Research Notes

Studies and working notes by Jonathan Simone, with methods, results and supporting records. Each article links its data or sources.

Current Consumption Engine findings

Teaching an AI agent a project's rules.

Given only the task, agents passed 0 of 38 house-rule checks on a synthetic project; with source-linked library tools they passed 34 to 38 of 38. On 37 real-repository tasks (222 builds), a compiled guide (48.8%) and library tools (49.0%) did not beat the ordinary workflow (53.8%).

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Result

Throughput is not progress

An author-run study of 1,979 commits linked to pull requests in one repository, examining changed files, recorded author identities and review records.

Windows 11 MSIX packaging notes

Single-workstation troubleshooting records for packaged desktop applications on Windows 11.