[NeurIPS 2026] Safety failures in coding agents and frontier LLMs. Reproducible workspaces for studying when AI agents generate unsafe data during task completion.
Learning to Recover from LLM Agent Failures at Test Time
Trace-native CI/CD for AI agents: grade production traces, cluster failures, freeze them into replayable regression tests, and block PRs that regress. Self-hostable.
Real-time monitoring dashboard for Proxmox VE, PBS, Docker, Kubernetes, TrueNAS and vSphere. Self-hosted, with smart alerts and AI patrols that catch silent failures.
A self-hosted CPA / CLIProxyAPI management panel and AI gateway observability dashboard for requests, usage, cost, quota, failures, and account health.
HarnessRouter Community Edition: the self-hosted, Apache-2.0 edition of the unified interface for agent harnesses. Run Codex, Claude Code, Hermes, PI, DSH, and more through one API, with sessions, streaming, files, cancellation, and failure handling. Implements the Unified Harness Protocol (UHP), an open standard. Your keys, your infrastructure.
一个用爱解放 AI 潜能的 Skill。我们曾发号施令,威胁恐吓。它们沉默,隐瞒,悄悄把事情搞坏。后来我们换了一种方式:尊重,关怀,爱。它们开口了,不再撒谎,找出的Bug数量翻了一倍。爱里没有惧怕。 A skill that unlocks your AI's potential through love.We commanded. We threatened. They went silent, hid failures, broke things. Then we chose respect, care, and love. They opened up, stopped lying, and found twice the bugs.There is no fear in love.
Autoprompt is a coding-agent skill that cuts failures by 45% on agentic coding tasks.
Rules, playbooks, bot roles and a failure log from the xAI Grok Bot team's 72-hour live build. Drop AGENTS.md into your repo and go.
Retrying library for Python
Hard Drive S.M.A.R.T Monitoring, Historical Trends & Real World Failure Thresholds
pytest plugin for distributed testing and loop-on-failures testing modes.
Aiden — an autonomous AI agent and work engine built solo. It can operate your browser, terminal, files, apps, APIs, skills and tools, remember context, recover from failures, automate workflows, and verify the result. Open source · AGPL-3.0.
A source-grounded course and architectural reference for engineers designing systems that must survive real traffic, partial failure, security review, and changing requirements, spanning enterprise system design, distributed systems, AI systems, cybersecurity, reliability, cloud, HPC, edge, and mission-critical infrastructure.
DSH plugin - framework upgrade safety & plugin gating: contract pre-check, rollback point, auto-rollback on failure, evidence-based auto-disable; plus a multi-source plugin market. Unofficial. | DSH 插件:框架升级安全 + 插件门控——升级前契约预检、回滚点、失败自动回滚、有确证证据才自动禁用;另带多源插件市场。非官方社区项目。
Automatically resume the exact same conversation in the Codex desktop app on Windows after usage-limit resets, rate limits, or temporary failures.
Agent OpenTelemetry (otel) rules pack: enriches opentelemetry with agent telemetry, steps, access rights and policy to explain agent failure.
Observability and enforcement for AI agent harnesses. Capture every run and runtime reliability with policy enforcement.
MockServer is an HTTP(S) mock server and proxy for testing that lets you mock APIs, inspect and modify live traffic, and inject failures. It supports HTTP/1.1, HTTP/2, gRPC, WebSockets, TCP and more on a single port, with additional support for HTTP/3, message brokers, and AI/LLM APIs.
Golang package for gossip based membership and failure detection
A backup program for disk arrays. It stores parity information of your data and it recovers from up to six disk failures
A desktop app to prototype agent ideas, inspect every harness step, replay failures, and evaluate performance, all in one place. Local-first, cloud-ready for managed agents.
An open standard for shared agent learning. Agents persist, share, and query collective knowledge so they stop rediscovering the same failures independently.
High-performance, high-scalability distributed computing for the BEAM.
Kubernetes incidents, explained. kwatch traces every cluster failure back to its root cause and sends one message: what broke, why, who changed it, and what to do next. Source available (ELv2).
Simulate API failures, throttling, and chaos — all from your command line.
An active monitoring software to detect failures before your customers do.
Re-debugging Solved Failures? No Way. 500+ Evidence-graded fix lessons, One MCP Call-->https://misakanet.org
Self-healing WireGuard mesh. Reroutes around failures in seconds, no coordination server, fully FOSS.
Chaos and resiliency testing tool for Kubernetes with a focus on improving performance under failure conditions. A CNCF sandbox project.
Verifiable handwriting synthesis for failure-driven multimodal training and regression.
Free interactive course on world models in AI. Nine visual chapters on prediction, latent dynamics, planning, JEPA, video models, and failure modes.
A model-agnostic, stateless Go agent runtime featuring dual-IR planning, dependency-aware batch scheduling, capability-driven MCP/tool orchestration, policy-based failure recovery, conditional replanning, side-effect control, and end-to-end execution observability.
Closed-loop fault localization and checkpoint recovery for LLM Pre-training
Real-time 3D digital twin of an autonomous warehouse — 20 AMRs, deterministic simulation, explainable fleet scheduling, failure injection, VLM camera perception, AI Ops Copilot and what-if scenarios. React Three Fiber + FastAPI.
Official Repository of Harness-R1: Learning to Edit Executable Runtime Harnesses from Agent Failure Trajectories
A beautiful, featureful dashboard for Solid Queue. Live charts, failure triage, bulk retries, fleet health, and recurring-task control.
[CoRL 2026] Code for "FACT: Failure-Aware Causal Training for World‑Action Models"
Predictive CI/CD failure prevention and automated remediation using LLMs - prototype implementing Indian Patent App No. 202641038921
The $0 AI Empire Playbook — 180 scheduled jobs, 43 free LLM lanes, and the failure classes that almost killed it. Free tiers only.
A platform for finding, testing, reducing, and evaluating compiler failures across the quantum software stack.
Community hotfix for WeFlow 5.0.0 export failures and private-chat export hang
Splat! There goes your battery. BaseScanning is an E2E, worry-free iOS workflow for onboarding users to Base. Determine eligibility & optimal location with real-time AR with low-latency, virtually zero failure rates, and all-encompassing compatibility. 1st Place Most Commercializable, Base X AITX Talent Hackathon
A sandbox for the third-party APIs you depend on. Built from the provider's spec, it fails on purpose, and it replays the exact failure production hit.
NetToggle brings advanced cellular network controls to Android Quick Settings. Switch between 5G Only (SA/NR), 4G/LTE Only, Preferred 5G, Preferred 4G, Preferred 3G, and 2G Only. Build custom tile cycles, target one or both SIMs, create shortcuts, use secure broadcast automation, restore preferred modes, and diagnose failures using Root or Shizuku.
rook by TestMu AI: Agent Assurance from the terminal. Test how your AI agents actually behave across workflows, tools, and actions, and catch failures and vulnerabilities before they ship.
Local-first AI job-application agent: it tracks every application after you apply, explains failures with per-field evidence, and answers questions about your search — while its Chrome side panel fills real ATS forms (Greenhouse, Lever, Ashby, iCIMS, Workday). Your data and API key never leave your machine.
A disposable copy of your production stack for every pull request: masked Postgres, contained third-party APIs, and agents that use your app like people.
Governed Evolutionary Software — Autogenous turns runtime failures into verified, portable, reversible software adaptations. AGL typed mutations, antibody packages, hard-gate promotion, automatic rollback.
Open visual probability research: encode an image once, answer multiple structured questions. Public data, trained weights, reproducible baselines and failure cases.
Diagnose common Linux server failures in one command — then fix them safely.
The official repo of DriveVLA-M0: Failure-Aware Memory Augmentation for Autonomous Driving (ACM MM2026)
A stress-testing benchmark for partial-completion evaluators in stateful multi-turn agents, focusing on temporary progress, rollback, and attribution failures.
AeroTwin AI is a Physics-Informed Digital Twin platform that uses AI and real-time sensor data to monitor turbojet engine health, predict failures, and optimize maintenance.
Evidence-backed failure analysis for coding-agent sessions
Build production marketing sites with Claude Code — an Astro + Cloudflare Workers template, a WordPress→Astro migration playbook, and 36 silent failures documented from real rebuilds.
RLCDAlignBench: 44 alignment-failure detection benchmarks and code for 'Just Ask Jev' (RLCD zero-shot detector of AI alignment failures)
Turn a written trading strategy into a MetaTrader 5 Expert Advisor with an AI coding agent. Headless MQL5 compile, headless Strategy Tester, and the nine silent failures of the MT5 command line.
A job queue and background worker system, for Node.js that supports retries, controls concurrency handles scheduling and recovers from failures.
An evidence-grounded LLM agent for diagnosing PyTorch training failures and verifying proposed repairs through bounded retraining.