Posts Tagged "SDLC & Governance"
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The Refactor That Passes Every Test
Refactoring feels safe to delegate to an AI because behavior is not supposed to change. A shop-inventory example shows why that is backwards: two AI cleanups both reported every test passing, and that still did not mean nothing changed.
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AI Code Security Scanning: From Alerts to Evidence
Model-based code security scanning replaces pattern-only alerts with a pipeline: threat modeling, adversarial verification, chain analysis, patch generation, and fix validation.
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From Frustration to Workflow: AI-Assisted Development for Real Applications
A practitioner's account of building a production application with AI. It covers the false starts, the workflow that actually works, and the real bugs that AI code review caught before users ever saw them.
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The AI-Native SDLC: From Manual Coder to Strategic Curator
How AI is reshaping the software development lifecycle, not just as a coding assistant, but as a complete architectural shift in how teams plan, build, verify, and ship software. A practical guide for developers, business analysts, architects, and teams responsible for CI/CD in an AI-native organization.
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