Linkedin Newsletter🧠AIStorming: A Process-Oriented Framework for AI-Assisted Discovery, Analysis, and Specification
When using generative AI in enterprise systems, unguided prompt engineering leads to inconsistent specifications and architectural drift.
To solve this, I created AIStorming—a process-oriented framework designed to formalize AI-assisted discovery, requirement analysis, and specification-driven development (SDD). It establishes structured phases and verification gates to turn ambiguous concepts into hardened, deterministic software blueprints.
In this whitepaper, I break down the core phases of the framework and how to apply it across enterprise engineering workflows.
👉 Read the complete whitepaper on ozkary.com
#SoftwareArchitecture #AIStorming #SystemsDesign #GenerativeAI #AIEngineering
GDG
🛠️ From our architecture research: Structuring AI-Assisted Requirements with AIStorming
Most developers use LLMs for quick autocomplete, but unstructured prompting often produces vague specs and hallucinated edge cases before coding even starts.
I created AIStorming to provide developers and leads with a phased, practical process for AI-driven system discovery, boundary modeling, and technical specification:
• Phase 1: Context scoping & constraint discovery
• Phase 2: Domain boundary & interface modeling
• Phase 3: Generating deterministic, testable specifications
👉 Read the full white paper and workflow breakdown on ozkary.com:
https://www.ozkary.com/2026/07/aistorming-a-process-oriented-framework-for-ai-assisted-discovery-analysis-and-specification.html
#SoftwareEngineering #GDG #AIStorming #Developers #GenerativeAI
GlobalAI 🏗️ Moving Beyond “Vibe Coding”: Specification-Driven Design with AIStorming
In enterprise systems, treating LLMs like conversational assistants leads to brittle architectures and specification drift. Without structured verification gates, AI-generated designs lack deterministic boundaries.
To formalize this lifecycle, I authored and developed the AIStorming framework—a process-oriented methodology bridging generative AI with formal Specification-Driven Development (SDD). It establishes a disciplined workflow for architects to conduct domain discovery, define API contracts, and lock technical constraints before implementation.
How is your organization governing AI-assisted systems architecture?
👉 Explore the complete white paper and architecture methodology on ozkary.com:
https://www.ozkary.com/2026/07/aistorming-a-process-oriented-framework-for-ai-assisted-discovery-analysis-and-specification.html
#SoftwareArchitecture #AIStorming #SystemsDesign #EnterpriseAI #EngineeringLeadership