📰 Dev.to · Sunil Kumar

AI-accelerated software delivery — but left QA behind. 60% of enterprises ship untested code. Here's how agentic QA closes the gap in 2026.

Agentic AI coding tools boost output 30%+, but runaway agents are burning budgets. Here's the architectural oversight framework that actually works in 2026.

Agentic QA pipelines in 2026 reduce test execution time by 40–60%, self-heal UI drift, and embed into CI/CD. Here's the architecture behind it.

Been watching a lot of SME engineering teams make the same mistake when budgeting their first serious...

Three AI deployment models launched in May 2026. OpenAI's $4B FDE company, Accenture's ServiceNow program, and fixed-price Velocity Pods. Here's the honest comp

85% of enterprise QA teams report AI code creates a testing bottleneck in 2026. Here's the real problem — and how agentic QA pipelines solve it.

AI copilots are out. Agentic coding is in. Here's what the shift from autocomplete to multi-agent orchestration means for engineering teams in 2026.

Disclosure: I work at Ailoitte, which offers a competing model (AI Velocity Pods) to what's...

I built ClipStack — a free read-later that actually finds the article you saved. You know the cycle....

Technical post for engineers building or evaluating AI customer support systems. The difference...

Practical post for engineers who've hit the wall where an AI proof-of-concept works on clean data but...

We measured baseline accuracy across a production RAG system: 62%. Six weeks later, after five...

One of the most common engineering problems I see when teams scale AI from pilot to production: the...

Every week, I talk to engineering leads who've been handed the same brief: "Figure out where we...

I built Ailoitte because I watched too many good startup ideas die in development. Not because the...

The US has 1.5 million unfilled software engineering positions projected through 2028. Senior ML...

After working on production AI systems across fintech, healthcare, and SaaS, I've seen this pattern...

Why this matters AI model prices dropped 80% between 2023 and 2025. Three major model...

We were burning $4,100/month on inference for one fintech client. Here's the three-part stack that...

5 failure modes we hit building 12+ production RAG systems, and the architectural fixes that actually...

If you've tried shipping an AI feature to production recently, you know the gap between "demo works...

82% of enterprises are running active AI PoCs. Fewer than 4% reach production-wide deployment. The...

OpenClaw is an open-source AI agent framework that can execute tasks, not just generate text. Its...