Armani Journal
AI Copilots & Agents
Short answer
Intelligent assistants and agents in operations and support.
The team’s technical notes
01AI Copilots & Agents
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6 / 6
Most enterprise copilots don’t fail because of the model — they fail because knowledge lives in ten different places. What a knowledge spine is, and how to build one.
Read: AI copilots fail without a knowledge spineIf you don’t know how long a process takes today, you’ll never be able to say how much automation helped.
Read: Automation without a baseline: why AI projects can’t show resultsWhy organisations run language models on-premise, and what a good pilot looks like.
Read: An LLM on your own servers: where to startFour stages that take a support copilot from demo to an everyday team tool.
Read: A support copilot pilot: a realistic planHow intelligent agents complete multi-step work with tools and workflows.
Read: AI agents in daily operations: beyond the chatbotA model that excels in English isn’t necessarily good in Persian or your organisation’s vocabulary. A simple evaluation framework.
Read: Evaluating language models for Persian: what to measure before fine-tuning
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