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Tooling, Research, and Practice
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RLM: A Persistent Mini-REPL for Large Context Files
A lightweight, persistent Python environment for context-heavy workflows with AI assistants. Load a 200MB log file once, then run analysis interactively with state that survives between commands.
Built as a single-file script (~750 lines) using uv run --script for zero-install execution. Includes built-in helpers for grep, chunking, and buffer export.
- Persistent variables across invocations via pickle
- Regex search with configurable context windows
- Automatic chunking for Claude-friendly processing
- 8 inline validation tests
Source Access Club
God, Tech, AI, and Earth. An exploration at the intersection of faith, open source, and emerging technology.
essayResearch
CNMI Commonwealth Code
A structured, searchable vault of the Commonwealth Code of the Northern Mariana Islands. Sourced from the CNMI Law Revision Commission, containing 7,157 sections across 10 Titles.
- Title 1: Government — general provisions, definitions, legal holidays
- Titles 2-10: Natural resources, human resources, economic resources, commercial code, criminal procedure, civil procedure, family law, vehicle code, local laws
Includes AI skill definitions for automated legal reference lookup.
legal cnmi referenceData Engineering Blog
A working data engineering project exploring modern stack patterns: dbt for transformations, Prefect for orchestration, Marimo for interactive notebooks, and Evidence for analytics dashboards.
data eng dbt prefect