Prompt Engineering Is Solved—Prompt Management Isn’t
TL;DR variable rename passes Git, greenlights your mocked test suite, and gets approved in code review—right up until it crashes every real production call the moment it executes. This failure…
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How to Run Claude Code Agents for 24+ Hours
to being able to run a lot of coding agents in parallel is to ensure you have long-running sessions. This means sessions that are interrupted as little as possible. For…
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Backpropagation Explained for Beginners (Part 1): Building the Intuition
to understand backpropagation? If you’re trying to understand how modern AI systems like large language models (LLMs) are trained, backpropagation is one of the most important concepts to understand. But…
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How to Improve Customer Retention in FinTech
Introduction , there is a pattern that any growing team quickly learns: acquiring a new user, or bringing back a user who has already churned, is much harder and more…
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Using Classical ML to Empower AI Agents
I’m doing these days at work, I feel like they are sometimes surprised when I say “building CatBoost classifiers” or “fitting isolation forests”. But this is in fact what I…
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How to Work Effectively with GPT-5.6
, I will give my first impressions of the newest OpenAI model, GPT-5.6. The model was released a few days ago, and I’ve gotten the chance to test it extensively…
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Context Engineering Isn’t Enough — A Loop Engineering Experiment With No LLM Inside the Loop
The Scope: This isn’t a benchmark pitting agent frameworks against each other, nor does it claim this controller is “smarter.” It claims something narrower and much more defensible: that failure…
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How to Get the Most Out of Claude Fable 5
was released around a month ago and then, after three days, was pulled from the public because of security concerns. However, it’s now been returned to the Claude subscription, and…
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Building Trustworthy Production RAG Systems Through Continuous Evaluation
then you’ve already been through this situation when it looks like your RAG system is working fine but it is still wrong. The retrieval fetches some chunks, passes it to…
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Long Context Isn’t Free — I Built a Safe Prompt-Pruning Layer That Makes LLM Systems Work
I’ve worked on, conversation state tends to grow quickly over time. It’s common to resend large portions of the history on each turn—including older tool outputs, repeated RAG retrievals, and…
