#ai
10 posts tagged with this
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LLM Call Traceability: Why You Need It and How to Start with OpenTelemetry
LLM failures return a 200 and a wrong answer. Learn why tracing every call matters, how OpenTelemetry's GenAI conventions model it, and how to get your first trace running.
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Opus Plans, Sonnet Builds, Haiku Documents. The Hard Part Is the Handoff.
Picking a model per sub-agent takes one line of config. Making the work survive the trip between them takes a handoff contract — here's how to design one.
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Claude Has Three Different Memories. Here's What Each One Actually Does.
claude.ai, the Claude API, and Claude Code each ship something called "memory" — and they're three unrelated systems. Here's what each one actually stores, and which one you're using right now.
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Caching While Coding with Claude Code — What's Actually Happening Under the Hood
I tracked 65 days, 1,142 sessions, and 1.83 billion cache read tokens. Here's what's actually happening every time you run Claude Code — and why you're probably already benefiting from it without knowing.
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How Claude Code Image Paste Actually Works
You see the word "image" appear in the terminal. Here's what's really happening underneath — from keystroke to API call.
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Behind the Scenes of Your GenAI App
Every time you type a message into an AI-powered chat, a precise sequence of events unfolds in milliseconds. Here's what actually happens — from your keyboard to the model and back.
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Claude Code Hooks: Get Notified When It Needs You
Stop babysitting the terminal. Claude Code hooks let you run scripts on task completion, permission prompts, and idle states — so you get notified the moment Claude needs you, no matter what you're doing.
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Managing Context Across AI Coding Tools
Context engineering is the meta-skill that separates productive AI-assisted developers from frustrated ones. Learn the universal patterns—project memory, progressive disclosure, and intentional compaction—that work across every AI coding tool.
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From Autocomplete to Orchestration: The New Era of AI Coding
Software development is shifting from writing code to orchestrating AI agents. Why structured agentic workflows beat vibe coding, and what your role as an engineer actually becomes.
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Using GitHub MCP Server to Scale AI-Powered Engineering
Five practical ways to use the GitHub MCP Server with AI: codebase insight, PR analysis, issue resolution and release notes.
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