9 articles

📰 Dev.to · Sunil Kumar

Articles from Dev.to · Sunil Kumar · 9 articles · Updated every 3 hours · View all reads

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How We Build Production-Grade AI MVPs in 8 Weeks: The Technical Sprint Framework
Dev.to · Sunil Kumar 2d ago
How We Build Production-Grade AI MVPs in 8 Weeks: The Technical Sprint Framework
I built Ailoitte because I watched too many good startup ideas die in development. Not because the...
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Why Startups Are Beating FAANG at AI Shipping Speed: It's Not About Hiring More ML Engineers
Dev.to · Sunil Kumar 3d ago
Why Startups Are Beating FAANG at AI Shipping Speed: It's Not About Hiring More ML Engineers
The US has 1.5 million unfilled software engineering positions projected through 2028. Senior ML...
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Why AI Systems Break in Production (And the 5 Architecture Decisions That Prevent It)
Dev.to · Sunil Kumar 4d ago
Why AI Systems Break in Production (And the 5 Architecture Decisions That Prevent It)
After working on production AI systems across fintech, healthcare, and SaaS, I've seen this pattern...
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Building Model-Agnostic AI Architecture: The Pattern That Future-Proofs Your System
Dev.to · Sunil Kumar 5d ago
Building Model-Agnostic AI Architecture: The Pattern That Future-Proofs Your System
Why this matters AI model prices dropped 80% between 2023 and 2025. Three major model...
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Token Cost Optimization in Production LLMs: 3 Approaches With Real Numbers
Dev.to · Sunil Kumar 1w ago
Token Cost Optimization in Production LLMs: 3 Approaches With Real Numbers
We were burning $4,100/month on inference for one fintech client. Here's the three-part stack that...
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Why RAG Pipelines Fail at Production Scale (And What We Fixed)
Dev.to · Sunil Kumar 1w ago
Why RAG Pipelines Fail at Production Scale (And What We Fixed)
5 failure modes we hit building 12+ production RAG systems, and the architectural fixes that actually...
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How We Ship Production AI in 12 Weeks: The Architecture That Actually Works
Dev.to · Sunil Kumar 2w ago
How We Ship Production AI in 12 Weeks: The Architecture That Actually Works
If you've tried shipping an AI feature to production recently, you know the gap between "demo works...
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Why Your $600K AI Hiring Cycle Is Costing You More Than Just Money
Dev.to · Sunil Kumar 2w ago
Why Your $600K AI Hiring Cycle Is Costing You More Than Just Money
82% of enterprises are running active AI PoCs. Fewer than 4% reach production-wide deployment. The...
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OpenClaw, Moltbook, and the Real Risks of Autonomous AI Agents
Dev.to · Sunil Kumar 2mo ago
OpenClaw, Moltbook, and the Real Risks of Autonomous AI Agents
OpenClaw is an open-source AI agent framework that can execute tasks, not just generate text. Its...
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