Resources
Playbooks, guides, and best practices for AI-native E2E testing.
How to Test AI Features in Your Product
A chatbot, a summariser, or a RAG answer panel breaks every assertion you know how to write, because the correct output is different every time. This is what to assert instead: structure, required elements, forbidden content, streaming completion, citations that resolve, refusal states, and latency and token ceilings.
Agent-Native Architecture: Designing Software Agents Can Actually Operate
Publishing an API does not make a product agent-native. Agent-native architecture means callable actions, artefacts as files, readable state and a late human gate, and each of those is a design decision with concrete consequences. Here is how to build a tool or an internal platform an agent can hold end to end.
Agent-Native CI: What Changes When the Agent Triages Its Own Failures
CI has spent twenty years assuming a human reads the red build. When an agent can read the run logs and the uploaded screenshots and traces, classify the failure, fix what is genuinely a test issue, rerun it, and open a pull request, the pipeline changes shape. Here is the loop, the guardrails, and the part that stays human.
The Agent-Native Developer Workflow: What a Day Looks Like When Agents Do the Work
When agents write most of the code, the developer's day stops being typing and becomes stating intent, reading plans, and reviewing evidence. Here is the actual loop, the four places humans still intervene, what it does to code review, specs and CI, and the parts that genuinely do not work yet.
Agent-Native vs Agentic vs AI-Native: What Each Term Actually Means
AI-native describes what a product is built around. Agentic describes how it behaves. Agent-native describes who can operate it. The three are used interchangeably and they answer different questions, which is why a product can be agentic without being agent-native and agent-native without being agentic at all.
How Much Does Shiplight Cost? Plans, Rates, and What a Real Month Looks Like
Shiplight is $0 on Free and $60 a month on Pro, with Enterprise contract priced. Every feature ships on every plan; what changes is included credit, retention, and pay-as-you-go. Here are the published rates and how to work out your own bill before you sign up.