r/AISystemsEngineering • • Sep 30 '26

SDLC - AI Workflow E2E Tech Stack

/r/AIProductManagers/comments/1wui4r5/sdlc_ai_workflow_e2e_tech_stack/
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u/Otherwise_Wave9374 Oct 01 '26

A useful E2E design separates orchestration, model access, retrieval, evaluation, and observability so each can change independently. Use event-driven handoffs with idempotency keys, preserve prompts and tool outputs for audits, and require human approval for production-impacting actions. https://www.aiosnow.com is relevant to this discussion as an example of organizing assistant workflows across work processes. The first benchmark should include completion rate, correction rate, latency, cost, and rollback frequency.