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AI, Accountability And The Future Of Software

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Brian Fox is a software developer, innovator and entrepreneur, most prominently known for his role as CTO and Cofounder of Sonatype, Inc.

When I talk to developers about what’s on their minds heading into 2026, their answers are some variation on how they’re going to integrate AI more effectively into their workflows. This isn’t the first time a new tool has had such a sweeping impact on our industry, but the difference now is that AI itself is becoming a developer.

Agents and copilots are writing code, debugging and fixing errors alongside humans. Basically, all of the developments that have emerged to make us better at our jobs over the last 50 years, things like syntax checkers, compilers and software composition analysis, are going to become part of agentic AI tooling through model context protocols (MCP). These MCPs make it possible for AI to talk to our existing applications, injecting new knowledge into these agents. The result is that our AI tools effectively become the orchestrator of our development environments, allowing developers to offload some of the chores and mundane tasks that tend to drag down creativity.

The rise of AI has only put the importance of security in sharper relief. More than ever, open source is the scaffolding of modern civilization. It’s not just how products and systems are built, it’s also behind every single digital interaction. As a result, open source is foundational to how we all experience the world around us.

As India emerges as the world’s largest developer base, AI-assisted coding is going to rewrite development productivity. But as we know, speed comes at a price. Here are some of my security predictions (and warnings) for 2026.

AI Will Turn Every Developer Into A Supply Chain Risk

We’ve seen this play out before. If our dependence on open source has taught us anything, it’s that the same tools that make us faster can also make us more vulnerable. In India, where digital transformation is moving faster than security infrastructure, this is especially dangerous. Every developer using AI now wields the ability to unknowingly inject risks into their software supply chain.

We all remember being junior developers, eager to prove ourselves and banging out code as fast as possible. The temptation to use AI to write faster is understandable, but who cares how much code you can generate with AI if it isn’t any better or safer? To really deliver on the full promise of AI, the “speed-at-all-costs” mentality needs to make way for “secure by default” as the standard. And this means embedding policy enforcement, provenance validation and automated security checks directly into AI workflows. Those who succeed here will be the ones who know that every line they ship is absolutely trustworthy.

AI can transform development, but only if it’s taught to build with integrity from the start.

Open Source Stewardship Will Decide Who Leads The Way In 2026

The next generation of digital powerhouses will be defined by their commitment to responsible maintenance. India and its incredibly deep and enthusiastic development community have harnessed open source to give the country a platform for innovation, collaboration and global influence. But the ecosystem remains fragile, powered by underfunded maintainers and overextended volunteers. Without sustained investment in the people and processes that keep open source secure and reliable, the foundation of its digital economy will start to crack.

So stewardship, not scale, is key going into 2026. I think India has a unique opportunity to further cement its leadership and show the world why better software will always win against more software. Funding maintainers, institutionalizing support for security audits and promoting long-term sustainability over short-term speed, Indian companies and universities can help redefine what responsible innovation looks like. This isn’t charity, it’s strategy.

Those who treat stewardship as a core competency will shape the rules of digital trust and competitiveness. The nations and organizations that thrive will be those that see maintenance as innovation.

I see stewardship as the next great advantage in the global software race.

The Globalization Of Software Liability

At Sonatype, we see the global trend of governments rewriting the rules of software accountability as a welcome measure. From the EU’s Cyber Resilience Act (CRA) to emerging U.S. liability frameworks and the Securities and Exchange Board of India (SEBI) Cyber Resilience Framework and CERT-In’s Technical Guidelines on Software Bill of Materials (SBOMs). When software fails, it just doesn’t matter where it was written or by whom. Instead, responsibility follows the code. For India, whose software exports fuel much of the global digital economy, this shift represents both a challenge and an opportunity.

Transparency through SBOMs, traceable provenance and continuous risk management will become baseline expectations, not optional extras. In this new landscape, compliance-by-design is the next competitive frontier.

Time and again, I see it’s the organizations that make trust, documentation and automated policy enforcement part of their development pipelines that are the ones winning global confidence. Those who treat compliance as an afterthought will continue to struggle to meet the rising bar. India’s software ecosystem has already proven it can scale. Now it must prove it can assure. The future of global software trade belongs to those who see regulation not as a restraint, but as a roadmap for building safer, more accountable digital systems.


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