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Prompt for AI agents (unresolved issues)
Check if these issues are valid — if so, understand the root cause of each and fix them. If appropriate, use sub-agents to investigate and fix each issue separately.
<file name="README.md">
<violation number="1" location="README.md:45">
P2: The ARA entry was added to README.md but not to README_SOURCE.md, which is the file the generator reads. README.md is auto-generated and the header explicitly says to edit README_SOURCE.md instead, so the next regeneration of README.md will drop the ARA entry and revert the project count to 15. Move the same entry into the Artificial Intelligence section of README_SOURCE.md rather than editing README.md directly.</violation>
</file>
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Re-trigger cubic
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| > **[Anahata ASI](https://github.com/anahata-os/anahata-asi)** <kbd>★ 26</kbd> <kbd>Apache-2.0</kbd> 🟢<br>Java agent container with local LLM adapters, stateful tool execution, context management and IDE integration. | ||
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| > **[ARA](https://github.com/xmor/ara)** <kbd>★ 3</kbd> <kbd>Apache-2.0</kbd> 🟢<br>Java 21 framework for autonomous AI agents and multi-agent systems, with LLM integration, tool calling, deterministic I/O contracts, RAG, human-in-the-loop and execution strategies (ReAct, ReSpAct, ReflAct, Reflexion). |
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P2: The ARA entry was added to README.md but not to README_SOURCE.md, which is the file the generator reads. README.md is auto-generated and the header explicitly says to edit README_SOURCE.md instead, so the next regeneration of README.md will drop the ARA entry and revert the project count to 15. Move the same entry into the Artificial Intelligence section of README_SOURCE.md rather than editing README.md directly.
Prompt for AI agents
Check if this issue is valid — if so, understand the root cause and fix it. At README.md, line 45:
<comment>The ARA entry was added to README.md but not to README_SOURCE.md, which is the file the generator reads. README.md is auto-generated and the header explicitly says to edit README_SOURCE.md instead, so the next regeneration of README.md will drop the ARA entry and revert the project count to 15. Move the same entry into the Artificial Intelligence section of README_SOURCE.md rather than editing README.md directly.</comment>
<file context>
@@ -42,6 +42,8 @@ _Frameworks for building applications with AI, agents and knowledge-based system
> **[Anahata ASI](https://github.com/anahata-os/anahata-asi)** <kbd>★ 26</kbd> <kbd>Apache-2.0</kbd> 🟢<br>Java agent container with local LLM adapters, stateful tool execution, context management and IDE integration.
+> **[ARA](https://github.com/xmor/ara)** <kbd>★ 3</kbd> <kbd>Apache-2.0</kbd> 🟢<br>Java 21 framework for autonomous AI agents and multi-agent systems, with LLM integration, tool calling, deterministic I/O contracts, RAG, human-in-the-loop and execution strategies (ReAct, ReSpAct, ReflAct, Reflexion).
+
> **[Dokimos](https://github.com/dokimos-dev/dokimos)** <kbd>★ 52</kbd> <kbd>MIT</kbd> 🟢<br>Evaluation framework for LLM and AI-agent applications that scores responses, validates tool calls and execution traces, and catches quality regressions in CI.
</file context>
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Adds ARA to the Artificial Intelligence section: a Java 21 framework for autonomous AI agents and multi-agent systems — LLM integration, tool calling, deterministic I/O contracts, execution strategies (ReAct, ReSpAct, ReflAct, Reflexion), RAG, multi-agent pipelines and human-in-the-loop.
io.github.xmor:ara-\*) with documentation and runnable examplesSummary by cubic
Adds ARA to the Artificial Intelligence section of the README, bringing the project count from 15 to 16. ARA is a Java 21 framework for autonomous AI agents and multi-agent systems, covering LLM integration, tool calling, RAG, human-in-the-loop, and execution strategies such as ReAct and Reflexion.
Written for commit 4404db0. Summary will update on new commits.