test automation, Impact Analysis, Agile, AI-augmented SDLC, AI tooling ecosystem, coding assistants, Lean, MCP servers, IDES, agent frameworks, orchestration layers, agentic workflows, AI toolchains, AI tooling models, AI-assisted SDLC pipelines, code generation, systems thinking, MCP integrations, backlog refinement