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+.emacs.d/
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diff --git a/docs/crq_standardized/CRQ-54-agent-communication-analysis.md b/docs/crq_standardized/CRQ-54-agent-communication-analysis.md
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+# CRQ-54: Agent Communication Mirroring and Analysis
+
+## Objective
+
+To establish a robust system for mirroring and analyzing communications between human developers and AI agents (e.g., CodeRabbitAI) within the project's Pull Request workflow. This includes:
+
+1.  Mirroring PR descriptions and comments to the local file system, structured by CRQ.
+2.  Developing tools to analyze these mirrored communications to extract predicates, traits, and patterns of interaction.
+3.  Facilitating the development of a "proc file system" for agent interactions to enable programmatic analysis and understanding of agent behavior and contributions.
+
+## Scope
+
+*   Development of scripts to fetch PR data and comments from GitHub and store them as Markdown files with YAML front matter.
+*   Implementation of a Rust program (`response_analyzer`) to parse these Markdown files and extract predefined predicates and traits.
+*   Integration of these tools into the development workflow to automatically capture and analyze agent communications.
+
+## Deliverables
+
+*   `mirror_pr_to_fs.sh`: Script to mirror PRs and comments to the file system.
+*   `ping_coderabbitai.sh`: Script to conditionally ping CodeRabbitAI.
+*   `process_all_crq_branches.sh`: Orchestration script to process all CRQ branches for mirroring.
+*   `response_analyzer` Rust crate: Program to analyze mirrored responses and extract predicates.
+*   Updated documentation on the process and analysis results.
+
+## Dependencies
+
+*   GitHub CLI (`gh cli`)
+*   `jq` (for JSON parsing)
+*   Rust toolchain
+*   Existing CRQ branches for data collection.
+
+## Success Criteria
+
+*   All relevant PRs and their comments are successfully mirrored to the local file system in the specified `comms/git/<CRQ_ID>/` structure.
+*   The `response_analyzer` program successfully extracts defined predicates and traits from the mirrored data.
+*   The analysis provides actionable insights into agent communication patterns and effectiveness.