

Ecological population dynamics◈ Members↗
FA-65536

Lotka-Volterra competition outcome: interior equilibrium numerator · case 01

The coexistence abundance of species 1 is wrong whenever a12 differs from a21.

Ecological population dynamics● Open access↗
FA-65537

Lotka-Volterra competition outcome: interior equilibrium numerator · case 02

The coexistence abundance of species 1 is wrong whenever a12 differs from a21.

Ecological population dynamics◈ Members↗
FA-65538

Lotka-Volterra competition outcome: interior equilibrium numerator · case 03

The coexistence abundance of species 1 is wrong whenever a12 differs from a21.

Ecological population dynamics◈ Members↗
FA-65539

Lotka-Volterra competition outcome: interior equilibrium numerator · case 04

The coexistence abundance of species 1 is wrong whenever a12 differs from a21.

Ecological population dynamics◈ Members↗
FA-65540

Lotka-Volterra competition outcome: interior equilibrium numerator · case 05

The coexistence abundance of species 1 is wrong whenever a12 differs from a21.

Ecological population dynamics◈ Members↗
FA-65541

Lotka-Volterra competition outcome: neutral tie detection · case 01

A knife-edge isocline tie is reported as founder control or coexistence.

Ecological population dynamics● Open access↗
FA-65542

Lotka-Volterra competition outcome: neutral tie detection · case 02

A knife-edge isocline tie is reported as founder control or coexistence.

Ecological population dynamics◈ Members↗
FA-65543

Lotka-Volterra competition outcome: neutral tie detection · case 03

A knife-edge isocline tie is reported as founder control or coexistence.

Ecological population dynamics◈ Members↗
FA-65544

Lotka-Volterra competition outcome: neutral tie detection · case 04

A knife-edge isocline tie is reported as founder control or coexistence.

Ecological population dynamics◈ Members↗
FA-65545

Lotka-Volterra competition outcome: neutral tie detection · case 05

A knife-edge isocline tie is reported as founder control or coexistence.

Ecological population dynamics◈ Members↗
FA-65546

Lotka-Volterra competition outcome: coefficient validation · case 01

Species that do not compete at all are rejected as invalid input.

Ecological population dynamics● Open access↗
FA-65547

Lotka-Volterra competition outcome: coefficient validation · case 02

Species that do not compete at all are rejected as invalid input.

Ecological population dynamics◈ Members↗
FA-65548

Lotka-Volterra competition outcome: coefficient validation · case 03

Species that do not compete at all are rejected as invalid input.

Ecological population dynamics◈ Members↗
FA-65549

Lotka-Volterra competition outcome: coefficient validation · case 04

Species that do not compete at all are rejected as invalid input.

Ecological population dynamics◈ Members↗
FA-65550

Lotka-Volterra competition outcome: coefficient validation · case 05

Species that do not compete at all are rejected as invalid input.

Ecological population dynamics◈ Members↗
FA-65551

Schaefer surplus-production harvest reference points: maximum sustainable yield · case 01

MSY is double the surplus production possible at half capacity.

Ecological population dynamics● Open access↗
FA-65552

Schaefer surplus-production harvest reference points: maximum sustainable yield · case 02

MSY is double the surplus production possible at half capacity.

Ecological population dynamics◈ Members↗
FA-65553

Schaefer surplus-production harvest reference points: maximum sustainable yield · case 03

MSY is double the surplus production possible at half capacity.

Ecological population dynamics◈ Members↗
FA-65554

Schaefer surplus-production harvest reference points: maximum sustainable yield · case 04

MSY is double the surplus production possible at half capacity.

Ecological population dynamics◈ Members↗
FA-65555

Schaefer surplus-production harvest reference points: maximum sustainable yield · case 05

MSY is double the surplus production possible at half capacity.

Ecological population dynamics◈ Members↗
FA-65556

Schaefer surplus-production harvest reference points: effort at MSY · case 01

Effort reference points ignore gear catchability.

Ecological population dynamics● Open access↗
FA-65557

Schaefer surplus-production harvest reference points: effort at MSY · case 02

Effort reference points ignore gear catchability.

Ecological population dynamics◈ Members↗
FA-65558

Schaefer surplus-production harvest reference points: effort at MSY · case 03

Effort reference points ignore gear catchability.

Ecological population dynamics◈ Members↗
FA-65559

Schaefer surplus-production harvest reference points: effort at MSY · case 04

Effort reference points ignore gear catchability.

Ecological population dynamics◈ Members↗
FA-65560

Schaefer surplus-production harvest reference points: effort at MSY · case 05

Effort reference points ignore gear catchability.

Ecological population dynamics◈ Members↗
FA-65561

Schaefer surplus-production harvest reference points: collapse threshold · case 01

Excessive effort yields negative biomass and negative catch.

Ecological population dynamics● Open access↗
FA-65562

Schaefer surplus-production harvest reference points: collapse threshold · case 02

Excessive effort yields negative biomass and negative catch.

Ecological population dynamics◈ Members↗
FA-65563

Schaefer surplus-production harvest reference points: collapse threshold · case 03

Excessive effort yields negative biomass and negative catch.

Ecological population dynamics◈ Members↗
FA-65564

Schaefer surplus-production harvest reference points: collapse threshold · case 04

Excessive effort yields negative biomass and negative catch.

Ecological population dynamics◈ Members↗
FA-65565

Schaefer surplus-production harvest reference points: collapse threshold · case 05

Excessive effort yields negative biomass and negative catch.

Ecological population dynamics◈ Members↗
FA-65566

Schaefer surplus-production harvest reference points: equilibrium yield · case 01

Yields are inflated by a factor 1/q.

Ecological population dynamics● Open access↗
FA-65567

Schaefer surplus-production harvest reference points: equilibrium yield · case 02

Yields are inflated by a factor 1/q.

Ecological population dynamics◈ Members↗
FA-65568

Schaefer surplus-production harvest reference points: equilibrium yield · case 03

Yields are inflated by a factor 1/q.

Ecological population dynamics◈ Members↗
FA-65569

Schaefer surplus-production harvest reference points: equilibrium yield · case 04

Yields are inflated by a factor 1/q.

Ecological population dynamics◈ Members↗
FA-65570

Schaefer surplus-production harvest reference points: equilibrium yield · case 05

Yields are inflated by a factor 1/q.

Ecological population dynamics◈ Members↗
FA-65571

Schaefer surplus-production harvest reference points: status boundary · case 01

Fishing exactly at E_msy is labelled overfished.

Ecological population dynamics● Open access↗
FA-65572

Schaefer surplus-production harvest reference points: status boundary · case 02

Fishing exactly at E_msy is labelled overfished.

Ecological population dynamics◈ Members↗
FA-65573

Schaefer surplus-production harvest reference points: status boundary · case 03

Fishing exactly at E_msy is labelled overfished.

Ecological population dynamics◈ Members↗
FA-65574

Schaefer surplus-production harvest reference points: status boundary · case 04

Fishing exactly at E_msy is labelled overfished.

Ecological population dynamics◈ Members↗
FA-65575

Schaefer surplus-production harvest reference points: status boundary · case 05

Fishing exactly at E_msy is labelled overfished.

Ecological population dynamics◈ Members↗
FA-65576

Levins metapopulation with habitat destruction: habitat loss in colonisation · case 01

Destroyed patches are still colonised.

Ecological population dynamics● Open access↗
FA-65577

Levins metapopulation with habitat destruction: habitat loss in colonisation · case 02

Destroyed patches are still colonised.

Ecological population dynamics◈ Members↗
FA-65578

Levins metapopulation with habitat destruction: habitat loss in colonisation · case 03

Destroyed patches are still colonised.

Ecological population dynamics◈ Members↗
FA-65579

Levins metapopulation with habitat destruction: habitat loss in colonisation · case 04

Destroyed patches are still colonised.

Ecological population dynamics◈ Members↗
FA-65580

Levins metapopulation with habitat destruction: habitat loss in colonisation · case 05

Destroyed patches are still colonised.

Ecological population dynamics◈ Members↗
FA-65581

Levins metapopulation with habitat destruction: equilibrium destruction term · case 01

Equilibrium occupancy ignores habitat destruction.

Ecological population dynamics● Open access↗
FA-65582

Levins metapopulation with habitat destruction: equilibrium destruction term · case 02

Equilibrium occupancy ignores habitat destruction.

Ecological population dynamics◈ Members↗
FA-65583

Levins metapopulation with habitat destruction: equilibrium destruction term · case 03

Equilibrium occupancy ignores habitat destruction.

Ecological population dynamics◈ Members↗
FA-65584

Levins metapopulation with habitat destruction: equilibrium destruction term · case 04

Equilibrium occupancy ignores habitat destruction.

Ecological population dynamics◈ Members↗
FA-65585

Levins metapopulation with habitat destruction: equilibrium destruction term · case 05

Equilibrium occupancy ignores habitat destruction.

Ecological population dynamics◈ Members↗
FA-65586

Levins metapopulation with habitat destruction: extinction ratio · case 01

Equilibrium occupancy falls as colonisation improves.

Ecological population dynamics● Open access↗
FA-65587

Levins metapopulation with habitat destruction: extinction ratio · case 02

Equilibrium occupancy falls as colonisation improves.

Ecological population dynamics◈ Members↗
FA-65588

Levins metapopulation with habitat destruction: extinction ratio · case 03

Equilibrium occupancy falls as colonisation improves.

Ecological population dynamics◈ Members↗
FA-65589

Levins metapopulation with habitat destruction: extinction ratio · case 04

Equilibrium occupancy falls as colonisation improves.

Ecological population dynamics◈ Members↗
FA-65590

Levins metapopulation with habitat destruction: extinction ratio · case 05

Equilibrium occupancy falls as colonisation improves.

Ecological population dynamics◈ Members↗
FA-65591

Levins metapopulation with habitat destruction: occupancy ceiling · case 01

Occupancy exceeds the fraction of habitat that still exists.

Ecological population dynamics● Open access↗
FA-65592

Levins metapopulation with habitat destruction: occupancy ceiling · case 02

Occupancy exceeds the fraction of habitat that still exists.

Ecological population dynamics◈ Members↗
FA-65593

Levins metapopulation with habitat destruction: occupancy ceiling · case 03

Occupancy exceeds the fraction of habitat that still exists.

Ecological population dynamics◈ Members↗
FA-65594

Levins metapopulation with habitat destruction: occupancy ceiling · case 04

Occupancy exceeds the fraction of habitat that still exists.

Ecological population dynamics◈ Members↗
FA-65595

Levins metapopulation with habitat destruction: occupancy ceiling · case 05

Occupancy exceeds the fraction of habitat that still exists.

Ecological population dynamics◈ Members↗
FA-65596

Levins metapopulation with habitat destruction: extinction flow · case 01

Extinctions happen in empty patches.

Ecological population dynamics● Open access↗
FA-65597

Levins metapopulation with habitat destruction: extinction flow · case 02

Extinctions happen in empty patches.

Ecological population dynamics◈ Members↗
FA-65598

Levins metapopulation with habitat destruction: extinction flow · case 03

Extinctions happen in empty patches.

Ecological population dynamics◈ Members↗
FA-65599

Levins metapopulation with habitat destruction: extinction flow · case 04

Extinctions happen in empty patches.

Ecological population dynamics◈ Members↗
FA-65600

Levins metapopulation with habitat destruction: extinction flow · case 05

Extinctions happen in empty patches.

Ecological population dynamics◈ 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 ↗