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Phase 4 BYOK and Failure Analysis

Strategy (WHY)

  • BYOK: Users supply their own LLM API keys (OpenAI, Anthropic, etc.) — no bundled provider billing.
  • Failure summaries: Failed runs should surface a short, actionable explanation on Run Details without reading full logs.

Architecture

  • testo_core builds bounded, redacted failure context from artifacts (failure_context_builder.py, failure_analysis_service.py).
  • testo_api orchestrates AI calls and settings (/api/v1/ai/*, run ai-summary endpoints).
  • React: settings page + summary card on Run Details.

Security: opt-in default, redaction pipeline, keys never returned on read. See Technical Debt Tracker for ongoing contract gaps.

Context-aware failure analysis

On run failure, extract failing Allure cases + log tail → failure_context_v1 metadata → optional auto-generate summary → display via GET /api/v1/runs/{run_id}/ai-summary. Implementation: testo_core/services/failure_context_builder.py, testo_api/execution_manager.py.

Release gate

Release Checklist - Phase 4 AI and Failure Analysis


Context & Links: Architecture Overview, Command Reference, Product Roadmap § Phase 4: Next-Gen Capabilities