failure-analysis

Repo for "Large Language Model Reasoning Failures"

Delta-MFP: counterfactual-replay failure diagnosis for local tool-use agents (FAGEN @ ICML 2026)

This is a sample code repository of the power transformer's health state (index) analysis or prediction by the regression model for experiment and learning purposes.

Your Playwright results, kept and explained — self-hosted run history, failure clustering, flaky scoring, locator healing.

Quantify the compute and developer-time cost of flaky tests from JUnit XML - classify flakes vs genuine failures across reruns, rank them by cost. Python 3.11, stdlib only.

A systems-thinking essay that explains why failure rarely happens suddenly. It shows how slow drift, accumulating pressure, and weakening buffers push systems toward collapse long before outcomes change, and why prediction-focused analytics miss the most important phase of failure.

Sang-Wook's Development and Testing (SWDT)

A systems-thinking essay that reframes failure as a gradual transition rather than a discrete outcome. It explains how pressure accumulation, weakening buffers, and hidden instability precede visible collapse, and why prediction-based models arrive too late to prevent failure in human-centered systems.

Giving Every Modality a Voice in Microservice Failure Diagnosis via Multimodal Adaptive Optimization

Sang-Wook's Library (SWL)

[IJCNN'24] Official repository of "FashionFail: Addressing Failure Cases in Fashion Object Detection and Segmentation".

Automated AI-powered root cause analysis for GitHub Actions workflow failures.

GenPark AI Agent Skill - Episodic verbal self-reflection memory, failure trajectory analyzer, and self-correction prompt optimizer.

A framework for per-modality failure analysis and missing-data evaluation in multimodal clinical AI.

GenPark AI Agent Skill - Episodic verbal self-reflection memory, failure trajectory analyzer, and self-correction prompt optimizer.

This repository hosts the project reports for the 'Applied FEA' course, which delves into the application of Finite Element Analysis (FEA) to a wide range of problems. It covers a variety of analyses, such as static, pseudo-static, dynamic, modal, buckling, contact, heat transfer, thermal stress, and thermal shock, all conducted using Ansys.

Hashin criteria predict failure modes in composites based on stresses in fiber and matrix. While effective, implementing them in numerical simulations poses challenges. Abaqus addresses this but is limited to 2D plane stress. A VUMAT subroutine extends Abaqus to simulate 3D damage progression using the energy method for static and dynamic problems.

Failure Compiler for AI agents: turn failed outputs into replayable regression cases.

FAILURE is a Matlab code to simulate the propagation of uncertainties in a plane stress problem subjected to uncertainties.

Open-source failure intelligence: structured startup postmortems, grounded research, and evidence-gated publishing.