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Practical AI help for real work
TJ Taijeron
Bring me one focused AI question, messy workflow, or half-formed idea. I will help you understand the problem, test what matters, and identify a useful next step.
I will tell you when AI is not the right answer.
How I help
Start small. Make the problem clearer.
You do not need a polished brief. A useful conversation can begin with one question, one frustrating step, or one process that no longer works.
Diagnose
Untangle a workflow, expose the real constraint, and decide whether AI belongs in the work.
Experiment
Run a bounded test using sanitized examples before committing to a tool, build, or automation.
Selected work
Military training work lives at NextGen Wargame.
CADE, Orders Production, controller systems, decision records, and military exercise field notes have one dedicated home. This site stays focused on me, practical AI help, and new conversations.
3live CADE executions
~19participants per session
1 weekto first executable version
5controller documents per package
How I work
Context before tools. Evidence before confidence.
- Frame
Define what must improve, who makes the decision, and what cannot change.
- Bound
Protect sensitive information and constrain the work to something testable.
- Test
Use the smallest useful experiment to expose failure points early.
- Learn
Keep what works, document uncertainty, and change direction when evidence requires it.
Background
Systems, games, training, and judgment.
I grew up on Guam, retired from the Army, and spent much of my career in military education, simulation, exercise planning, and conflict observation. That background shapes how I use AI: practical, bounded, and subordinate to human judgment.
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