Level Up Coding
“Level Up Coding” delves into the intricacies of Python programming, data augmentation for machine learning, and the challenges of enterprise RAG implementations. It explores the importance of understanding the speed of Python, the significance of short-term memory in AI applications, and the utilization of tools like Langchain for conversation history retention. Additionally, it discusses the pitfalls of treating data as static in the realm of generative AI and emphasizes the need for systems to not just read documents but truly understand and interact with dynamic big data.
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The Rate Limiting Mistake That Cost Us a 4 am Call
We were running a Go API with clients hitting it. Traffic was steady. We knew we needed rate limiting — not because we were under pressure from it, but because we had seen what happens when you don’t...
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Build a Real-Time Collaborative AI Writing Tool with WebSockets and Claude
A request-response chatbot has a single user, a single conversation, and a single moment of waiting. Building a collaborative AI writing… Continue reading on Level Up Coding
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Meta Fired 1,100 Workers for Seeing What Its AI Was Supposed to See
For anyone who uses Meta’s hardware: what the privacy data shows, what Meta hasn’t answered, and three steps you can take today. Continue reading on Level Up Coding
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Securing Your Data with AWS Key Management Service (KMS)
Modern cloud applications handle vast amounts of sensitive data: user credentials, financial records, health information, and more. Encrypting that data is no longer optional, but managing encryption ...
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How I Get 100% Out of AI When Coding — The Workflow Nobody Taught Me
I used to copy paste code from ChatGPT and spend the next three hours fixing it. Continue reading on Level Up Coding
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You Think Concurrency Means Parallel Execution. In Go, That’s Only Half True.
The goroutine scheduler doesn’t work the way most engineers visualize it. Understanding the difference changes how you debug production… Continue reading on Level Up Coding
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Some Code Isn’t Worth Writing
There’s a comfortable little lie software people like to tell themselves. Continue reading on Level Up Coding
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Clean Architecture in Python — When It Helps, When It Hurts, and What I Actually Use
Not every project needs six layers of abstraction. Continue reading on Level Up Coding
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12 CLI Tools to Boost Your Workflow
As developers, we are always looking for ways to make our workflow simpler, faster, and more automated. That’s exactly why CLI tools have… Continue reading on Level Up Coding
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The Postman Always Rings Once: What Nobody Tells You About Webhooks
Webhook explained: Stop polling. Start listening. Continue reading on Level Up Coding
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GitHub Copilot’s Usage-Based Billing Is a Tax on the Developers Who Need It Most
Pay-per-use sounds fair. It isn’t Continue reading on Level Up Coding
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Build A2A agents that orchestrate MCP tools on Amazon Bedrock AgentCore Runtime
Single agents hit their limits when tasks span multiple domains. Continue reading on Level Up Coding
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