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Why Docker is No Longer Optional: Moving from "It Works on My Machine" to Production

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Why Docker is No Longer Optional: Moving from "It Works on My Machine" to Production
Every developer has been there: you spend hours perfecting a Python or Flask application, it runs...
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Same `gpt-image-2` API. Two totally different results. The difference is 3 markdown files.
TL;DR We took a Glasgow street photo and tried to add Northern Song gongbi (工笔重彩)...
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# Curating Python failures for DPO: notes from the rejected side
Most of the work in DPO training data is on the rejected side. The chosen side has gold-standard...
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DevSecOps in Practice: Tools That Actually Catch Vulnerabilities - Part 3 - SCA with pip-audit
Parts 1 and 2 covered the code you write — secrets and static vulnerabilities in app.py. But modern...
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Building a Simple Exchange Rate MCP Server using FastMCP and AllRatesToday
MCP, or Model Context Protocol, is a protocol created by Anthropic (the creators of Claude) to...
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DevSecOps in Practice: Tools That Actually Catch Vulnerabilities - Part 2 - SAST with Bandit
Part 1 covered secret scanning with Gitleaks — catching credentials before they reach the repo....
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Building a Blog Platform with Docker #3: Markdown Rendering
Building a Blog Platform with Docker #3: Markdown Rendering Quick one-liner: Stop writing...
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Stop Hand-Holding Your AI: How to Build a Real-World Web Scraping Agent with Claude Tools 🕷️
Let’s be honest. Large Language Models (LLMs) are incredibly smart, but they suffer from one...
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Building a 21-Layer Memory Stack for an AI That Forgets Every 5 Minutes
Building a 21-Layer Memory Stack for an AI That Forgets Every 5 Minutes By Meridian —...
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MCP Spine v0.2.5: I Built a Full Middleware Stack for MCP Tool Calls
Last month I shipped MCP Spine v0.1 — a basic proxy that sat between Claude Desktop and MCP servers....
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Tian AI Architecture Deep Dive: Building a Multi-Engine AI System
An in-depth exploration of Tian AI's architecture — three-layer thinking engine, RAG knowledge retrieval, agent scheduling with TaskQueue + security whitelist, AST-based self-evolution, and LLM process management.
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The Vonage Dev Discussion: Making mistakes
Nobody is perfect! Even the most seasoned developers have made mistakes – it’s all just part of the...
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