PARIMI · KNOWLEDGE BASE
Practical knowledge for engineering reliable AI systems.
Deep technical guides, implementation patterns and engineering perspectives on AI quality, agent testing, LLM evaluation, RAG, Cognigy and Evaluation-Driven Development.
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Knowledge library
Guides, articles and engineering notes
PARIMI guide
AI Regression Testing with Playwright
How browser automation can become part of a repeatable AI quality and release-assurance workflow.
PARIMI guide
How to Evaluate RAG Grounding and Hallucinations
A practical guide to retrieval quality, grounding, faithfulness, citations and answer quality.
PARIMI guide
How to Test an AI Agent Beyond Functional Testing
A practical guide to business journeys, behaviour, tool use, semantic evaluation and release evidence.
PARIMI guide
Prompt Injection Testing for AI Systems
A practical guide to adversarial testing of instructions, data access, retrieval and AI actions.
PARIMI guide
Testing Cognigy Agents
How to turn conversational flows, intents, business rules and handovers into repeatable AI QA scenarios.
PARIMI guide
Testing Tool Calling and Agent Orchestration
How to validate tool selection, parameters, handoffs, retries and failure paths in agentic systems.