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Rod Soto

PROFILE

Rod Soto

Rafael Soto developed and enhanced security and analytics datasets in the splunk/attack_data repository over four months, focusing on structured logging and observability for AI and Windows environments. He implemented features such as M365 Copilot and MCP server log datasets, leveraging YAML for configuration management and data structuring. His work included expanding log coverage, refining metadata, and integrating MITRE ATT&CK mappings to support security analytics and incident response. Using languages like YAML and CSV, Rafael addressed data quality and governance, enabling reliable detection and reporting. The depth of his contributions established robust foundations for data-driven monitoring, compliance, and threat investigation workflows.

Overall Statistics

Feature vs Bugs

86%Features

Repository Contributions

17Total
Bugs
1
Commits
17
Features
6
Lines of code
6,563
Activity Months4

Work History

February 2026

1 Commits • 1 Features

Feb 1, 2026

February 2026: delivered foundational MCP server logs dataset configuration to enable structured data for training, monitoring, and analytics; establishes observability for MCP-enabled AI assistants and agents, enabling data-driven improvements.

November 2025

9 Commits • 2 Features

Nov 1, 2025

November 2025 monthly summary: Delivered two new and refined security data features in the splunk/attack_data repository, driving improved detection fidelity and faster investigations. Implemented a Windows Security Auditing Dataset focused on Process Creation (Event ID 4688) to better identify unexpected process launches and potential compromises. Added and refined the Suspicious Local LLM Frameworks Dataset, including YAML configuration, metadata schemas, dataset paths, and source links to support misuse detection and incident investigations. Executed a series of fixes across the LLM dataset (eight commits) to stabilize configuration, properties, and link resolution, improving data reliability and governance compliance. The work strengthens threat detection capabilities, accelerates incident response, and demonstrates robust data engineering practices in security domains.

October 2025

2 Commits • 1 Features

Oct 1, 2025

October 2025 monthly summary for splunk/attack_data focusing on data quality improvements and dataset expansion for improved observability and security analytics.

September 2025

5 Commits • 2 Features

Sep 1, 2025

September 2025 monthly performance summary for splunk/attack_data: Delivered foundational Copilot telemetry and analytics capabilities for M365 Copilot usage. Implemented two main features: (1) M365 Copilot Usage Data Logging and Configuration (copilot_prompts.log and m365_copilot_access.log) with configuration in m365_copilot.yml; (2) Copilot Usage Data Datasets capturing prompts, queries, file accesses, and admin actions across Microsoft 365 apps. This enables auditing, usage analytics, and cross-application visibility. No major bugs reported. Business value delivered includes improved observability, governance, and data-driven optimization of Copilot deployments.

Activity

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Quality Metrics

Correctness96.4%
Maintainability94.2%
Architecture93.0%
Performance95.2%
AI Usage22.4%

Skills & Technologies

Programming Languages

CSVLogXMLYAML

Technical Skills

AI integrationData AnalysisData EngineeringData ManagementLog ManagementWindows event loggingYAMLYAML configurationYAML configuration managementYAML managementdata analysisdata configurationdata managementdata structuringsecurity analysis

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

splunk/attack_data

Sep 2025 Feb 2026
4 Months active

Languages Used

CSVYAMLLogXML

Technical Skills

Data AnalysisData EngineeringLog ManagementData ManagementWindows event loggingYAML configuration