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Sunday 25 January 2026 02:01:37 GMT
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AI engineering has many terms that sound similar… …but in interviews and real production systems, they mean very different things. Here’s the simplest version worth saving: AUTHENTICATION asks: “Who are you?” AUTHORIZATION asks: “What are you allowed to access?” — LATENCY is about speed: “How long does one request take?” THROUGHPUT is about scale: “How many requests can the system handle?” — RATE LIMITING sets the boundary: “How many requests are allowed?” THROTTLING protects the system: “Should we slow requests down?” — TOOL is one capability an AI app can call. MCP is the protocol that connects AI apps to tools and data. — SEMANTIC SEARCH finds results based on meaning. HYBRID SEARCH combines meaning + keyword search. — WORKFLOW follows predefined steps. AGENT decides the next step dynamically. — MEMORY is what the AI keeps over time. CONTEXT ENGINEERING is what we design the AI to see right now. — LOAD BALANCER distributes traffic across servers. API GATEWAY manages how clients access APIs. Small differences. Big impact in production AI. Save this for your AI engineering interviews. . . . [#AIEngineering, #AI Engineer, #MachineLearning Engineering, #MLOps, #LLMOps, Production AI, AI Agents, MCP, RAG, Semantic Search, Hybrid Search, BM25, Vector Search, Embeddings, Authentication, Authorization, Rate Limiting, Throttling, Latency, Throughput, Workflow, Memory, Context Engineering, Load Balancer, API Gateway, System Design, Backend Engineering, DevOps]
AI engineering has many terms that sound similar… …but in interviews and real production systems, they mean very different things. Here’s the simplest version worth saving: AUTHENTICATION asks: “Who are you?” AUTHORIZATION asks: “What are you allowed to access?” — LATENCY is about speed: “How long does one request take?” THROUGHPUT is about scale: “How many requests can the system handle?” — RATE LIMITING sets the boundary: “How many requests are allowed?” THROTTLING protects the system: “Should we slow requests down?” — TOOL is one capability an AI app can call. MCP is the protocol that connects AI apps to tools and data. — SEMANTIC SEARCH finds results based on meaning. HYBRID SEARCH combines meaning + keyword search. — WORKFLOW follows predefined steps. AGENT decides the next step dynamically. — MEMORY is what the AI keeps over time. CONTEXT ENGINEERING is what we design the AI to see right now. — LOAD BALANCER distributes traffic across servers. API GATEWAY manages how clients access APIs. Small differences. Big impact in production AI. Save this for your AI engineering interviews. . . . [#AIEngineering, #AI Engineer, #MachineLearning Engineering, #MLOps, #LLMOps, Production AI, AI Agents, MCP, RAG, Semantic Search, Hybrid Search, BM25, Vector Search, Embeddings, Authentication, Authorization, Rate Limiting, Throttling, Latency, Throughput, Workflow, Memory, Context Engineering, Load Balancer, API Gateway, System Design, Backend Engineering, DevOps]

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