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The AI Agents Roadmap Nobody Is Teaching You
9 lessons: from workflows to planning and multimodal AI agents. From scratch. Framework free.
Dec 16, 2025
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Paul Iusztin
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Stop Converting Documents to Text. You're Doing It Wrong.
How to work with multimodal agents: images, PDFs, audio, and... text.
Dec 9, 2025
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Paul Iusztin
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How Does Memory for AI Agents Work?
The 4 memory types every AI agent needs
Dec 2, 2025
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Paul Iusztin
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74
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The Underrated Science of LLM Samplers
The secret sauce for balancing diversity, quality and precision
Nov 25, 2025
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Shmulik Cohen
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45
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Building Production ReAct Agents From Scratch Is Simple
I read LangGraph's implementation so that you can build your own, as AI frameworks just bloat your code.
Nov 18, 2025
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Paul Iusztin
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You're Not Building Agents: Learn the Fundamentals From Scratch
Why planning is the missing piece between tool loops and true AI agents.
Nov 11, 2025
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Paul Iusztin
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Tool Calling From Scratch to Production: The Complete Guide
Master the fundamentals through a deep research agent to learn to properly implement, use, and debug tools in any AI system.
Oct 28, 2025
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Paul Iusztin
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Stop Building AI Agents. Use These 5 Patterns Instead.
Master the workflow patterns that solve 95% of production problems.
Oct 21, 2025
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Paul Iusztin
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Structured Outputs: The Silent Hero of Production AI
How to master LLM outputs for reliable AI systems
Oct 14, 2025
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Paul Iusztin
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47
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AI Workflows vs Agents: The Autonomy Slider
What only the top 10% AI engineers who ship think about
Oct 7, 2025
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Paul Iusztin
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114
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The 5-Star Lie: You Are Doing AI Evals Wrong
Why binary evals are better than likert scales
Sep 20, 2025
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Hamel Husain
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47
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10
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The Mirage of Generic AI Metrics
Why off-the-shelf evals sabotage your AI product
Sep 13, 2025
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Hamel Husain
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