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Thoughts on AI, Cloud Architecture, GenAI, Agentic Systems, and Software Engineering — published on Medium.

Why Your AI Agents Need Production Guardrails

AI agents are no longer just “cool demos” — they’re moving into production. But without a circuit breaker, your next deployment could be a financial disaster.We’ve all seen the horror stories. You dep...

Feb 14, 20263 min read

Why We Switched from GPT to BERT for Match Pre-Reviews

In sports analytics, the “pre-review” is everything. It’s the window where experts debate matchups, injuries, and odds. To understand the market sentiment before an NBA game, we initially used GPT-4. ...

Feb 13, 20262 min read

Now What?

In my entrepreneurial journey, probably after every six months, i faced this question — “Now what?” and i am sure that all of us face this question at different stages in life.But the beautiful thing ...

Feb 11, 20262 min read

Beyond the Register: The Reality of Moving MVS Assembler to Java

To the people who doesnt know assembler, it sounds like a simple language port. But in reality, it’s more like trying to translate a manual for a 1960s jet engine into a blueprint for a self-driving T...

Feb 11, 20263 min read

Navigating Career Uncertainty in the Age of AI

Today, one of my relatives called with a question that used to have a simple answer:“Should we put him in medical or engineering?”Twenty years ago, this decision felt almost deterministic.Life followe...

Feb 8, 20262 min read
Modernizing at Scale: Legacy Application Consolidation

Modernizing at Scale: Legacy Application Consolidation

Consolidating a fragmented landscape of hundreds of legacy applications and modernize them — is less about “innovation” and more about strategic stabilization. When source code is missing, data is dis...

Feb 8, 20263 min read
Beyond Chains: Orchestrating Emergent Intelligence with AutoGen

Beyond Chains: Orchestrating Emergent Intelligence with AutoGen

In the previous article, we explored CrewAI’s role-based, structured approach to AI agents. But what if your problem is too complex for a fixed sequence? What if the solution requires agents to brains...

Feb 6, 20263 min read

The Future of Multi-Agent Systems: A Deep Dive into CrewAI

In the rapidly evolving landscape of Artificial Intelligence, we are moving beyond single-prompt interactions toward Agentic Workflows. At the forefront of this shift is CrewAI, an open-source framewo...

Feb 6, 20263 min read