Engineering notes on AI-native products

Insights and updates on building AI-native products and agentic platforms — from the team engineering intelligent systems at Appening.

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Build Model-Agnostic: Where Your Real AI Moat Lives

A new model tops the benchmarks every few weeks. The one you built on six months ago is probably not the best option anymore, and the one you would pick today likely will not be the best option six months from now. This is not a temporary phase that settles…

July 13, 2026
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The AI Agent Demo Looks Great. What Are Its Unit Economics?

A slick AI agent demo is a genuinely exciting thing to watch.…

June 8, 2026
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AI Writes Code Faster. Here’s What That Does to Code Review.

AI is making developers write code faster. Not a little faster —…

May 11, 2026
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Everyone Can Build Now — The Hard Part Is Maintaining It

“Everyone’s a builder now.” It has become the rallying cry of the…

April 13, 2026
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Prototyping Is Free Now: How Founders Should Make Better Product Decisions

There is a shift happening in how products get built that does…
March 9, 2026
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From Vibe Coding to Production-Ready AI: What Changes When Real Users Depend on Your Code

Andrej Karpathy gave a name to something a lot of people were…
February 9, 2026
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Appening’s Rebranding: Blending Design and Technology

Greetings to our valued clients, partners, and the tech community! Today marks…
January 17, 2024
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Clutch Names Appening As A Top Development Company in India For 2022

The digital world is constantly changing and companies need a partner that…
March 26, 2022
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12 Mobile App Development Trends to Look For In 2022

The COVID-19 outbreak has fueled the world's rising reliance on telephones, propelling…
March 10, 2022
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All You Need To Know About Progressive Web Apps

PWA wasn't even a concept until 2015 until it was presented to…
January 24, 2022
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