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The End of Vibe Coding: Why AI-Native Software Engineering Is the Next Evolution
Vibe coding proved that anyone can build software. AI-native software engineering will determine who can build software that actually Continue reading on Medium »
Beyond Coding Benchmarks: Why AI Observability Needs Its Own Evaluation Framework
How Grafana s o11y-bench is redefining the way we measure AI agents in production observability workflows.Continue reading on Medium »
The cleanup trap: Stop asking RAG to fix bad data
The enterprise technology ecosystem is caught in a costly cycle. Over the past two years, millions of dollars have been funneled into generative AI pilots, yet many of these initiatives stall out before ever reaching a live production environment.When a project fails, the immediate instinct of technical leadership is often to blame the model: The context window was too restrictive, the latency was too high, or the reasoning capabilities simply were not there.But as data engineers building the scaffolding for these systems, we often see a different reality: The model receives the blame, but the pipeline usually contains the root cause. Production gen AI rarely fails because of model limitations alone. More often, it fails because the enterprise data foundation underneath it is fundamentally unready.This is what I call the Cleanup Trap : The false belief that an organization can pipe fragmented, inconsistent, and ungoverned legacy data into a large language model (LLM) orchestrator and s
What Are Long-Running AI Agents? A Beginner’s Guide
If you ve used ChatGPT or Claude, you know how it works: you ask a question, you get an answer, and that s the end of it.Continue reading on Towards Dev »
Stop Asking AI “What Side Hustle Should I Start?” Make It Interview You Instead.
The generic list AI hands you ignores the one thing that decides success: whether the hustle fits your actual life. Here s the better Continue reading on Write Rise »
LLM-Integrated Multivariable Calculus Course
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Day 2 | Giving an Old Laptop a Second Life
(Or Why My AI Companion Accidentally Became a Linux Debugging Assistant)Continue reading on Medium »
Most companies don’t have a technology problem. They have an adoption problem.
Every few months a company buys a powerful new tool, announces a transformation, and quietly goes back to the old way of working within a Continue reading on Medium »
The Quiet Part of the Mind
A new PNAS paper finds that logic and language live in different neural neighborhoods.Continue reading on Cognetics »
AI Startup Revenue Growth: Why AI Companies Are Scaling Faster Than Ever (2026)
Discover why AI startup revenue is growing at unprecedented speed, what s driving the surge, the risks behind the hype.Continue reading on Medium »
Mayor Mamdani Says Landlords Can't Use AI Images to Advertise
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China’s Moonshot AI Claims Kimi K3 Can Rival OpenAI and Anthropic
China s AI industry continues to evolve rapidly with the launch of Kimi K3, a new large language model from Moonshot AI. Designed for Continue reading on Medium »