Track 8 of 9Learning Center
AI and Shift-Left Testing Strategy
How to do shift-left testing in practice: tests from requirements before code, shift left versus shift right, AI test generation, LLM and agentic testing.
- For QA and engineering leaders
- lessons
- 7 lessons
- in total
- 1h 10m in total
7 lessons in this track
- 1
beginner · 9 min · runnable request
A Shift Left Testing Example: One Requirement, Tested Before the Code
Follow one order-quantity rule from the requirements document to tests that exist before the code does, and see what shifting left changes for QA, how it differs from TDD, and what it costs.
Open lesson → - 2
intermediate · 10 min
How to Do Shift Left Testing: Rituals in Agile, Gates in DevOps
Shift-left testing is a set of decisions, not a tool. Map every check to the earliest stage it can run, change three agile rituals, put gates in the pipeline, and measure where defects are now found.
Open lesson → - 3
intermediate · 9 min · runnable request
Shift Left Testing and Shift Right Testing: Where Each Check Belongs
Shift left and shift right aren't rival philosophies. Place each risk where it can first be seen, connect the two with an incident-to-test loop, and keep a scheduled smoke pack as the bridge.
Open lesson → - 4
intermediate · 10 min
API Test Automation with AI: What to Hand Over and What to Keep
AI can design cases, explain failures and propose repairs. It should never decide a pass or quietly weaken a test. Here is the loop, step by step, with the rules and the questions to ask any tool.
Open lesson → - 5
intermediate · 10 min
Generate API Test Cases Using AI: From a Requirement to a Reviewed Suite
Give the model the contract, the rule and the output format; ask for cases, not code; then review every case against its source. A worked example on the store's order status rule, and gap fill in Shift-Left API.
Open lesson → - 6
advanced · 11 min
LLM Testing and Evaluation for QA Teams: Two Jobs, One Strategy
Testing checks what must always be true; evaluation scores what can vary. A QA team's split of the work, a worked example, the open-source tools, and the same standard for AI-generated tests.
Open lesson → - 7
advanced · 11 min
API Testing Using AI Agents: Permissions First, Autonomy Second
An agent that can import specs, generate tests and run them is useful in proportion to what it can't do. The loop, the MCP connection, a guardrail checklist, and Shift-Left API's MCP server.
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Practice these lessons on your own APIs
The Free Developer License of Shift-Left API is a single-user license that renews free every 6 months: import your OpenAPI spec, generate tests, mock APIs and run workflows on your own machine.