The agentic software factory: AI-driven delivery from intent to ship

Pavan_Belagatti · x · 2026-10-14

The author argues the industry is moving from AI-assisted coding to AI-driven software delivery. The accompanying diagram lays out a full agentic software factory: signal intake as catalog entities, a planning agent scoping tasks with real context, coding agents building in sandboxed permissions, CI/security/agent-review verification, and risk-based shipping (low auto-promotes, medium owner approves, high goes to human review). Production telemetry feeds back as the next signal, built on context, tools, guardrails and observability across K8s, GitHub, Argo, SonarQube, CircleCI and AWS. Without guardrails and security guidelines, factories fail.

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