Sector file // ai-engineering
AI ENGINEERINGDECODED.
Prompts, RAG, agents & evals
Easy
5 questionsWhat are embeddings and what are they used for?
AI Engineering · 974 views · embeddings, vectors, semantic-search
What belongs in the system prompt versus the user message?
AI Engineering · 795 views · system-prompt, roles, prompting
AI observability: how do you trace and log LLM calls in prod?
Frontend · 219 views · observability, tracing
What is a context window and what happens when you exceed it?
AI Engineering · 172 views · context-window, limits, fundamentals
AI SDK 5: when to use streamText vs generateText vs generateObject?
Frontend · 141 views · ai-sdk, streamText
Medium
13 questionsHow does streaming work in LLM APIs and why does it matter for UX?
AI Engineering · 1.1k views · streaming, sse, latency
What is the difference between a base model, an instruction-tuned model and a chat model?
AI Engineering · 1.1k views · base-model, instruction-tuning, rlhf
What is the Model Context Protocol (MCP) and what problem does it solve?
AI Engineering · 981 views · mcp, protocol, tools
What are reasoning models and when should you use them?
AI Engineering · 912 views · reasoning, models
How do you estimate and control LLM costs in production?
AI Engineering · 831 views · cost, tokens, optimization
How do you manage conversations that outgrow the context window?
AI Engineering · 771 views · memory, summarization, context-window
How do temperature, top-p and other sampling parameters affect output?
AI Engineering · 722 views · temperature, top-p, sampling
How do you design human-in-the-loop approval for agent actions?
AI Engineering · 705 views · human-in-the-loop, approvals, safety
Hard
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