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AI Operations & Production uitleg.

Sla de docs van 40 pagina's over. Elke uitleg verandert een lastig AI-, Claude Code-, MCP- of cloudconcept in een live, geanimeerd diagram dat je kunt slepen, scrubben en breken — zodat het idee binnen minuten echt klikt, niet in uren.

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AI Operations & Production 3 min lezen

LLMOps: MLOps for the LLM Era

LLMOps is the operational discipline of running LLM apps in production — prompts as code, evals on every change, observability, cost, and incident response.

/llmops-explained Probeer het nu
MCP handshake 3
AI Operations & Production 3 min lezen

AI Observability: Tracing Every Token in Production

Without traces, every LLM bug is a guess. Capture prompts, tool calls, tokens, costs, and latencies for every request — searchable, filterable, alertable.

/ai-observability-traci… Probeer het nu
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AI Operations & Production 3 min lezen

AI Cost Optimization: Cutting LLM Bills 80%

Most LLM bills can be cut by 50–90% without quality loss. Caching, model routing, prompt diet, and output caps deliver the bulk of it.

/ai-cost-optimization Probeer het nu
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AI Operations & Production 2 min lezen

AI Latency: P50, P99, and Why TTFT Matters Most

Users feel TTFT (time to first token), not total time. Optimise for it. P99 hides the customers who actually churn — track it like your job depends on it.

/ai-latency-optimizatio… Probeer het nu
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AI Operations & Production 4 min lezen

Semantic Caching: Cache LLM Responses That Mean the Same

A normal cache matches exact keys. A semantic cache matches *meanings* — return the cached answer when the new query is close enough by embedding similarity.

/semantic-caching-llm Probeer het nu
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AI Operations & Production 4 min lezen

LLM Routing: Right Model for Right Task, With Fallbacks

A router classifies each call and sends it to the cheapest model that handles it. Add fallbacks for outages and you get cheaper *and* more reliable than a single-model setup.

/llm-routing-and-fallba… Probeer het nu
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Engr Mejba Ahmed

Engr Mejba Ahmed

Claude Code Expert · Online

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