📰 Dev.to · Sunil Kumar
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⚡ AI Lessons
Dev.to · Sunil Kumar
3d ago
Fixed-price vs token-metered AI pods — what no one tells you before you sign
Been watching a lot of SME engineering teams make the same mistake when budgeting their first serious...
Dev.to · Sunil Kumar
1w ago
AI Velocity Pods vs. Accenture FDE vs. OpenAI Deployment Company: Which Model Actually Ships?
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
Dev.to · Sunil Kumar
2w ago
Why AI-Generated Code Is Breaking Your QA Pipeline (And What Agentic Testing Actually Fixes)
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.
Dev.to · Sunil Kumar
2w ago
Agentic Coding in 2026: Why AI Copilots Are Being Replaced by AI Orchestration
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.
Dev.to · Sunil Kumar
3w ago
OpenAI Deployment Company vs AI Velocity Pods - a technical breakdown for CTOs evaluating enterprise AI partners in 2026
Disclosure: I work at Ailoitte, which offers a competing model (AI Velocity Pods) to what's...
Dev.to · Sunil Kumar
⚡ AI Lesson
1mo ago
I built ClipStack — a free read-later that actually finds the article you saved
I built ClipStack — a free read-later that actually finds the article you saved. You know the cycle....
Dev.to · Sunil Kumar
1mo ago
How to Build an AI Support Agent That Actually Resolves Tickets
Technical post for engineers building or evaluating AI customer support systems. The difference...
Dev.to · Sunil Kumar
1mo ago
AI on Legacy Systems - What the Integration Layer Actually Looks Like
Practical post for engineers who've hit the wall where an AI proof-of-concept works on clean data but...
Dev.to · Sunil Kumar
1mo ago
From 62% to 94% RAG Accuracy: The 5 Architecture Changes That Actually Moved the Needle
We measured baseline accuracy across a production RAG system: 62%. Six weeks later, after five...
Dev.to · Sunil Kumar
1mo ago
4 Engineering Patterns That Cut AI Inference Costs 60–80% Without Touching Output Quality
One of the most common engineering problems I see when teams scale AI from pilot to production: the...
Dev.to · Sunil Kumar
1mo ago
A Technical Framework for Deciding Which Business Workflows to Automate with AI First
Every week, I talk to engineering leads who've been handed the same brief: "Figure out where we...
Dev.to · Sunil Kumar
2mo 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...
Dev.to · Sunil Kumar
2mo 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...
Dev.to · Sunil Kumar
2mo 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...
Dev.to · Sunil Kumar
2mo 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...
Dev.to · Sunil Kumar
2mo 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...
Dev.to · Sunil Kumar
2mo 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...
Dev.to · Sunil Kumar
2mo 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...
Dev.to · Sunil Kumar
2mo 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...
Dev.to · Sunil Kumar
4mo 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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