Intelligenic Insights
Explore Intelligenic Insights — a curated collection of articles, podcasts, and thought leadership from our team. Discover expert perspectives on AI, product strategy, engineering, and innovation.
From Vibe Coding to Spec Coding: The Evolution of AI-Driven Development
AI changed how software gets built. With platforms like OpenAI ChatGPT, developers can now generate features, refactor legacy systems, and prototype entirely new products in hours instead of weeks. This…
Revamping Sprint Planning with AI-Assisted Estimation
Sprint planning has always walked a fine line between strategy and guesswork. Estimating how much work a team can complete in a sprint often relies on gut feel, optimism, or…
Ethical Leadership in AI-Augmented Engineering: Why Boundaries Matter More Than EverTest
AI is rapidly transforming how software is built. From requirements discovery and code generation to testing, deployment, and monitoring, AI-augmented engineering is redefining the software development lifecycle (SDLC). But as…
Human-in-the-Loop: The New Best Practice for AI-Enhanced Development
Keeping creativity and oversight where it counts. As artificial intelligence becomes embedded in every phase of the Software Development Life Cycle (SDLC), the question is no longer if we should…
Why Vibe Coding Fails in the Enterprise
Over the past year, I’ve said it repeatedly — Vibe Coding is being used incorrectly. Several recent studies have found that corporate implementations of Vibe Coding, especially those lacking proper…
Generative AI Enhances Product Operations
The future is bright in ProdOps and its just getting brighter through the use of gen AI revolutionizing the process to help us build better products faster
Regulatory Compliance as Code: How AI Is Automating GDPR, HIPAA, and SOC 2
In today’s fast-moving software landscape, regulatory compliance can no longer be an afterthought. With increasing pressure to meet standards like GDPR, HIPAA, and SOC 2, engineering teams often find themselves…
Root Cause in Seconds: How AI Is Transforming Debugging Across Distributed Systems
In today’s world of microservices, containers, and cloud-native architectures, software systems are more distributed—and more complex—than ever before. When something breaks, figuring out why can feel like chasing smoke in…
What New Engineers Need to Know About AI in the SDLC
A guide for recent grads entering an AI-powered engineering landscape. Congratulations—you’re stepping into the world of software development during one of the most transformational times in tech history. Gone are…
Using AI to Understand and Navigate Complex Codebases
How AI is Reducing Onboarding Time and Unlocking Legacy Systems Every engineering team eventually runs into the same problem: “What does this code actually do?” Whether you’re onboarding new developers,…