Ollama

When your team sets up Ollama for the first time, the knowledge transfer almost always happens the same way: a senior engineer records a walkthrough, shares it in Slack, and assumes everyone will watch it. That works once. But six months later, when a new team member needs to configure Ollama on a different server architecture, or when someone needs to remember the exact flags used for a specific model download, that video becomes a frustrating dead end.

The core challenge with video-only documentation for Ollama is searchability. If your setup walkthrough is buried in a 45-minute recording, finding the specific command for running a quantized model offline or troubleshooting a port conflict means scrubbing through footage rather than running a quick search. For teams managing Ollama across multiple environments — development, staging, and air-gapped production servers — this adds up to real lost time.

Converting those recordings into structured documentation changes how your team interacts with that knowledge. A timestamped walkthrough becomes a searchable reference: model pull commands, hardware requirements, and configuration flags are all findable in seconds. When your Ollama deployment grows or your team onboards new members, the documentation grows with it rather than becoming an outdated artifact nobody watches.