Automate evaluation and improvement of agent behavior with the Caulus framework.
npx skills add https://github.com/corca-ai/cautilus --skill caulus-agent
Please help me install this Agent Skill. Skill: caulus-agent Source: https://github.com/corca-ai/cautilus/tree/main/plugins/cautilus/skills/cautilus-agent Command: npx skills add https://github.com/corca-ai/cautilus --skill caulus-agent
This Skill automates intentful behavior evaluation, ensuring your behavior survives changes to prompts, skills, and models, and improves it within explicit budgets.
Use the caulus-agent skill to evaluate the behavior of your chatbot after making changes to its prompts or model.
High-intent search queries and answers about installing and using this skill.
Automate chatbot behavior evaluation by running the Caulus checked-in workflow to verify agent behavior survives prompt, skill, and model changes. It automatically evaluates outputs against a baseline to identify regressions and ensure expected behavior is maintained.
Claim discovery in agent behavior testing identifies which parts of your code and documentation are being proven during evaluation. This ensures alignment and completeness, verifying that your chatbot or agent system operates exactly as documented.
Compare baseline and variant outputs using Caulus to identify improvements and regressions in agent behavior. The framework preserves host baselines and evaluates variant outputs side-by-side to detect behavioral changes after modifications.
Yes, you need the Caulus Agent dependency and the ability to run the Caulus binary to execute improvement automation. The framework leverages built-in features to automate behavior improvement within explicit budgets for chatbots and agents.
Yes, behavior evaluation automation applies to chatbots, agents, and any system requiring automated behavior verification and improvement. The Caulus framework evaluates intentful behavior universally across any system needing automated testing.
Automate agent behavior improvement within explicit budgets using Caulus's built-in improvement automation features. The framework automatically evaluates behavior, discovers claims, and drives improvements while respecting your defined resource constraints.
corca-aiAutomate agent behavior evaluation and performance testing with Caulous framework.
nikhilsitaramBenchmark Claude Code skill revisions with isolated runs and statistical grading.
campbellmcgregorGuide AI-assisted software builds with workflows, model selection, and prompt strategies.
honysyangEvaluate Large Language Models with automated metrics and human evaluation frameworks.
