Thompson Sampling Python Packages

kalibr

Stop overpaying to run your agents. Kalibr routes every request to lower-cost model and tool paths without degrading performance.

pybandits

Python library for Multi-Armed Bandits

orallexa-marketing-agent

📣 AI marketing agent — submit project once, auto-generate platform-native posts for X / Reddit / HN / Dev.to / 小红书 + 7 more. Bandit-driven variant prediction. MIT.

oat-llm

Online AlignmenT (OAT) for LLMs.

mabalgs

:bust_in_silhouette: Multi-Armed Bandit Algorithms Library (MAB) :cop:

marketing-agent-example

Autonomous prompt management with versioning, A/B experiments, metrics, and LLM-driven optimization. Built on agno.

autoresearch-prompt-manager

Versioned prompt CRUD, A/B experiments, metrics, and LLM optimization API

onn

Online Deep Learning: Learning Deep Neural Networks on the Fly / Non-linear Contextual Bandit Algorithm (ONN_THS)

autoresearcher-shonku

Autonomous prompt optimization agents — autoresearch loop built on shonku

llm-cost-reduction

Stop overpaying to run your agents. Kalibr routes every request to lower-cost model and tool paths without degrading performance.

tsroots

Optimizing Posterior Samples for Bayesian Optimization via Rootfinding

llm-cost-optimizer

Stop overpaying to run your agents. Kalibr routes every request to lower-cost model and tool paths without degrading performance.

preferred-pictures

A client for the PreferredPictures API

shonku

Build, publish, and run AI agents as PyPI packages — wraps agno

fonz-dial

Online weight optimization via Thompson Sampling — learns optimal configurations from outcome feedback

kusp-dial

Online weight optimization via Thompson Sampling — learns optimal configurations from outcome feedback