How-To Guides

Practical guides for common tasks.

Guide Description
Custom Actions Extend struckdown with Python functions
Agent Loops Let the model call your tools, with guards and budgets
Model Overrides Per-slot temperature and model control
Providers Configure OpenAI, Anthropic, Azure, Ollama and proxies
Decision Models Calibrated probabilities for triage and risk scoring
Images Send photos and scans to vision models
Number Extraction Extract and validate numeric values
Record LLM Usage A record of every call: tokens, cost, slot
Record Usage in Django Ledger tables, spans, the costs page and retention
Deploy with Dokku Production deployment setup

Table of contents


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