Insights & Ideas

Deep Reflections On
Tomorrow's AI & SDLC

Exploring the intersection of artificial intelligence and software development— ideas, patterns, and practices for the future.

Latest Articles

4 articles
10 min

AI Native Product Design Needs a Different Toolchain

Why current AI design tools create a structural gap between prototyping and production, and how DesignV1 bridges that divide with system-aware, component-driven, AI-native design workflows.

AI DesignProduct DesignDesign SystemsDesignV1Tooling
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10 min

From Vibe Coding To Real Products: Why We Are Building IORox

How vibe coding tools excel at demos but struggle with production systems, and why IORox bridges that gap with architecture-first AI, managed databases, proper authentication, and full portability.

IORoxAI DevelopmentWeb ApplicationsArchitectureProduct Engineering
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8 min

AI Agents and the Future of SDLC: Engineering Reliability in an Era of Autonomous Systems

An in-depth exploration of how AI agents are transforming software development lifecycles, the fundamental challenges of hallucination and context engineering, and the architectural patterns needed to build trustworthy autonomous development systems.

AI AgentsSDLCSoftware EngineeringContext EngineeringReliability
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11 min

AI Vibe Coding vs. AI IDEs: When Velocity Meets Reality at Scale

A critical analysis of AI-powered development tools,from lightweight coding assistants to full IDE integrations,examining where they excel (greenfield prototypes) and where they struggle (legacy monorepos, cross-cutting refactors, and enterprise constraints).

AI ToolsDeveloper ExperienceIDEsCode QualityEnterprise Software
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