AI Zero-Knowledge Iteration: Constrain First, Automate Second
A constraint-first workflow for turning architectural judgment into bounded, repeatable agent autonomy.
Loomaic Insights
Practical notes on software, automation, intelligent systems, and the engineering decisions behind them.
Published notes
A constraint-first workflow for turning architectural judgment into bounded, repeatable agent autonomy.
Best-practice guidance for verifying DLL updates, NuGet package upgrades, and delivery mechanism changes in .NET Framework–based applications, with a focus on runtime loading, GAC behavior, and dependency risk mitigation
How to transform complex exam scheduling into a solvable optimization problem using linear programming
Architecture patterns for building systems that reconcile messy real-world names with canonical records
Practical insights on using LLMs for document analysis and structured data extraction in assessment contexts