Hands on labs and code to help you learn, measure, and build using architectural best practices.
Chaos Engineering Toolkit & Orchestration for Developers
Reliability engineering toolkit for Python - https://reliability.readthedocs.io/en/latest/
OpenShift Guide. Learn about the Red Hat OpenShift Container Platform, Data Science, Code Ready Containers, Podman, Buildah, and Kubernetes.
The k6 documentation website.
The Chaos Toolkit core library
A Python package for survival analysis. The most flexible survival analysis package available. SurPyval can work with arbitrary combinations of observed, censored, and truncated data. SurPyval can also fit distributions with 'offsets' with ease, for example the three parameter Weibull distribution.
ARF is an agentic reliability intelligence platform that separates decision intelligence (OSS) from governed execution (Enterprise), enabling autonomous operations with deterministic safety guarantees.
Sample applications of supported integrations by Last9 Products
The open source toolbox for resilient operations
PARANSYS (Python pArametric Reliability Analysis on ANSYS) is a module that can connect the ANSYS software to Python scripts using APDL scripts. It has one connection class and two other classes for reliability analysis, using explicit or implicit limit states.
Reliability Report - A collaborative curated content site about Reliability Engineering
Andrej Karpathy's 2026 AI Systems Engineering Roadmap — 7 production-grade projects covering Context Engineering, Tool Design, Agent Orchestration, Eval Discipline, Reliability Engineering, MCP Servers & Harness Mindset. From PR review agents to autonomous DevOps incident response.
Executable reliability patterns and fault drills for AI software factories. Companion to "Software Factories Are Distributed Systems."
Benchmark, observe, and govern tool-using AI agents before production.
Ultimate Autonomous Driving Systems Safety Engineering free tool which covers UL 4600, ISO/TR 5083, ISO 26262, ISO 21448, ISO 21434 and ISO/PAS 8800 qualitative and quantitative analyses with an additional method to assess the risk on prototypes, called PAL from PAL 1 to PAL5
Deterministic runtime for agent evaluation
A resilient, fault‑tolerant telemetry analytics pipeline designed to validate, benchmark, and stress‑test high‑frequency sensor data streams under real‑world failure conditions. Includes chaos testing, DLQ repair, GPU‑accelerated ingestion, and end‑to‑end reliability validation for motorsport‑grade telemetry environments.
This work proposes a joint-probabilistic model between the remaining life and inspection observations, which is then used to perform prognostics on currently installed assets. At every new observation, the forward-looking belief on the asset's remaining life is Bayesian updated, granting dynamic estimations on its failure probability. Consequent…
Second Opinion is a pre-mortem review tool that helps engineering teams identify potential failure modes.
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