1 Information Technology, Cognizant Technology Solutions Canada Inc., Nova Scotia, Canada.
2 Computer Science, UT Austin, TX, USA.
* Corresponding Author
ORCID Details
Ambar Nath Saha: https://orcid.org/ 0009-0006-4457-4753
Debashis Patra: https://orcid.org/ 0009-0004-7894-1852
World Journal of Advanced Research and Reviews, 2026, 32(01), 374–381
Article DOI: 10.30574/wjarr.2026.32.1.2549
Received on 29 August 2026; revised on 04 October 2026; accepted on 06 October 2026
This paper proposes Layer 2 of the AI-First Software Development Lifecycle (SDLC) introduced in our parent framework and extended through the Layer 1 Product and Designer Layer. Layer 2 is a conceptual Build, Validate, and Release architecture intended to transform a Product Requirement Bundle (PRB) and a Design Artifact Bundle (DAB) into a documented, validated, merge-ready pull request. It defines six proposed specialist agents—Architecture, Coding, Testing, Review, PR, and CI Gate—coordinated by a Layer 2 Sub-Orchestrator. The design includes a bounded Feedback-Driven Repair Loop, revalidation after code modifications, non-overridable CI and security gates, and a mandatory human merge decision. The proposed design draws on the authors' technical analysis, review of existing software-engineering and agentic-AI approaches, and exploratory proof-of-concept work. The integrated architecture has not been implemented or empirically evaluated; potential effects on delivery time, code quality, cost, and compliance remain hypotheses for future evaluation.
Agentic AI; AI-First SDLC; Multi-Agent Orchestration; Software Architecture; Automated Testing; Feedback-Driven Repair
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Ambar Nath Saha and Debashis Patra. LAYER 2 OF THE AI-FIRST SDLC: A PROPOSED AGENT-DRIVEN ARCHITECTURE FOR BUILD, VALIDATION, AND RELEASE READINESS. World Journal of Advanced Research and Reviews, 2026, 32(01), 374–381. Article DOI: https://doi.org/10.30574/wjarr.2026.32.1.2549