EC
AI-Native Engineering Standards Rollout
Hexaware Technologies
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Lead .NET Developer
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Oct 2025 - Dec 2025
Challenge:
The five-person ELA development team was shipping .NET features at a traditional pace — handwritten CQRS handlers, manually scaffolded EF Core configurations, and inconsistent test coverage across modules. AI tools were available to the organization but used inconsistently: some developers leaned on Copilot for autocomplete, others ignored it entirely, and no one had a shared convention for prompts, context, or AI-assisted code review. The result was uneven velocity, duplicated effort across the team, and no defensible way to measure whether AI tooling was actually helping. On a federal contract with hard delivery milestones, the team needed a repeatable workflow rather than ad-hoc AI use.
Solution:
Defined and rolled out team-wide AI-native engineering standards covering spec-first development, prompt and context conventions, and AI-augmented code review checkpoints. Integrated Claude Code, GitHub Copilot, and M365 Copilot into the daily workflow with clear guardrails on what each tool was best for. Established markdown-based Technical Design Documents as the single source of truth that AI agents would consume to scaffold new modules, then trained the team on the workflow through mob-coding sessions and code reviews.
Impact:
Shifted the team from ad-hoc AI use to a defined, repeatable workflow with shared conventions and review gates. Time-to-first-working-build for new modules dropped meaningfully once TDD-driven scaffolding became the default — handlers, EF Core configs, and tests generated from spec instead of typed by hand. Code review quality improved because reviewers had a clear checklist for AI-generated code, and onboarding got faster because the standards doc and CLAUDE.md context files gave new developers a runway. The team built a defensible story for leadership that AI tooling wasn't just autocomplete — it was a productivity multiplier with measurable gates.
Claude Code (Anthropic)
GitHub Copilot
M365 Copilot
ASP.NET Core
.NET 9
+9 more
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