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byLLM Tutorials and Examples#

Tutorials#

  • RPG Game Level Genaration

    A Tutorial on building an AI-Integrated RPG Game using byLLM.

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  • Fantacy Trading Game

    A text-based trading game where non-player characters are handled using large language models. Tool calling is used for game mechanics such as bargaining at shops.

    Start

  • AI-Powered Multimodal MCP Chatbot

    This Tutorial shows how to implement an agentic AI application using the byLLM package and object-spatial programming. MCP integration is also demonstrated here.

    Start

Examples#

This section collects the example byllm programs bundled in jac-byllm/examples/. Examples are grouped by type. For each example the source is shown in a tab so you can quickly inspect the code.

Core Examples#

Small, focused examples that show common byLLM patterns for integrating LLMs in Jac programs.

Repository location: jac-byllm/examples/core_examples

Core examples (code) 
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Vision / Multimodal examples#

Examples that demonstrate multimodal usage (images and video) with byLLM and vision-capable LLMs. Accompanying media files live alongside the Jac code in the repo.

Repository location: jac-byllm/examples/vision

Vision / Multimodal examples (code)

Vision-enabled examples that combine image/video inputs with byLLM workflows. Only the Jac code files are shown below; accompanying media are in the examples folder (e.g. person.png, receipt.jpg, mugen.mp4).

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Tool-calling examples#

Examples showing how to orchestrate external tools (APIs, search, or internal tool servers) from Jac/byLLM and how to coordinate multi-agent workflows.

Repository location: jac-byllm/examples/tool_calling

Tool-calling examples (code)

Examples that demonstrate calling external tools, tool orchestration, or multi-agent interactions.

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Agentic AI examples#

Small agentic patterns and lightweight multi-step reasoning examples (multi-turn planning, simple agents). These live under the agentic_ai examples folder.

Repository location: jac-byllm/examples/agentic_ai

Agentic AI examples (code)

Examples that demonstrate small agentic behaviors and light-weight multi-step reasoning.

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Microbenchmarks#

Short, single-purpose microbenchmarks for probing model behavior and performance on targeted tasks. Used for evaluations done in the MTPm paper.

Repository location: jac-byllm/examples/microbenchmarks

Microbenchmarks (code)

Small microbenchmarks and single-purpose prompts useful for testing model behavior and performance.

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