Abstract enterprise AI cost dashboard showing teams, workflows, and token spend

AI Cost Attribution Is Becoming a First-Class AI Architecture Decision

The real lesson in Bedrock’s new cost attribution feature is not the AWS feature itself. It is that AI cost visibility now belongs in the architecture conversation, not as an afterthought for finance.

April 23, 2026 · 6 min · Mohit Joshi
Abstract enterprise AI workflow moving from pilot to production

Why AI Pilots Stall, and What the Teams That Deliver Do Differently

Eleven practical patterns that improve the odds of turning AI experimentation into real business value.

April 22, 2026 · 6 min · Mohit Joshi
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StarCoder2: The Next Generation of Open-Source AI-powered Coding Assistant

Are you a programmer looking to boost your productivity and unlock new coding possibilities? Look no further than StarCoder2, the next generation of open-source large language models (LLMs) designed to supercharge your coding workflow. Developed by a powerhouse collaboration between ServiceNow, Hugging Face, and Nvidia, StarCoder2 promises to revolutionize AI-powered coding tools. What is StarCoder2 and Why Should You Care? StarCoder2 isn’t just another AI coding assistant. It’s a family of three open-access and royalty-free LLMs specifically trained to generate code. This means you can leverage the power of AI to streamline your coding tasks, improve efficiency, and potentially unlock new creative avenues. ...

March 13, 2024 · 6 min · Mohit Joshi