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When Your AI Misbehaves, You’re Blaming the Wrong Thing
You call a vendor meeting. The AI gave a wrong answer, leaked something it shouldn’t have,…
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Everyone talks about ChatGPT. Few people benchmark it.
When developers ask me “which AI should I use?”, the question is usually already wrong. They’re…
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Vibe Coded in Two Days, Viral in One Week, Illegal in the EU by Default
There’s a pattern emerging in 2026 that nobody’s yet seriously addressing. Someone sees a trend. Opens…
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The CV You’re Sending in 2026 Is Optimized for a World That No Longer Exists
I spent years keeping my CV tidy. One page. Clean formatting. Relevant experience up front. All…
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I Built a “Model Council” Inside Claude Code — and It Caught What I Would Have Shipped to Prod
There’s a pattern I keep seeing in how we use AI today, and I’m guilty of…
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Stop Burning Tokens: 7 Claude Code Rules and a Terminal Banner to Enforce Them
Claude Code is powerful — but without the right habits you burn through your budget fast.…
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Claude Code is your brain. Qdrant is its memory.
I work with Claude Code every day. It sits inside VS Code, it reads my codebase,…
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World Models
World models are like an internal map of how the world works that an AI builds…
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Kagent + Ollama on Docker Desktop (Windows): End‑to‑End Commands & Rationale
0. Assumptions 1. Install and verify Docker Desktop Kubernetes Command powershell# Check Kubernetes node kubectl get…
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From Kakeibo Chaos to Sankey Clarity: Docker, SQLite, and Plotly Magic
If you’ve ever felt buried under expense tracking apps but craved an effective visual that makes…