Examples: cost and cache

Ledgers, prices, budgets, caches, embeddings. Back to the Examples gallery. Files here: 7.

File	Shows	Install	Run	Docs
examples/cache.py	Cache backends, the LLM response cache, a stable prompt layout and a prompt-cache plug-in.	pip install agent-adapter	python examples/cache.py	Cache
examples/cost.py	Price LLM and paid-API calls with a ledger; override prices; summarise a run.	pip install agent-adapter	python examples/cost.py	Cost: prices and the ledger
examples/cost_own_models.py	Price your own models: pattern keys, free local models, per-call and per-second prices.	pip install agent-adapter	python examples/cost_own_models.py	Cost: prices and the ledger
examples/embeddings.py	Embeddings: wrap your own embedding function, then batch, cache and bill it.	pip install agent-adapter	python examples/embeddings.py	Embeddings
examples/howto_budgets.py	Budgets: price every call in a ledger, cap spend per run or per thread, cap call counts.	pip install agent-adapter	python examples/howto_budgets.py	Budgets
examples/howto_caching.py	Caching: tool results per run, thread or globally; LLM responses; what a hit costs.	pip install agent-adapter	python examples/howto_caching.py	Caching
examples/howto_team_budgets.py	Team budgets: cap spend per user and per team per UTC day, shared by every worker.	pip install agent-adapter	python examples/howto_team_budgets.py	Team budgets