Livoa LogoLivoa
1. Data Layer


Jira Data → Ingested as markdown

Bitbucket PR & Diff → Realtime fetch

Bugs, Test Cases → Embedded for search

pgVector Database stores embeddings (384-D semantic vectors)

2. Processing Layer


SentenceTransformer embedding model

pgVector similarity search

LLM reasoning engine (Mistral via Ollama)


3. Application Layer


FastAPI backend

Flask frontend (dark UI)

PR Analysis Module

Requirement Query Module

Test Generation Module


Outcome: A unified “QA Brain” that understands context across all systems.
Capability Comparison
CapabilityBrowserStackImpactGuard
Device/Browser Execution✔ Yes❌ Not focus
Test Case Creation✔ Yes✔ Automatic AI Test Generation
PR Impact Analysis❌ No✔ Yes
Requirement Risk Scoring❌ No✔ Yes
Semantic Search Across Project❌ No✔ Yes
Jira/Test Case Intelligence❌ Limited✔ Deep contextual understanding
Predictive QA❌ No✔ Yes
Customized for FCSKY domain❌ No✔ 100% tuned to FC ecosystem

Impact Guards

by Niki

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